debutAnalysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a5fb5db8-917a-4bea-b6c7-8f2277ba88ae",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import calendar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "aabbac01-e695-4e3f-92c9-50a8d9c06edb",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0.1</th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>name</th>\n",
       "      <th>studio</th>\n",
       "      <th>runtime_minutes</th>\n",
       "      <th>genres</th>\n",
       "      <th>original_language</th>\n",
       "      <th>popularity</th>\n",
       "      <th>release_date_x</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>production_budget</th>\n",
       "      <th>domestic_gross_y</th>\n",
       "      <th>worldwide_gross</th>\n",
       "      <th>roi</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Toy Story 3</td>\n",
       "      <td>BV</td>\n",
       "      <td>103.0</td>\n",
       "      <td>Adventure,Animation,Comedy</td>\n",
       "      <td>en</td>\n",
       "      <td>24.445</td>\n",
       "      <td>2010-06-17</td>\n",
       "      <td>7.7</td>\n",
       "      <td>8340</td>\n",
       "      <td>$200,000,000</td>\n",
       "      <td>$415,004,880</td>\n",
       "      <td>$1,068,879,522</td>\n",
       "      <td>5.344398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Inception</td>\n",
       "      <td>WB</td>\n",
       "      <td>148.0</td>\n",
       "      <td>Action,Adventure,Sci-Fi</td>\n",
       "      <td>en</td>\n",
       "      <td>27.920</td>\n",
       "      <td>2010-07-16</td>\n",
       "      <td>8.3</td>\n",
       "      <td>22186</td>\n",
       "      <td>$160,000,000</td>\n",
       "      <td>$292,576,195</td>\n",
       "      <td>$835,524,642</td>\n",
       "      <td>5.222029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>Shrek Forever After</td>\n",
       "      <td>P/DW</td>\n",
       "      <td>93.0</td>\n",
       "      <td>Adventure,Animation,Comedy</td>\n",
       "      <td>en</td>\n",
       "      <td>15.041</td>\n",
       "      <td>2010-05-16</td>\n",
       "      <td>6.1</td>\n",
       "      <td>3843</td>\n",
       "      <td>$165,000,000</td>\n",
       "      <td>$238,736,787</td>\n",
       "      <td>$756,244,673</td>\n",
       "      <td>4.583301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>The Twilight Saga: Eclipse</td>\n",
       "      <td>Sum.</td>\n",
       "      <td>124.0</td>\n",
       "      <td>Adventure,Drama,Fantasy</td>\n",
       "      <td>en</td>\n",
       "      <td>20.340</td>\n",
       "      <td>2010-06-23</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4909</td>\n",
       "      <td>$68,000,000</td>\n",
       "      <td>$300,531,751</td>\n",
       "      <td>$706,102,828</td>\n",
       "      <td>10.383865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>Iron Man 2</td>\n",
       "      <td>Par.</td>\n",
       "      <td>124.0</td>\n",
       "      <td>Action,Adventure,Sci-Fi</td>\n",
       "      <td>en</td>\n",
       "      <td>28.515</td>\n",
       "      <td>2010-05-07</td>\n",
       "      <td>6.8</td>\n",
       "      <td>12368</td>\n",
       "      <td>$170,000,000</td>\n",
       "      <td>$312,433,331</td>\n",
       "      <td>$621,156,389</td>\n",
       "      <td>3.653861</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>1947</th>\n",
       "      <td>1947</td>\n",
       "      <td>2092</td>\n",
       "      <td>Mandy</td>\n",
       "      <td>RLJ</td>\n",
       "      <td>113.0</td>\n",
       "      <td>Drama,Thriller</td>\n",
       "      <td>en</td>\n",
       "      <td>16.240</td>\n",
       "      <td>2018-09-13</td>\n",
       "      <td>6.2</td>\n",
       "      <td>618</td>\n",
       "      <td>$6,000,000</td>\n",
       "      <td>$1,214,525</td>\n",
       "      <td>$1,427,656</td>\n",
       "      <td>0.237943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1948</th>\n",
       "      <td>1948</td>\n",
       "      <td>2093</td>\n",
       "      <td>Mandy</td>\n",
       "      <td>RLJ</td>\n",
       "      <td>121.0</td>\n",
       "      <td>Action,Fantasy,Horror</td>\n",
       "      <td>en</td>\n",
       "      <td>0.600</td>\n",
       "      <td>2016-01-24</td>\n",
       "      <td>3.5</td>\n",
