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Simples_analise_sobre_dados_do_Netflix.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Análise descritiva do *Dataset* sobre catálogo da Netflix\n",
"---\n",
"\n",
"O [*dataset*](https://www.kaggle.com/chasewillden/netflix-shows) apresentado contém, para cada ítem do catálogo, as seguintes informações:\n",
"\n",
"* title - Título\n",
"* rating - Censura\n",
"* ratingLevel - Descrição da Sensura\n",
"* ratingDescription - Identificador da descrição da Sensura\n",
"* release year - Ano de lançamento\n",
"* user rating score - Nota dada pelos usuários\n",
"* user rating size - Tamanho da amostra de usuários"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>title</th>\n",
" <th>rating</th>\n",
" <th>ratingLevel</th>\n",
" <th>ratingDescription</th>\n",
" <th>release year</th>\n",
" <th>user rating score</th>\n",
" <th>user rating size</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>White Chicks</td>\n",
" <td>PG-13</td>\n",
" <td>crude and sexual humor, language and some drug...</td>\n",
" <td>80</td>\n",
" <td>2004</td>\n",
" <td>82.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Lucky Number Slevin</td>\n",
" <td>R</td>\n",
" <td>strong violence, sexual content and adult lang...</td>\n",
" <td>100</td>\n",
" <td>2006</td>\n",
" <td>NaN</td>\n",
" <td>82</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Grey's Anatomy</td>\n",
" <td>TV-14</td>\n",
" <td>Parents strongly cautioned. May be unsuitable ...</td>\n",
" <td>90</td>\n",
" <td>2016</td>\n",
" <td>98.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Prison Break</td>\n",
" <td>TV-14</td>\n",
" <td>Parents strongly cautioned. May be unsuitable ...</td>\n",
" <td>90</td>\n",
" <td>2008</td>\n",
" <td>98.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>How I Met Your Mother</td>\n",
" <td>TV-PG</td>\n",
" <td>Parental guidance suggested. May not be suitab...</td>\n",
" <td>70</td>\n",
" <td>2014</td>\n",
" <td>94.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Supernatural</td>\n",
" <td>TV-14</td>\n",
" <td>Parents strongly cautioned. May be unsuitable ...</td>\n",
" <td>90</td>\n",
" <td>2016</td>\n",
" <td>95.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>Breaking Bad</td>\n",
" <td>TV-MA</td>\n",
" <td>For mature audiences. May not be suitable for...</td>\n",
" <td>110</td>\n",
" <td>2013</td>\n",
" <td>97.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>The Vampire Diaries</td>\n",
" <td>TV-14</td>\n",
" <td>Parents strongly cautioned. May be unsuitable ...</td>\n",
" <td>90</td>\n",
" <td>2017</td>\n",
" <td>91.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>The Walking Dead</td>\n",
" <td>TV-MA</td>\n",
" <td>For mature audiences. May not be suitable for...</td>\n",
" <td>110</td>\n",
" <td>2015</td>\n",
" <td>98.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>Pretty Little Liars</td>\n",
" <td>TV-14</td>\n",
" <td>Parents strongly cautioned. May be unsuitable ...</td>\n",
" <td>90</td>\n",
" <td>2016</td>\n",
" <td>96.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>Once Upon a Time</td>\n",
" <td>TV-PG</td>\n",
" <td>Parental guidance suggested. May not be suitab...</td>\n",
" <td>70</td>\n",
" <td>2016</td>\n",
" <td>98.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>Sherlock</td>\n",
" <td>TV-14</td>\n",
" <td>Parents strongly cautioned. May be unsuitable ...</td>\n",
" <td>90</td>\n",
" <td>2016</td>\n",
" <td>95.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>Death Note</td>\n",
" <td>TV-14</td>\n",
" <td>Parents strongly cautioned. May be unsuitable ...</td>\n",
" <td>90</td>\n",
" <td>2006</td>\n",
" <td>77.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>Naruto</td>\n",
" <td>TV-PG</td>\n",
" <td>Parental guidance suggested. May not be suitab...</td>\n",
" <td>70</td>\n",
" <td>2008</td>\n",
" <td>88.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>The Hunter</td>\n",
" <td>R</td>\n",
" <td>language and brief violence</td>\n",
" <td>100</td>\n",
" <td>2011</td>\n",
" <td>NaN</td>\n",
" <td>82</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>Lottie Dottie Chicken</td>\n",
" <td>TV-Y</td>\n",
" <td>Suitable for all ages.</td>\n",
" <td>10</td>\n",
" <td>2009</td>\n",
" <td>NaN</td>\n",
" <td>82</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>Arrow</td>\n",
" <td>TV-14</td>\n",
" <td>Parents strongly cautioned. May be unsuitable ...</td>\n",
" <td>90</td>\n",
" <td>2015</td>\n",
" <td>96.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>Black Mirror</td>\n",
" <td>TV-MA</td>\n",
" <td>For mature audiences. May not be suitable for...</td>\n",
" <td>110</td>\n",
" <td>2016</td>\n",
" <td>80.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>The Originals</td>\n",
" <td>TV-14</td>\n",
" <td>Parents strongly cautioned. May be unsuitable ...</td>\n",
" <td>90</td>\n",
" <td>2016</td>\n",
" <td>74.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>The 100</td>\n",
" <td>NR</td>\n",
" <td>This movie has not been rated.</td>\n",
" <td>124</td>\n",
" <td>2016</td>\n",
" <td>97.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>Masha and the Bear</td>\n",
" <td>TV-Y</td>\n",
" <td>Suitable for all ages.</td>\n",
" <td>10</td>\n",
" <td>2013</td>\n",
" <td>81.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>ÌÒ Pai, ÌÒ - Look at This</td>\n",
" <td>TV-MA</td>\n",
" <td>For mature audiences. May not be suitable for...</td>\n",
" <td>110</td>\n",
" <td>2007</td>\n",
" <td>NaN</td>\n",
" <td>82</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>Nymphomaniac: Volume 1</td>\n",
" <td>NR</td>\n",
" <td>This movie has not been rated.</td>\n",
" <td>124</td>\n",
" <td>2013</td>\n",