       "      <td>2</td>\n",
       "      <td>$6,000,000</td>\n",
       "      <td>$1,214,525</td>\n",
       "      <td>$1,427,656</td>\n",
       "      <td>0.237943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1949</th>\n",
       "      <td>1949</td>\n",
       "      <td>2094</td>\n",
       "      <td>Mandy</td>\n",
       "      <td>RLJ</td>\n",
       "      <td>121.0</td>\n",
       "      <td>Action,Fantasy,Horror</td>\n",
       "      <td>en</td>\n",
       "      <td>16.240</td>\n",
       "      <td>2018-09-13</td>\n",
       "      <td>6.2</td>\n",
       "      <td>618</td>\n",
       "      <td>$6,000,000</td>\n",
       "      <td>$1,214,525</td>\n",
       "      <td>$1,427,656</td>\n",
       "      <td>0.237943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1950</th>\n",
       "      <td>1950</td>\n",
       "      <td>2095</td>\n",
       "      <td>Lean on Pete</td>\n",
       "      <td>A24</td>\n",
       "      <td>121.0</td>\n",
       "      <td>Adventure,Drama</td>\n",
       "      <td>en</td>\n",
       "      <td>9.307</td>\n",
       "      <td>2018-04-06</td>\n",
       "      <td>6.9</td>\n",
       "      <td>133</td>\n",
       "      <td>$8,000,000</td>\n",
       "      <td>$1,163,056</td>\n",
       "      <td>$2,455,027</td>\n",
       "      <td>0.306878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1951</th>\n",
       "      <td>1951</td>\n",
       "      <td>2096</td>\n",
       "      <td>Lean on Pete</td>\n",
       "      <td>A24</td>\n",
       "      <td>121.0</td>\n",
       "      <td>Adventure,Drama</td>\n",
       "      <td>en</td>\n",
       "      <td>9.307</td>\n",
       "      <td>2018-04-06</td>\n",
       "      <td>6.9</td>\n",
       "      <td>133</td>\n",
       "      <td>$8,000,000</td>\n",
       "      <td>$1,163,056</td>\n",
       "      <td>$2,455,027</td>\n",
       "      <td>0.306878</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1952 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0.1  Unnamed: 0                        name studio  \\\n",
       "0                0           0                 Toy Story 3     BV   \n",
       "1                1           1                   Inception     WB   \n",
       "2                2           2         Shrek Forever After   P/DW   \n",
       "3                3           3  The Twilight Saga: Eclipse   Sum.   \n",
       "4                4           4                  Iron Man 2   Par.   \n",
       "...            ...         ...                         ...    ...   \n",
       "1947          1947        2092                       Mandy    RLJ   \n",
       "1948          1948        2093                       Mandy    RLJ   \n",
       "1949          1949        2094                       Mandy    RLJ   \n",
       "1950          1950        2095                Lean on Pete    A24   \n",
       "1951          1951        2096                Lean on Pete    A24   \n",
       "\n",
       "      runtime_minutes                      genres original_language  \\\n",
       "0               103.0  Adventure,Animation,Comedy                en   \n",
       "1               148.0     Action,Adventure,Sci-Fi                en   \n",
       "2                93.0  Adventure,Animation,Comedy                en   \n",
       "3               124.0     Adventure,Drama,Fantasy                en   \n",
       "4               124.0     Action,Adventure,Sci-Fi                en   \n",
       "...               ...                         ...               ...   \n",
       "1947            113.0              Drama,Thriller                en   \n",
       "1948            121.0       Action,Fantasy,Horror                en   \n",
       "1949            121.0       Action,Fantasy,Horror                en   \n",
       "1950            121.0             Adventure,Drama                en   \n",
       "1951            121.0             Adventure,Drama                en   \n",
       "\n",
       "      popularity release_date_x  vote_average  vote_count production_budget  \\\n",
       "0         24.445     2010-06-17           7.7        8340      $200,000,000   \n",
       "1         27.920     2010-07-16           8.3       22186      $160,000,000   \n",
       "2         15.041     2010-05-16           6.1        3843      $165,000,000   \n",