" <td>NaN</td>\n",
" <td>82</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>Hunter X Hunter (2011)</td>\n",
" <td>NR</td>\n",
" <td>This movie has not been rated.</td>\n",
" <td>124</td>\n",
" <td>2013</td>\n",
" <td>57.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>Marvel's Luke Cage</td>\n",
" <td>TV-MA</td>\n",
" <td>For mature audiences. May not be suitable for...</td>\n",
" <td>110</td>\n",
" <td>2016</td>\n",
" <td>95.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>Marvel's Iron Fist</td>\n",
" <td>TV-MA</td>\n",
" <td>NaN</td>\n",
" <td>110</td>\n",
" <td>2017</td>\n",
" <td>98.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>Narcos</td>\n",
" <td>TV-MA</td>\n",
" <td>For mature audiences. May not be suitable for...</td>\n",
" <td>110</td>\n",
" <td>2016</td>\n",
" <td>94.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>The Flash</td>\n",
" <td>TV-PG</td>\n",
" <td>Parental guidance suggested. May not be suitab...</td>\n",
" <td>70</td>\n",
" <td>2016</td>\n",
" <td>98.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>The Seven Deadly Sins</td>\n",
" <td>TV-14</td>\n",
" <td>Parents strongly cautioned. May be unsuitable ...</td>\n",
" <td>90</td>\n",
" <td>2016</td>\n",
" <td>NaN</td>\n",
" <td>82</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>Scream</td>\n",
" <td>TV-14</td>\n",
" <td>Parents strongly cautioned. May be unsuitable ...</td>\n",
" <td>90</td>\n",
" <td>2016</td>\n",
" <td>NaN</td>\n",
" <td>82</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",
" </tr>\n",
" <tr>\n",
" <th>970</th>\n",
" <td>Annie</td>\n",
" <td>PG</td>\n",
" <td>adult content and mld violence</td>\n",
" <td>60</td>\n",
" <td>1982</td>\n",
" <td>68.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>971</th>\n",
" <td>An American Tail: Fievel Goes West</td>\n",
" <td>G</td>\n",
" <td>General Audiences. Suitable for all ages.</td>\n",
" <td>35</td>\n",
" <td>1991</td>\n",
" <td>NaN</td>\n",
" <td>82</td>\n",
" </tr>\n",
" <tr>\n",
" <th>972</th>\n",
" <td>D2: The Mighty Ducks</td>\n",
" <td>PG</td>\n",
" <td>some mild language and rough hockey action</td>\n",
" <td>60</td>\n",
" <td>1994</td>\n",
" <td>70.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>973</th>\n",
" <td>Honey, I Shrunk the Kids</td>\n",
" <td>PG</td>\n",
" <td>Parental guidance suggested. May not be suitab...</td>\n",
" <td>60</td>\n",
" <td>1989</td>\n",
" <td>80.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>974</th>\n",
" <td>The Iron Giant</td>\n",
" <td>PG</td>\n",
" <td>fantasy action and mild language</td>\n",
" <td>60</td>\n",
" <td>1999</td>\n",
" <td>83.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>975</th>\n",
" <td>The Fox and the Hound 2</td>\n",
" <td>G</td>\n",
" <td>General Audiences. Suitable for all ages.</td>\n",
" <td>35</td>\n",
" <td>2006</td>\n",
" <td>NaN</td>\n",
" <td>82</td>\n",
" </tr>\n",
" <tr>\n",
" <th>976</th>\n",
" <td>Air Buddies</td>\n",
" <td>PG</td>\n",
" <td>some mild, rude humor</td>\n",
" <td>60</td>\n",
" <td>2006</td>\n",
" <td>NaN</td>\n",
" <td>82</td>\n",
" </tr>\n",
" <tr>\n",
" <th>977</th>\n",
" <td>Dr. Dolittle: Tail to the Chief</td>\n",
" <td>PG</td>\n",
" <td>brief mild language and some rude behavior</td>\n",
" <td>60</td>\n",
" <td>2008</td>\n",
" <td>NaN</td>\n",
" <td>82</td>\n",
" </tr>\n",
" <tr>\n",
" <th>978</th>\n",
" <td>Flicka 2</td>\n",
" <td>PG</td>\n",
" <td>some reckless behavior</td>\n",
" <td>60</td>\n",
" <td>2010</td>\n",
" <td>NaN</td>\n",
" <td>82</td>\n",
" </tr>\n",
" <tr>\n",
" <th>979</th>\n",
" <td>H2O: Just Add Water</td>\n",
" <td>TV-PG</td>\n",
" <td>Parental guidance suggested. May not be suitab...</td>\n",
" <td>70</td>\n",
" <td>2009</td>\n",
" <td>74.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>980</th>\n",
" <td>The Gruffalo</td>\n",
" <td>TV-Y</td>\n",
" <td>Suitable for all ages.</td>\n",
" <td>10</td>\n",
" <td>2009</td>\n",
" <td>NaN</td>\n",
" <td>82</td>\n",
" </tr>\n",
" <tr>\n",
" <th>981</th>\n",
" <td>Dolphin Tale</td>\n",
" <td>PG</td>\n",
" <td>some mild thematic elements</td>\n",
" <td>60</td>\n",
" <td>2011</td>\n",
" <td>NaN</td>\n",
" <td>82</td>\n",
" </tr>\n",
" <tr>\n",
" <th>982</th>\n",
" <td>Pound Puppies</td>\n",
" <td>TV-Y</td>\n",
" <td>Suitable for all ages.</td>\n",
" <td>10</td>\n",
" <td>2013</td>\n",
" <td>NaN</td>\n",
" <td>82</td>\n",
" </tr>\n",
" <tr>\n",
" <th>983</th>\n",
" <td>Beverly Hills Chihuahua 3: Viva La Fiesta!</td>\n",
" <td>G</td>\n",
" <td>General Audiences. Suitable for all ages.</td>\n",
" <td>35</td>\n",
" <td>2012</td>\n",
" <td>NaN</td>\n",
" <td>82</td>\n",
" </tr>\n",
" <tr>\n",
" <th>984</th>\n",
" <td>The Magic School Bus</td>\n",
" <td>TV-Y</td>\n",
" <td>Suitable for all ages.</td>\n",
" <td>10</td>\n",
" <td>1997</td>\n",
" <td>81.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>985</th>\n",
" <td>Step Dogs</td>\n",
" <td>TV-PG</td>\n",
" <td>Parental guidance suggested. May not be suitab...</td>\n",
" <td>70</td>\n",
" <td>2013</td>\n",
" <td>NaN</td>\n",
" <td>82</td>\n",
" </tr>\n",
" <tr>\n",
" <th>986</th>\n",
" <td>Pok̩mon: Indigo League</td>\n",
" <td>TV-Y</td>\n",
" <td>Suitable for all ages.</td>\n",
" <td>10</td>\n",
" <td>2000</td>\n",
" <td>74.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>987</th>\n",
" <td>Mia and Me</td>\n",
" <td>TV-Y</td>\n",
" <td>Suitable for all ages.</td>\n",
" <td>10</td>\n",
" <td>2015</td>\n",
" <td>NaN</td>\n",
" <td>82</td>\n",
" </tr>\n",
" <tr>\n",
" <th>988</th>\n",
" <td>Paddington</td>\n",
" <td>PG</td>\n",
" <td>mild action and rude humor</td>\n",
" <td>60</td>\n",
" <td>2014</td>\n",
" <td>70.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>989</th>\n",