       "3         20.340     2010-06-23           6.0        4909       $68,000,000   \n",
       "4         28.515     2010-05-07           6.8       12368      $170,000,000   \n",
       "...          ...            ...           ...         ...               ...   \n",
       "1947      16.240     2018-09-13           6.2         618        $6,000,000   \n",
       "1948       0.600     2016-01-24           3.5           2        $6,000,000   \n",
       "1949      16.240     2018-09-13           6.2         618        $6,000,000   \n",
       "1950       9.307     2018-04-06           6.9         133        $8,000,000   \n",
       "1951       9.307     2018-04-06           6.9         133        $8,000,000   \n",
       "\n",
       "     domestic_gross_y worldwide_gross        roi  \n",
       "0        $415,004,880  $1,068,879,522   5.344398  \n",
       "1        $292,576,195    $835,524,642   5.222029  \n",
       "2        $238,736,787    $756,244,673   4.583301  \n",
       "3        $300,531,751    $706,102,828  10.383865  \n",
       "4        $312,433,331    $621,156,389   3.653861  \n",
       "...               ...             ...        ...  \n",
       "1947       $1,214,525      $1,427,656   0.237943  \n",
       "1948       $1,214,525      $1,427,656   0.237943  \n",
       "1949       $1,214,525      $1,427,656   0.237943  \n",
       "1950       $1,163,056      $2,455,027   0.306878  \n",
       "1951       $1,163,056      $2,455,027   0.306878  \n",
       "\n",
       "[1952 rows x 15 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('./addedroi.csv')\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "dfb48d2f-a552-43b0-9e27-1ba85c5f4428",
   "metadata": {},
   "outputs": [],
   "source": [
    "data['release_date_x'] = pd.to_datetime(data['release_date_x'])\n",
    "data['month'] = data['release_date_x'].dt.month"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cf6668a6-e203-44d6-862f-a600ce980851",
   "metadata": {},
   "outputs": [
    {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0.1</th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>name</th>\n",
       "      <th>studio</th>\n",
       "      <th>runtime_minutes</th>\n",
       "      <th>genres</th>\n",
       "      <th>original_language</th>\n",
       "      <th>popularity</th>\n",
       "      <th>release_date_x</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>production_budget</th>\n",
       "      <th>domestic_gross_y</th>\n",
       "      <th>worldwide_gross</th>\n",
       "      <th>roi</th>\n",
       "      <th>month</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Toy Story 3</td>\n",
       "      <td>BV</td>\n",
       "      <td>103.0</td>\n",
       "      <td>Adventure,Animation,Comedy</td>\n",
       "      <td>en</td>\n",
       "      <td>24.445</td>\n",
       "      <td>2010-06-17</td>\n",
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       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Inception</td>\n",
       "      <td>WB</td>\n",
       "      <td>148.0</td>\n",
       "      <td>Action,Adventure,Sci-Fi</td>\n",
       "      <td>en</td>\n",
       "      <td>27.920</td>\n",
       "      <td>2010-07-16</td>\n",
       "      <td>8.3</td>\n",
       "      <td>22186</td>\n",
       "      <td>$160,000,000</td>\n",
       "      <td>$292,576,195</td>\n",
       "      <td>$835,524,642</td>\n",
       "      <td>5.222029</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>Shrek Forever After</td>\n",
       "      <td>P/DW</td>\n",
       "      <td>93.0</td>\n",
       "      <td>Adventure,Animation,Comedy</td>\n",
       "      <td>en</td>\n",
       "      <td>15.041</td>\n",
       "      <td>2010-05-16</td>\n",
       "      <td>6.1</td>\n",
       "      <td>3843</td>\n",
       "      <td>$165,000,000</td>\n",
       "      <td>$238,736,787</td>\n",
       "      <td>$756,244,673</td>\n",
       "      <td>4.583301</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>The Twilight Saga: Eclipse</td>\n",
       "      <td>Sum.</td>\n",
       "      <td>124.0</td>\n",
       "      <td>Adventure,Drama,Fantasy</td>\n",
       "      <td>en</td>\n",
       "      <td>20.340</td>\n",
       "      <td>2010-06-23</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4909</td>\n",