" <td>Russell Madness</td>\n",
" <td>PG</td>\n",
" <td>some rude humor and sports action</td>\n",
" <td>60</td>\n",
" <td>2015</td>\n",
" <td>NaN</td>\n",
" <td>82</td>\n",
" </tr>\n",
" <tr>\n",
" <th>990</th>\n",
" <td>My Animal Friends</td>\n",
" <td>TV-Y</td>\n",
" <td>Suitable for all ages.</td>\n",
" <td>10</td>\n",
" <td>2013</td>\n",
" <td>NaN</td>\n",
" <td>82</td>\n",
" </tr>\n",
" <tr>\n",
" <th>991</th>\n",
" <td>Dawn of the Croods</td>\n",
" <td>TV-Y7</td>\n",
" <td>Suitable for children ages 7 and older</td>\n",
" <td>41</td>\n",
" <td>2017</td>\n",
" <td>72.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>992</th>\n",
" <td>Alpha and Omega: Dino Digs</td>\n",
" <td>TV-G</td>\n",
" <td>Suitable for all ages.</td>\n",
" <td>35</td>\n",
" <td>2016</td>\n",
" <td>NaN</td>\n",
" <td>82</td>\n",
" </tr>\n",
" <tr>\n",
" <th>993</th>\n",
" <td>Wiener Dog Internationals</td>\n",
" <td>G</td>\n",
" <td>General Audiences. Suitable for all ages.</td>\n",
" <td>35</td>\n",
" <td>2015</td>\n",
" <td>NaN</td>\n",
" <td>82</td>\n",
" </tr>\n",
" <tr>\n",
" <th>994</th>\n",
" <td>Pup Star</td>\n",
" <td>G</td>\n",
" <td>General Audiences. Suitable for all ages.</td>\n",
" <td>35</td>\n",
" <td>2016</td>\n",
" <td>NaN</td>\n",
" <td>82</td>\n",
" </tr>\n",
" <tr>\n",
" <th>995</th>\n",
" <td>The BFG</td>\n",
" <td>PG</td>\n",
" <td>for action/peril, some scary moments and brief...</td>\n",
" <td>60</td>\n",
" <td>2016</td>\n",
" <td>97.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>996</th>\n",
" <td>The Secret Life of Pets</td>\n",
" <td>PG</td>\n",
" <td>for action and some rude humor</td>\n",
" <td>60</td>\n",
" <td>2016</td>\n",
" <td>NaN</td>\n",
" <td>81</td>\n",
" </tr>\n",
" <tr>\n",
" <th>997</th>\n",
" <td>Precious Puppies</td>\n",
" <td>TV-G</td>\n",
" <td>Suitable for all ages.</td>\n",
" <td>35</td>\n",
" <td>2003</td>\n",
" <td>NaN</td>\n",
" <td>82</td>\n",
" </tr>\n",
" <tr>\n",
" <th>998</th>\n",
" <td>Beary Tales</td>\n",
" <td>TV-G</td>\n",
" <td>Suitable for all ages.</td>\n",
" <td>35</td>\n",
" <td>2013</td>\n",
" <td>NaN</td>\n",
" <td>82</td>\n",
" </tr>\n",
" <tr>\n",
" <th>999</th>\n",
" <td>Growing Up Wild</td>\n",
" <td>G</td>\n",
" <td>NaN</td>\n",
" <td>35</td>\n",
" <td>2016</td>\n",
" <td>80.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1000 rows × 7 columns</p>\n",
"</div>"
],
"text/plain": [
" title rating \\\n",
"0 White Chicks PG-13 \n",
"1 Lucky Number Slevin R \n",
"2 Grey's Anatomy TV-14 \n",
"3 Prison Break TV-14 \n",
"4 How I Met Your Mother TV-PG \n",
"5 Supernatural TV-14 \n",
"6 Breaking Bad TV-MA \n",
"7 The Vampire Diaries TV-14 \n",
"8 The Walking Dead TV-MA \n",
"9 Pretty Little Liars TV-14 \n",
"10 Once Upon a Time TV-PG \n",
"11 Sherlock TV-14 \n",
"12 Death Note TV-14 \n",
"13 Naruto TV-PG \n",
"14 The Hunter R \n",
"15 Lottie Dottie Chicken TV-Y \n",
"16 Arrow TV-14 \n",
"17 Black Mirror TV-MA \n",
"18 The Originals TV-14 \n",
"19 The 100 NR \n",
"20 Masha and the Bear TV-Y \n",
"21 ÌÒ Pai, ÌÒ - Look at This TV-MA \n",
"22 Nymphomaniac: Volume 1 NR \n",
"23 Hunter X Hunter (2011) NR \n",
"24 Marvel's Luke Cage TV-MA \n",
"25 Marvel's Iron Fist TV-MA \n",
"26 Narcos TV-MA \n",
"27 The Flash TV-PG \n",
"28 The Seven Deadly Sins TV-14 \n",
"29 Scream TV-14 \n",
".. ... ... \n",
"970 Annie PG \n",
"971 An American Tail: Fievel Goes West G \n",
"972 D2: The Mighty Ducks PG \n",
"973 Honey, I Shrunk the Kids PG \n",
"974 The Iron Giant PG \n",
"975 The Fox and the Hound 2 G \n",
"976 Air Buddies PG \n",
"977 Dr. Dolittle: Tail to the Chief PG \n",
"978 Flicka 2 PG \n",
"979 H2O: Just Add Water TV-PG \n",
"980 The Gruffalo TV-Y \n",
"981 Dolphin Tale PG \n",
"982 Pound Puppies TV-Y \n",
"983 Beverly Hills Chihuahua 3: Viva La Fiesta! G \n",
"984 The Magic School Bus TV-Y \n",
"985 Step Dogs TV-PG \n",
"986 Pok̩mon: Indigo League TV-Y \n",
"987 Mia and Me TV-Y \n",
"988 Paddington PG \n",
"989 Russell Madness PG \n",
"990 My Animal Friends TV-Y \n",
"991 Dawn of the Croods TV-Y7 \n",
"992 Alpha and Omega: Dino Digs TV-G \n",
"993 Wiener Dog Internationals G \n",
"994 Pup Star G \n",
"995 The BFG PG \n",
"996 The Secret Life of Pets PG \n",
"997 Precious Puppies TV-G \n",
"998 Beary Tales TV-G \n",
"999 Growing Up Wild G \n",
"\n",
" ratingLevel ratingDescription \\\n",
"0 crude and sexual humor, language and some drug... 80 \n",
"1 strong violence, sexual content and adult lang... 100 \n",
"2 Parents strongly cautioned. May be unsuitable ... 90 \n",
"3 Parents strongly cautioned. May be unsuitable ... 90 \n",
"4 Parental guidance suggested. May not be suitab... 70 \n",
"5 Parents strongly cautioned. May be unsuitable ... 90 \n",
"6 For mature audiences. May not be suitable for... 110 \n",
"7 Parents strongly cautioned. May be unsuitable ... 90 \n",
"8 For mature audiences. May not be suitable for... 110 \n",
"9 Parents strongly cautioned. May be unsuitable ... 90 \n",
"10 Parental guidance suggested. May not be suitab... 70 \n",
"11 Parents strongly cautioned. May be unsuitable ... 90 \n",
"12 Parents strongly cautioned. May be unsuitable ... 90 \n",
"13 Parental guidance suggested. May not be suitab... 70 \n",
"14 language and brief violence 100 \n",
"15 Suitable for all ages. 10 \n",
"16 Parents strongly cautioned. May be unsuitable ... 90 \n",
"17 For mature audiences. May not be suitable for... 110 \n",
"18 Parents strongly cautioned. May be unsuitable ... 90 \n",
"19 This movie has not been rated. 124 \n",
"20 Suitable for all ages. 10 \n",
"21 For mature audiences. May not be suitable for... 110 \n",
"22 This movie has not been rated. 124 \n",
"23 This movie has not been rated. 124 \n",