       "      <td>$68,000,000</td>\n",
       "      <td>$300,531,751</td>\n",
       "      <td>$706,102,828</td>\n",
       "      <td>10.383865</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>Iron Man 2</td>\n",
       "      <td>Par.</td>\n",
       "      <td>124.0</td>\n",
       "      <td>Action,Adventure,Sci-Fi</td>\n",
       "      <td>en</td>\n",
       "      <td>28.515</td>\n",
       "      <td>2010-05-07</td>\n",
       "      <td>6.8</td>\n",
       "      <td>12368</td>\n",
       "      <td>$170,000,000</td>\n",
       "      <td>$312,433,331</td>\n",
       "      <td>$621,156,389</td>\n",
       "      <td>3.653861</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <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>1947</th>\n",
       "      <td>1947</td>\n",
       "      <td>2092</td>\n",
       "      <td>Mandy</td>\n",
       "      <td>RLJ</td>\n",
       "      <td>113.0</td>\n",
       "      <td>Drama,Thriller</td>\n",
       "      <td>en</td>\n",
       "      <td>16.240</td>\n",
       "      <td>2018-09-13</td>\n",
       "      <td>6.2</td>\n",
       "      <td>618</td>\n",
       "      <td>$6,000,000</td>\n",
       "      <td>$1,214,525</td>\n",
       "      <td>$1,427,656</td>\n",
       "      <td>0.237943</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1948</th>\n",
       "      <td>1948</td>\n",
       "      <td>2093</td>\n",
       "      <td>Mandy</td>\n",
       "      <td>RLJ</td>\n",
       "      <td>121.0</td>\n",
       "      <td>Action,Fantasy,Horror</td>\n",
       "      <td>en</td>\n",
       "      <td>0.600</td>\n",
       "      <td>2016-01-24</td>\n",
       "      <td>3.5</td>\n",
       "      <td>2</td>\n",
       "      <td>$6,000,000</td>\n",
       "      <td>$1,214,525</td>\n",
       "      <td>$1,427,656</td>\n",
       "      <td>0.237943</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1949</th>\n",
       "      <td>1949</td>\n",
       "      <td>2094</td>\n",
       "      <td>Mandy</td>\n",
       "      <td>RLJ</td>\n",
       "      <td>121.0</td>\n",
       "      <td>Action,Fantasy,Horror</td>\n",
       "      <td>en</td>\n",
       "      <td>16.240</td>\n",
       "      <td>2018-09-13</td>\n",
       "      <td>6.2</td>\n",
       "      <td>618</td>\n",
       "      <td>$6,000,000</td>\n",
       "      <td>$1,214,525</td>\n",
       "      <td>$1,427,656</td>\n",
       "      <td>0.237943</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1950</th>\n",
       "      <td>1950</td>\n",
       "      <td>2095</td>\n",
       "      <td>Lean on Pete</td>\n",
       "      <td>A24</td>\n",
       "      <td>121.0</td>\n",
       "      <td>Adventure,Drama</td>\n",
       "      <td>en</td>\n",
       "      <td>9.307</td>\n",
       "      <td>2018-04-06</td>\n",
       "      <td>6.9</td>\n",
       "      <td>133</td>\n",
       "      <td>$8,000,000</td>\n",
       "      <td>$1,163,056</td>\n",
       "      <td>$2,455,027</td>\n",
       "      <td>0.306878</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1951</th>\n",
       "      <td>1951</td>\n",
       "      <td>2096</td>\n",
       "      <td>Lean on Pete</td>\n",
       "      <td>A24</td>\n",
       "      <td>121.0</td>\n",
       "      <td>Adventure,Drama</td>\n",
       "      <td>en</td>\n",
       "      <td>9.307</td>\n",
       "      <td>2018-04-06</td>\n",
       "      <td>6.9</td>\n",
       "      <td>133</td>\n",
       "      <td>$8,000,000</td>\n",
       "      <td>$1,163,056</td>\n",
       "      <td>$2,455,027</td>\n",
       "      <td>0.306878</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1952 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0.1  Unnamed: 0                        name studio  \\\n",
       "0                0           0                 Toy Story 3     BV   \n",
       "1                1           1                   Inception     WB   \n",
       "2                2           2         Shrek Forever After   P/DW   \n",
       "3                3           3  The Twilight Saga: Eclipse   Sum.   \n",
       "4                4           4                  Iron Man 2   Par.   \n",
       "...            ...         ...                         ...    ...   \n",
       "1947          1947        2092                       Mandy    RLJ   \n",