"24 For mature audiences. May not be suitable for... 110 \n",
"25 NaN 110 \n",
"26 For mature audiences. May not be suitable for... 110 \n",
"27 Parental guidance suggested. May not be suitab... 70 \n",
"28 Parents strongly cautioned. May be unsuitable ... 90 \n",
"29 Parents strongly cautioned. May be unsuitable ... 90 \n",
".. ... ... \n",
"970 adult content and mld violence 60 \n",
"971 General Audiences. Suitable for all ages. 35 \n",
"972 some mild language and rough hockey action 60 \n",
"973 Parental guidance suggested. May not be suitab... 60 \n",
"974 fantasy action and mild language 60 \n",
"975 General Audiences. Suitable for all ages. 35 \n",
"976 some mild, rude humor 60 \n",
"977 brief mild language and some rude behavior 60 \n",
"978 some reckless behavior 60 \n",
"979 Parental guidance suggested. May not be suitab... 70 \n",
"980 Suitable for all ages. 10 \n",
"981 some mild thematic elements 60 \n",
"982 Suitable for all ages. 10 \n",
"983 General Audiences. Suitable for all ages. 35 \n",
"984 Suitable for all ages. 10 \n",
"985 Parental guidance suggested. May not be suitab... 70 \n",
"986 Suitable for all ages. 10 \n",
"987 Suitable for all ages. 10 \n",
"988 mild action and rude humor 60 \n",
"989 some rude humor and sports action 60 \n",
"990 Suitable for all ages. 10 \n",
"991 Suitable for children ages 7 and older 41 \n",
"992 Suitable for all ages. 35 \n",
"993 General Audiences. Suitable for all ages. 35 \n",
"994 General Audiences. Suitable for all ages. 35 \n",
"995 for action/peril, some scary moments and brief... 60 \n",
"996 for action and some rude humor 60 \n",
"997 Suitable for all ages. 35 \n",
"998 Suitable for all ages. 35 \n",
"999 NaN 35 \n",
"\n",
" release year user rating score user rating size \n",
"0 2004 82.0 80 \n",
"1 2006 NaN 82 \n",
"2 2016 98.0 80 \n",
"3 2008 98.0 80 \n",
"4 2014 94.0 80 \n",
"5 2016 95.0 80 \n",
"6 2013 97.0 80 \n",
"7 2017 91.0 80 \n",
"8 2015 98.0 80 \n",
"9 2016 96.0 80 \n",
"10 2016 98.0 80 \n",
"11 2016 95.0 80 \n",
"12 2006 77.0 80 \n",
"13 2008 88.0 80 \n",
"14 2011 NaN 82 \n",
"15 2009 NaN 82 \n",
"16 2015 96.0 80 \n",
"17 2016 80.0 80 \n",
"18 2016 74.0 80 \n",
"19 2016 97.0 80 \n",
"20 2013 81.0 80 \n",
"21 2007 NaN 82 \n",
"22 2013 NaN 82 \n",
"23 2013 57.0 80 \n",
"24 2016 95.0 80 \n",
"25 2017 98.0 80 \n",
"26 2016 94.0 80 \n",
"27 2016 98.0 80 \n",
"28 2016 NaN 82 \n",
"29 2016 NaN 82 \n",
".. ... ... ... \n",
"970 1982 68.0 80 \n",
"971 1991 NaN 82 \n",
"972 1994 70.0 80 \n",
"973 1989 80.0 80 \n",
"974 1999 83.0 80 \n",
"975 2006 NaN 82 \n",
"976 2006 NaN 82 \n",
"977 2008 NaN 82 \n",
"978 2010 NaN 82 \n",
"979 2009 74.0 80 \n",
"980 2009 NaN 82 \n",
"981 2011 NaN 82 \n",
"982 2013 NaN 82 \n",
"983 2012 NaN 82 \n",
"984 1997 81.0 80 \n",
"985 2013 NaN 82 \n",
"986 2000 74.0 80 \n",
"987 2015 NaN 82 \n",
"988 2014 70.0 80 \n",
"989 2015 NaN 82 \n",
"990 2013 NaN 82 \n",
"991 2017 72.0 80 \n",
"992 2016 NaN 82 \n",
"993 2015 NaN 82 \n",
"994 2016 NaN 82 \n",
"995 2016 97.0 80 \n",
"996 2016 NaN 81 \n",
"997 2003 NaN 82 \n",
"998 2013 NaN 82 \n",
"999 2016 80.0 80 \n",
"\n",
"[1000 rows x 7 columns]"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Existem ítens que possuem informações faltando (NaN). Para esta análise, iremos descartá-las. "
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>title</th>\n",
" <th>rating</th>\n",
" <th>ratingLevel</th>\n",
" <th>ratingDescription</th>\n",
" <th>release year</th>\n",
" <th>user rating score</th>\n",
" <th>user rating size</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>White Chicks</td>\n",
" <td>PG-13</td>\n",
" <td>crude and sexual humor, language and some drug...</td>\n",
" <td>80</td>\n",
" <td>2004</td>\n",
" <td>82.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Grey's Anatomy</td>\n",
" <td>TV-14</td>\n",
" <td>Parents strongly cautioned. May be unsuitable ...</td>\n",
" <td>90</td>\n",
" <td>2016</td>\n",
" <td>98.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Prison Break</td>\n",
" <td>TV-14</td>\n",
" <td>Parents strongly cautioned. May be unsuitable ...</td>\n",
" <td>90</td>\n",
" <td>2008</td>\n",
" <td>98.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>How I Met Your Mother</td>\n",
" <td>TV-PG</td>\n",
" <td>Parental guidance suggested. May not be suitab...</td>\n",
" <td>70</td>\n",
" <td>2014</td>\n",
" <td>94.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Supernatural</td>\n",
" <td>TV-14</td>\n",
" <td>Parents strongly cautioned. May be unsuitable ...</td>\n",
" <td>90</td>\n",
" <td>2016</td>\n",
" <td>95.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>Breaking Bad</td>\n",
" <td>TV-MA</td>\n",
" <td>For mature audiences. May not be suitable for...</td>\n",
" <td>110</td>\n",
" <td>2013</td>\n",
" <td>97.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>The Vampire Diaries</td>\n",
" <td>TV-14</td>\n",
" <td>Parents strongly cautioned. May be unsuitable ...</td>\n",
" <td>90</td>\n",
" <td>2017</td>\n",
" <td>91.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>The Walking Dead</td>\n",
" <td>TV-MA</td>\n",
" <td>For mature audiences. May not be suitable for...</td>\n",
" <td>110</td>\n",
" <td>2015</td>\n",
" <td>98.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>Pretty Little Liars</td>\n",
" <td>TV-14</td>\n",
" <td>Parents strongly cautioned. May be unsuitable ...</td>\n",
" <td>90</td>\n",
" <td>2016</td>\n",
" <td>96.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>Once Upon a Time</td>\n",
" <td>TV-PG</td>\n",
" <td>Parental guidance suggested. May not be suitab...</td>\n",
" <td>70</td>\n",
" <td>2016</td>\n",
" <td>98.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>Sherlock</td>\n",
" <td>TV-14</td>\n",
" <td>Parents strongly cautioned. May be unsuitable ...</td>\n",
" <td>90</td>\n",
" <td>2016</td>\n",
" <td>95.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>Death Note</td>\n",
" <td>TV-14</td>\n",
" <td>Parents strongly cautioned. May be unsuitable ...</td>\n",
" <td>90</td>\n",
" <td>2006</td>\n",
" <td>77.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>Naruto</td>\n",
" <td>TV-PG</td>\n",
" <td>Parental guidance suggested. May not be suitab...</td>\n",
" <td>70</td>\n",
" <td>2008</td>\n",
" <td>88.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>Arrow</td>\n",
" <td>TV-14</td>\n",
" <td>Parents strongly cautioned. May be unsuitable ...</td>\n",
" <td>90</td>\n",
" <td>2015</td>\n",
" <td>96.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>Black Mirror</td>\n",
" <td>TV-MA</td>\n",
" <td>For mature audiences. May not be suitable for...</td>\n",
" <td>110</td>\n",
" <td>2016</td>\n",
" <td>80.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>The Originals</td>\n",
" <td>TV-14</td>\n",
" <td>Parents strongly cautioned. May be unsuitable ...</td>\n",
" <td>90</td>\n",
" <td>2016</td>\n",
" <td>74.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>The 100</td>\n",
" <td>NR</td>\n",
" <td>This movie has not been rated.</td>\n",
" <td>124</td>\n",
" <td>2016</td>\n",
" <td>97.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>Masha and the Bear</td>\n",
" <td>TV-Y</td>\n",
" <td>Suitable for all ages.</td>\n",
" <td>10</td>\n",
" <td>2013</td>\n",
" <td>81.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>Hunter X Hunter (2011)</td>\n",
" <td>NR</td>\n",
" <td>This movie has not been rated.</td>\n",
" <td>124</td>\n",
" <td>2013</td>\n",
" <td>57.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>Marvel's Luke Cage</td>\n",
" <td>TV-MA</td>\n",
" <td>For mature audiences. May not be suitable for...</td>\n",
" <td>110</td>\n",
" <td>2016</td>\n",
" <td>95.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>Narcos</td>\n",
" <td>TV-MA</td>\n",
" <td>For mature audiences. May not be suitable for...</td>\n",
" <td>110</td>\n",
" <td>2016</td>\n",
" <td>94.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>The Flash</td>\n",
" <td>TV-PG</td>\n",
" <td>Parental guidance suggested. May not be suitab...</td>\n",
" <td>70</td>\n",
" <td>2016</td>\n",
" <td>98.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>The Do-Over</td>\n",
" <td>TV-MA</td>\n",
" <td>For mature audiences. May not be suitable for...</td>\n",
" <td>110</td>\n",
" <td>2016</td>\n",
" <td>84.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>Trollhunters</td>\n",
" <td>TV-Y7-FV</td>\n",
" <td>Suitable for children ages 7 and older. Conte...</td>\n",
" <td>42</td>\n",
" <td>2016</td>\n",
" <td>83.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>Santa Clarita Diet</td>\n",
" <td>TV-MA</td>\n",
" <td>For mature audiences. May not be suitable for...</td>\n",
" <td>110</td>\n",
" <td>2017</td>\n",
" <td>82.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <td>13 Reasons Why</td>\n",
" <td>TV-MA</td>\n",
" <td>For mature audiences. May not be suitable for...</td>\n",
" <td>110</td>\n",
" <td>2017</td>\n",
" <td>99.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>51</th>\n",
" <td>The Office (U.S.)</td>\n",
" <td>TV-14</td>\n",
" <td>Parents strongly cautioned. May be unsuitable ...</td>\n",
" <td>90</td>\n",
" <td>2012</td>\n",
" <td>97.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>52</th>\n",
" <td>Grey's Anatomy</td>\n",
" <td>TV-14</td>\n",
" <td>Parents strongly cautioned. May be unsuitable ...</td>\n",
" <td>90</td>\n",
" <td>2016</td>\n",
" <td>98.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>53</th>\n",
" <td>Prison Break</td>\n",
" <td>TV-14</td>\n",
" <td>Parents strongly cautioned. May be unsuitable ...</td>\n",
" <td>90</td>\n",
" <td>2008</td>\n",
" <td>98.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>54</th>\n",
" <td>90210</td>\n",
" <td>TV-14</td>\n",
" <td>Parents strongly cautioned. May be unsuitable ...</td>\n",
" <td>90</td>\n",
" <td>2013</td>\n",
" <td>62.0</td>\n",
" <td>80</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",
" </tr>\n",
" <tr>\n",
" <th>914</th>\n",
" <td>Balto</td>\n",
" <td>G</td>\n",
" <td>General Audiences. Suitable for all ages.</td>\n",
" <td>35</td>\n",
" <td>1995</td>\n",
" <td>64.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>917</th>\n",
" <td>Atlantis: Milo's Return</td>\n",
" <td>G</td>\n",
" <td>General Audiences. Suitable for all ages.</td>\n",
" <td>35</td>\n",
" <td>2003</td>\n",
" <td>79.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>920</th>\n",
" <td>Annie</td>\n",
" <td>PG</td>\n",
" <td>adult content and mld violence</td>\n",
" <td>60</td>\n",
" <td>1982</td>\n",
" <td>68.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>927</th>\n",
" <td>The Iron Giant</td>\n",
" <td>PG</td>\n",
" <td>fantasy action and mild language</td>\n",
" <td>60</td>\n",
" <td>1999</td>\n",
" <td>83.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>928</th>\n",
" <td>Mulan 2</td>\n",
" <td>G</td>\n",
" <td>General Audiences. Suitable for all ages.</td>\n",
" <td>35</td>\n",
" <td>2004</td>\n",
" <td>85.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>931</th>\n",
" <td>Corpse Bride</td>\n",
" <td>PG</td>\n",
" <td>some scary images and action, and brief mild l...</td>\n",
" <td>60</td>\n",
" <td>2005</td>\n",
" <td>91.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>932</th>\n",
" <td>Brother Bear 2</td>\n",
" <td>G</td>\n",
" <td>General Audiences. Suitable for all ages.</td>\n",
" <td>35</td>\n",
" <td>2006</td>\n",
" <td>57.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>937</th>\n",