       "1948          1948        2093                       Mandy    RLJ   \n",
       "1949          1949        2094                       Mandy    RLJ   \n",
       "1950          1950        2095                Lean on Pete    A24   \n",
       "1951          1951        2096                Lean on Pete    A24   \n",
       "\n",
       "      runtime_minutes                      genres original_language  \\\n",
       "0               103.0  Adventure,Animation,Comedy                en   \n",
       "1               148.0     Action,Adventure,Sci-Fi                en   \n",
       "2                93.0  Adventure,Animation,Comedy                en   \n",
       "3               124.0     Adventure,Drama,Fantasy                en   \n",
       "4               124.0     Action,Adventure,Sci-Fi                en   \n",
       "...               ...                         ...               ...   \n",
       "1947            113.0              Drama,Thriller                en   \n",
       "1948            121.0       Action,Fantasy,Horror                en   \n",
       "1949            121.0       Action,Fantasy,Horror                en   \n",
       "1950            121.0             Adventure,Drama                en   \n",
       "1951            121.0             Adventure,Drama                en   \n",
       "\n",
       "      popularity release_date_x  vote_average  vote_count production_budget  \\\n",
       "0         24.445     2010-06-17           7.7        8340      $200,000,000   \n",
       "1         27.920     2010-07-16           8.3       22186      $160,000,000   \n",
       "2         15.041     2010-05-16           6.1        3843      $165,000,000   \n",
       "3         20.340     2010-06-23           6.0        4909       $68,000,000   \n",
       "4         28.515     2010-05-07           6.8       12368      $170,000,000   \n",
       "...          ...            ...           ...         ...               ...   \n",
       "1947      16.240     2018-09-13           6.2         618        $6,000,000   \n",
       "1948       0.600     2016-01-24           3.5           2        $6,000,000   \n",
       "1949      16.240     2018-09-13           6.2         618        $6,000,000   \n",
       "1950       9.307     2018-04-06           6.9         133        $8,000,000   \n",
       "1951       9.307     2018-04-06           6.9         133        $8,000,000   \n",
       "\n",
       "     domestic_gross_y worldwide_gross        roi  month  \n",
       "0        $415,004,880  $1,068,879,522   5.344398      6  \n",
       "1        $292,576,195    $835,524,642   5.222029      7  \n",
       "2        $238,736,787    $756,244,673   4.583301      5  \n",
       "3        $300,531,751    $706,102,828  10.383865      6  \n",
       "4        $312,433,331    $621,156,389   3.653861      5  \n",
       "...               ...             ...        ...    ...  \n",
       "1947       $1,214,525      $1,427,656   0.237943      9  \n",
       "1948       $1,214,525      $1,427,656   0.237943      1  \n",
       "1949       $1,214,525      $1,427,656   0.237943      9  \n",
       "1950       $1,163,056      $2,455,027   0.306878      4  \n",
       "1951       $1,163,056      $2,455,027   0.306878      4  \n",
       "\n",
       "[1952 rows x 16 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "df4661f6-d20d-4ec4-9ee3-22a4effa13b1",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Aggregate ROI by month (e.g., average ROI for each month)\n",
    "monthly_roi = data.groupby('month')['roi'].mean().reset_index()\n",
    "\n",
    "# Create a mapping of month numbers to month names\n",
    "month_names = [calendar.month_name[i] for i in range(1, 13)]  # Full month names from January to December\n",
    "\n",
    "# Plotting\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(monthly_roi['month'], monthly_roi['roi'], marker='o')\n",
    "plt.title('Average ROI by Month')\n",
    "plt.xlabel('Month')\n",
    "plt.ylabel('Average ROI')\n",
    "plt.xticks(monthly_roi['month'], month_names[:len(monthly_roi)], rotation=45)  # Change numbers to month names\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c6bcd4c3-7a73-48e7-82e5-177b767e546c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}