" <td>Animaniacs</td>\n",
" <td>TV-Y7</td>\n",
" <td>Suitable for children ages 7 and older</td>\n",
" <td>41</td>\n",
" <td>1997</td>\n",
" <td>72.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>941</th>\n",
" <td>The Pirate Fairy</td>\n",
" <td>G</td>\n",
" <td>General Audiences. Suitable for all ages.</td>\n",
" <td>35</td>\n",
" <td>2014</td>\n",
" <td>57.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>950</th>\n",
" <td>Cool Runnings</td>\n",
" <td>PG</td>\n",
" <td>Parental guidance suggested. May not be suitab...</td>\n",
" <td>60</td>\n",
" <td>1993</td>\n",
" <td>81.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>952</th>\n",
" <td>Flubber</td>\n",
" <td>PG</td>\n",
" <td>slapstick action and mild language</td>\n",
" <td>60</td>\n",
" <td>1997</td>\n",
" <td>83.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>953</th>\n",
" <td>Anastasia</td>\n",
" <td>G</td>\n",
" <td>General Audiences. Suitable for all ages.</td>\n",
" <td>35</td>\n",
" <td>1997</td>\n",
" <td>93.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>954</th>\n",
" <td>Antz</td>\n",
" <td>PG</td>\n",
" <td>moderate adult language and intense action</td>\n",
" <td>60</td>\n",
" <td>1998</td>\n",
" <td>80.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>957</th>\n",
" <td>The Road to El Dorado</td>\n",
" <td>PG</td>\n",
" <td>mild thematic material and language</td>\n",
" <td>60</td>\n",
" <td>2000</td>\n",
" <td>91.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>959</th>\n",
" <td>An American Tail</td>\n",
" <td>G</td>\n",
" <td>General Audiences. Suitable for all ages.</td>\n",
" <td>35</td>\n",
" <td>1986</td>\n",
" <td>67.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>960</th>\n",
" <td>Harry and the Hendersons</td>\n",
" <td>PG</td>\n",
" <td>Parental guidance suggested. May not be suitab...</td>\n",
" <td>60</td>\n",
" <td>1987</td>\n",
" <td>58.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>962</th>\n",
" <td>Baby's Day Out</td>\n",
" <td>PG</td>\n",
" <td>mild language and comic action</td>\n",
" <td>60</td>\n",
" <td>1994</td>\n",
" <td>71.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>964</th>\n",
" <td>Balto</td>\n",
" <td>G</td>\n",
" <td>General Audiences. Suitable for all ages.</td>\n",
" <td>35</td>\n",
" <td>1995</td>\n",
" <td>64.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>966</th>\n",
" <td>Blank Check</td>\n",
" <td>PG</td>\n",
" <td>Parental guidance suggested. May not be suitab...</td>\n",
" <td>60</td>\n",
" <td>1994</td>\n",
" <td>93.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>967</th>\n",
" <td>Heavyweights</td>\n",
" <td>PG</td>\n",
" <td>some rude language and pranks</td>\n",
" <td>60</td>\n",
" <td>1995</td>\n",
" <td>74.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>970</th>\n",
" <td>Annie</td>\n",
" <td>PG</td>\n",
" <td>adult content and mld violence</td>\n",
" <td>60</td>\n",
" <td>1982</td>\n",
" <td>68.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>972</th>\n",
" <td>D2: The Mighty Ducks</td>\n",
" <td>PG</td>\n",
" <td>some mild language and rough hockey action</td>\n",
" <td>60</td>\n",
" <td>1994</td>\n",
" <td>70.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>973</th>\n",
" <td>Honey, I Shrunk the Kids</td>\n",
" <td>PG</td>\n",
" <td>Parental guidance suggested. May not be suitab...</td>\n",
" <td>60</td>\n",
" <td>1989</td>\n",
" <td>80.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>974</th>\n",
" <td>The Iron Giant</td>\n",
" <td>PG</td>\n",
" <td>fantasy action and mild language</td>\n",
" <td>60</td>\n",
" <td>1999</td>\n",
" <td>83.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>979</th>\n",
" <td>H2O: Just Add Water</td>\n",
" <td>TV-PG</td>\n",
" <td>Parental guidance suggested. May not be suitab...</td>\n",
" <td>70</td>\n",
" <td>2009</td>\n",
" <td>74.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>984</th>\n",
" <td>The Magic School Bus</td>\n",
" <td>TV-Y</td>\n",
" <td>Suitable for all ages.</td>\n",
" <td>10</td>\n",
" <td>1997</td>\n",
" <td>81.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>986</th>\n",
" <td>Pok̩mon: Indigo League</td>\n",
" <td>TV-Y</td>\n",
" <td>Suitable for all ages.</td>\n",
" <td>10</td>\n",
" <td>2000</td>\n",
" <td>74.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>988</th>\n",
" <td>Paddington</td>\n",
" <td>PG</td>\n",
" <td>mild action and rude humor</td>\n",
" <td>60</td>\n",
" <td>2014</td>\n",
" <td>70.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>991</th>\n",
" <td>Dawn of the Croods</td>\n",
" <td>TV-Y7</td>\n",
" <td>Suitable for children ages 7 and older</td>\n",
" <td>41</td>\n",
" <td>2017</td>\n",
" <td>72.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>995</th>\n",
" <td>The BFG</td>\n",
" <td>PG</td>\n",
" <td>for action/peril, some scary moments and brief...</td>\n",
" <td>60</td>\n",
" <td>2016</td>\n",
" <td>97.0</td>\n",
" <td>80</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>574 rows × 7 columns</p>\n",
"</div>"
],
"text/plain": [
" title rating \\\n",
"0 White Chicks PG-13 \n",
"2 Grey's Anatomy TV-14 \n",
"3 Prison Break TV-14 \n",
"4 How I Met Your Mother TV-PG \n",
"5 Supernatural TV-14 \n",
"6 Breaking Bad TV-MA \n",
"7 The Vampire Diaries TV-14 \n",
"8 The Walking Dead TV-MA \n",
"9 Pretty Little Liars TV-14 \n",
"10 Once Upon a Time TV-PG \n",
"11 Sherlock TV-14 \n",
"12 Death Note TV-14 \n",
"13 Naruto TV-PG \n",
"16 Arrow TV-14 \n",
"17 Black Mirror TV-MA \n",
"18 The Originals TV-14 \n",
"19 The 100 NR \n",
"20 Masha and the Bear TV-Y \n",
"23 Hunter X Hunter (2011) NR \n",
"24 Marvel's Luke Cage TV-MA \n",
"26 Narcos TV-MA \n",
"27 The Flash TV-PG \n",
"30 The Do-Over TV-MA \n",
"33 Trollhunters TV-Y7-FV \n",
"36 Santa Clarita Diet TV-MA \n",
"41 13 Reasons Why TV-MA \n",
"51 The Office (U.S.) TV-14 \n",
"52 Grey's Anatomy TV-14 \n",
"53 Prison Break TV-14 \n",
"54 90210 TV-14 \n",
".. ... ... \n",
"914 Balto G \n",
"917 Atlantis: Milo's Return G \n",
"920 Annie PG \n",
"927 The Iron Giant PG \n",
"928 Mulan 2 G \n",
"931 Corpse Bride PG \n",
"932 Brother Bear 2 G \n",
"937 Animaniacs TV-Y7 \n",
"941 The Pirate Fairy G \n",
"950 Cool Runnings PG \n",
"952 Flubber PG \n",
"953 Anastasia G \n",
"954 Antz PG \n",
"957 The Road to El Dorado PG \n",
"959 An American Tail G \n",
"960 Harry and the Hendersons PG \n",
"962 Baby's Day Out PG \n",
"964 Balto G \n",
"966 Blank Check PG \n",
"967 Heavyweights PG \n",
"970 Annie PG \n",
"972 D2: The Mighty Ducks PG \n",
"973 Honey, I Shrunk the Kids PG \n",
"974 The Iron Giant PG \n",
"979 H2O: Just Add Water TV-PG \n",
"984 The Magic School Bus TV-Y \n",
"986 Pok̩mon: Indigo League TV-Y \n",
"988 Paddington PG \n",
"991 Dawn of the Croods TV-Y7 \n",
"995 The BFG PG \n",
"\n",
" ratingLevel ratingDescription \\\n",
"0 crude and sexual humor, language and some drug... 80 \n",
"2 Parents strongly cautioned. May be unsuitable ... 90 \n",
"3 Parents strongly cautioned. May be unsuitable ... 90 \n",
"4 Parental guidance suggested. May not be suitab... 70 \n",
"5 Parents strongly cautioned. May be unsuitable ... 90 \n",
"6 For mature audiences. May not be suitable for... 110 \n",
"7 Parents strongly cautioned. May be unsuitable ... 90 \n",
"8 For mature audiences. May not be suitable for... 110 \n",
"9 Parents strongly cautioned. May be unsuitable ... 90 \n",
"10 Parental guidance suggested. May not be suitab... 70 \n",
"11 Parents strongly cautioned. May be unsuitable ... 90 \n",
"12 Parents strongly cautioned. May be unsuitable ... 90 \n",
"13 Parental guidance suggested. May not be suitab... 70 \n",
"16 Parents strongly cautioned. May be unsuitable ... 90 \n",
"17 For mature audiences. May not be suitable for... 110 \n",
"18 Parents strongly cautioned. May be unsuitable ... 90 \n",
"19 This movie has not been rated. 124 \n",
"20 Suitable for all ages. 10 \n",
"23 This movie has not been rated. 124 \n",
"24 For mature audiences. May not be suitable for... 110 \n",
"26 For mature audiences. May not be suitable for... 110 \n",
"27 Parental guidance suggested. May not be suitab... 70 \n",
"30 For mature audiences. May not be suitable for... 110 \n",
"33 Suitable for children ages 7 and older. Conte... 42 \n",
"36 For mature audiences. May not be suitable for... 110 \n",
"41 For mature audiences. May not be suitable for... 110 \n",
"51 Parents strongly cautioned. May be unsuitable ... 90 \n",
"52 Parents strongly cautioned. May be unsuitable ... 90 \n",
"53 Parents strongly cautioned. May be unsuitable ... 90 \n",
"54 Parents strongly cautioned. May be unsuitable ... 90 \n",
".. ... ... \n",
"914 General Audiences. Suitable for all ages. 35 \n",
"917 General Audiences. Suitable for all ages. 35 \n",
"920 adult content and mld violence 60 \n",
"927 fantasy action and mild language 60 \n",
"928 General Audiences. Suitable for all ages. 35 \n",
"931 some scary images and action, and brief mild l... 60 \n",
"932 General Audiences. Suitable for all ages. 35 \n",
"937 Suitable for children ages 7 and older 41 \n",
"941 General Audiences. Suitable for all ages. 35 \n",
"950 Parental guidance suggested. May not be suitab... 60 \n",
"952 slapstick action and mild language 60 \n",
"953 General Audiences. Suitable for all ages. 35 \n",
"954 moderate adult language and intense action 60 \n",
"957 mild thematic material and language 60 \n",
"959 General Audiences. Suitable for all ages. 35 \n",
"960 Parental guidance suggested. May not be suitab... 60 \n",
"962 mild language and comic action 60 \n",
"964 General Audiences. Suitable for all ages. 35 \n",
"966 Parental guidance suggested. May not be suitab... 60 \n",
"967 some rude language and pranks 60 \n",
"970 adult content and mld violence 60 \n",
"972 some mild language and rough hockey action 60 \n",
"973 Parental guidance suggested. May not be suitab... 60 \n",
"974 fantasy action and mild language 60 \n",
"979 Parental guidance suggested. May not be suitab... 70 \n",
"984 Suitable for all ages. 10 \n",
"986 Suitable for all ages. 10 \n",
"988 mild action and rude humor 60 \n",
"991 Suitable for children ages 7 and older 41 \n",
"995 for action/peril, some scary moments and brief... 60 \n",
"\n",
" release year user rating score user rating size \n",
"0 2004 82.0 80 \n",
"2 2016 98.0 80 \n",
"3 2008 98.0 80 \n",
"4 2014 94.0 80 \n",
"5 2016 95.0 80 \n",
"6 2013 97.0 80 \n",
"7 2017 91.0 80 \n",
"8 2015 98.0 80 \n",
"9 2016 96.0 80 \n",
"10 2016 98.0 80 \n",
"11 2016 95.0 80 \n",
"12 2006 77.0 80 \n",
"13 2008 88.0 80 \n",
"16 2015 96.0 80 \n",
"17 2016 80.0 80 \n",
"18 2016 74.0 80 \n",
"19 2016 97.0 80 \n",
"20 2013 81.0 80 \n",
"23 2013 57.0 80 \n",
"24 2016 95.0 80 \n",
"26 2016 94.0 80 \n",
"27 2016 98.0 80 \n",
"30 2016 84.0 80 \n",
"33 2016 83.0 80 \n",
"36 2017 82.0 80 \n",
"41 2017 99.0 80 \n",
"51 2012 97.0 80 \n",
"52 2016 98.0 80 \n",
"53 2008 98.0 80 \n",
"54 2013 62.0 80 \n",
".. ... ... ... \n",
"914 1995 64.0 80 \n",
"917 2003 79.0 80 \n",
"920 1982 68.0 80 \n",
"927 1999 83.0 80 \n",
"928 2004 85.0 80 \n",
"931 2005 91.0 80 \n",
"932 2006 57.0 80 \n",
"937 1997 72.0 80 \n",
"941 2014 57.0 80 \n",
"950 1993 81.0 80 \n",
"952 1997 83.0 80 \n",
"953 1997 93.0 80 \n",
"954 1998 80.0 80 \n",
"957 2000 91.0 80 \n",
"959 1986 67.0 80 \n",
"960 1987 58.0 80 \n",
"962 1994 71.0 80 \n",
"964 1995 64.0 80 \n",
"966 1994 93.0 80 \n",
"967 1995 74.0 80 \n",
"970 1982 68.0 80 \n",
"972 1994 70.0 80 \n",
"973 1989 80.0 80 \n",
"974 1999 83.0 80 \n",
"979 2009 74.0 80 \n",
"984 1997 81.0 80 \n",
"986 2000 74.0 80 \n",
"988 2014 70.0 80 \n",
"991 2017 72.0 80 \n",
"995 2016 97.0 80 \n",
"\n",
"[574 rows x 7 columns]"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Atributos Quantitativos\n",
"---\n",
"\n",
"Sobre os atributos quantitativos, podemos calcular informações como:\n",
"* contagem (count) \n",
"* média (mean)\n",
"* desvio padrão (std)\n",
"* mínimo (min)\n",
"* primeiro quartil (25%)\n",
"* segundo quartil (50%)\n",
"* terceiro quartil (75%)\n",
"* máximo (max)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ratingDescription</th>\n",
" <th>release year</th>\n",
" <th>user rating score</th>\n",
" <th>user rating size</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>574.000000</td>\n",
" <td>574.000000</td>\n",
" <td>574.000000</td>\n",
" <td>574.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>71.945993</td>\n",
" <td>2009.984321</td>\n",
" <td>84.043554</td>\n",
" <td>80.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>27.585606</td>\n",
" <td>9.502903</td>\n",
" <td>12.308988</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>10.000000</td>\n",
" <td>1940.000000</td>\n",
" <td>55.000000</td>\n",
" <td>80.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>60.000000</td>\n",
" <td>2006.000000</td>\n",
" <td>74.000000</td>\n",
" <td>80.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>70.000000</td>\n",
" <td>2015.000000</td>\n",
" <td>88.000000</td>\n",
" <td>80.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>90.000000</td>\n",
" <td>2016.000000</td>\n",
" <td>95.000000</td>\n",
" <td>80.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>124.000000</td>\n",
" <td>2017.000000</td>\n",
" <td>99.000000</td>\n",
" <td>80.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ratingDescription release year user rating score user rating size\n",
"count 574.000000 574.000000 574.000000 574.0\n",
"mean 71.945993 2009.984321 84.043554 80.0\n",
"std 27.585606 9.502903 12.308988 0.0\n",
"min 10.000000 1940.000000 55.000000 80.0\n",
"25% 60.000000 2006.000000 74.000000 80.0\n",
"50% 70.000000 2015.000000 88.000000 80.0\n",
"75% 90.000000 2016.000000 95.000000 80.0\n",
"max 124.000000 2017.000000 99.000000 80.0"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A partir das informações acima, podemos ver que:\n",
"* Temos ítens que foram lançados entre 1940 e 2017, e que mais de 50% deles vieram depois de 2015;\n",
"* A nota média dos ítens é de 84, tendo 25% dos ítens notas menores que 60;\n",
"* Todos os ítens teve o mesmo número de usuários nas amostras."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Podemos também mostrar um histograma para analisar a dispersão dos valores e confirmar as análises acima."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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Slu0J3NWz+tq2TJJmNJtvQR49TflxU5R9Gvj0/MOSpO61lw8PTLIzcH6S5wEfBt5L0xv2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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10d271dd8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"O histograma também nos permite notar que a descrição da censura de Id 100 é a mais utilizada. Esse é um exemplo de um valor numérico que é qualitativo ao invés de quantitativo."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Podemos calcular a métrica *Kurtosis* sobre os dados numéricos para vermos a disperção desses valores:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"ratingDescription -0.714171\n",
"release year 14.688000\n",
"user rating score -0.661271\n",
"user rating size 0.000000\n",
"dtype: float64"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Podemos também calcular a métrica *Skewness*:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"ratingDescription -0.398702\n",
"release year -2.898080\n",
"user rating score -0.713117\n",
"user rating size 0.000000\n",
"dtype: float64"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Podemos também mostrar um gráfico relacionando o ano de lançamento com a nota do ítem, a fim de ver se existe alguma relação:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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5Dj+aD3rl9NlO9fTSHXc1aViJpG1E6GXGwRsvmcK3n3494f2HiLU8n9wMHH8G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\nAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1108a1080>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Podemos ver que os valores estão bem espalhados: existem ítens com vários tipos de notas no decorrer dos anos, porém, o único ítem de 1940 apresenta uma nota não muito boa."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Sobre os dados qualitativos, podemos desenhar o gráfico da contagem de ocorrência de cada tipo de sensura presente no catálogo:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x10d0bd2b0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"O gráfico mostra que a sencura TV-14 é a mais comum dentre os elementos do catálogo, mostrando que o público juvenil aparenta ser o público alvo do catálogo."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Esses e outros *datasets* podem ser encontrados em diversos sites da internet, como:\n",
"* [Kaggle](https://www.kaggle.com/datasets)\n",
"* [DataHub](https://datahub.io/search)\n",
"\n",
"**OBS**: procurem por datasets em formato CSV. Existem outros formatos que também podem ser utilizados, como TSV(*tab-separated values*)."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.6.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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