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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Data Cleaning and Exploration: The Movie\n",
"\n",
"(Go to the READ.ME of this repository for the entire write-up.)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I collected quite a bit of data: 43837 separate movies. The actual cleaning of the data was as tedious and dry as the following paragraphs."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"43837"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(df)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"import imdb\n",
"import re\n",
"import pandas as pd\n",
"import numpy as np\n",
"import ast\n",
"from datetime import datetime, timedelta\n",
"from sklearn.feature_extraction.text import CountVectorizer\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Lost of the data came in lists, such as a list of the first four actors in a film. I had to go through and strip all members of the lists, as well as join lists on pipes to later be separated by my count vectorizer. I wrote a bunch of functions to clean the data, even a few I didn't need. This functions did thing like turn data to floats or create new columns of data."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"def release_to_datetime(n):\n",
" if type(n) == str:\n",
" n = n.replace(' Nov ', '-11-').replace(' Jun ', '-6-').replace(' Aug ', '-8-').replace(' Dec ', '-12-')\n",
" n = n.replace(' Oct ', '-10-').replace(' Jan ', '-1-').replace(' Feb ', '-2-').replace(' Mar ', '-3-')\n",
" n = n.replace(' Apr ', '-4-').replace(' May ', '-5-').replace(' Jul ', '-7-').replace(' Sep ', '-9-')\n",
" n = datetime.strptime(n, '%d-%m-%Y').date()\n",
" return n\n",
" else:\n",
" return n\n",
"\n",
"def delta_release(n):\n",
" y2k = datetime.strptime('01-01-2000', '%d-%m-%Y').date()\n",
" try:\n",
" m = y2k - n\n",
" return m.days\n",
" except:\n",
" return np.nan\n",
"\n",
"def pull_month(n):\n",
" try:\n",
" return n.month\n",
" except:\n",
" return np.nan\n",
"\n",
"def pull_day(n):\n",
" try:\n",
" return n.day\n",
" except:\n",
" return np.nan\n",
" \n",
"def runtime_to_float(x):\n",
" try:\n",
" return float(x)\n",
" except:\n",
" return np.nan\n",
" \n",
"def boxoffice_to_float(x):\n",
" try:\n",
" return float(x.replace(',',\"\").replace(\"$\",\"\"))\n",
" except:\n",
" return np.nan\n",
"\n",
"def RT_pull_out(entry):\n",
" for m in entry:\n",
" if m['Source'] == 'Rotten Tomatoes':\n",
" n = (m['Value'].replace('%', ''))\n",
" return(int(n))\n",
" else:\n",
" return(np.nan)\n",
" \n",
"def evan_train_test_df_cvec_capstone(train, test, min_df):\n",
" min_df = min_df\n",
" dummy_list_train = []\n",
" dummy_list_test = []\n",
" for x in train.columns:\n",
" cvec = CountVectorizer(binary=True,\n",
" tokenizer=(lambda m: m.split('|') ),\n",
" min_df = min_df,\n",
" stop_words = 'english',\n",
" strip_accents='unicode')\n",
" cvec.fit(train['{}'.format(x)])\n",
" lonely_matrix_train = cvec.transform(train['{}'.format(x)])\n",
" lonely_matrix_test = cvec.transform(test['{}'.format(x)])\n",
" df_train = pd.DataFrame(lonely_matrix_train.todense(), columns=cvec.get_feature_names())\n",
" df_test = pd.DataFrame(lonely_matrix_test.todense(), columns=cvec.get_feature_names())\n",
" dummy_list_train.append(df_train)\n",
" dummy_list_test.append(df_test)\n",
" dummied_df_train = pd.concat(dummy_list_train, axis=1)\n",
" dummied_df_test = pd.concat(dummy_list_test, axis=1)\n",
" return dummied_df_train, dummied_df_test\n",
"\n",
"def movie_split_and_join(train, test, func, min_df=1):\n",
" train_obj = train.select_dtypes(include=[np.object_])\n",
" train_num = train.select_dtypes(include=[np.number, np.bool_])\n",
" test_obj = test.select_dtypes(include=[np.object_])\n",
" test_num = test.select_dtypes(include=[np.number, np.bool_])\n",
" train_obj_dums, test_obj_dums = func(train_obj, test_obj, min_df)\n",
" train_obj_dums.reset_index(drop=True, inplace=True)\n",
" test_obj_dums.reset_index(drop=True, inplace=True)\n",
" train_num.reset_index(drop=True, inplace=True)\n",
" test_num.reset_index(drop=True, inplace=True)\n",
" final_train = pd.concat([train_num, train_obj_dums], axis=1)\n",
" final_test = pd.concat([test_num, test_obj_dums], axis=1)\n",
" return final_train, final_test\n",
"\n",
"def strip_list(column):\n",
" for n in column:\n",
" for m in range(len(n)):\n",
" n[m] = n[m].strip()\n",
" return column\n",
"\n",
"def put_in_avgs(train, test, df):\n",
" ind = 0\n",
" for n in train.columns:\n",
" for m in list(zip(df.name, df.avgscore)):\n",
" if n == m[0]:\n",
" train[n] *= m[1]\n",
" ind += 1\n",
" if ind % 10000 == 0:\n",
" print(ind)\n",
" ind = 0\n",
" for n in test.columns:\n",
" for m in list(zip(df.name, df.avgscore)):\n",
" if n == m[0]:\n",
" test[n] *= m[1]\n",
" ind += 1\n",
" if ind % 10000 == 0:\n",
" print(ind)\n",
" print(train.shape)\n",
" print(test.shape)\n",
" return train, test\n",
"\n",
"def single_column_cvec(train, test, min_df):\n",
" cvec = CountVectorizer(binary=True,\n",
" tokenizer=(lambda m: m.split('|') ),\n",
" min_df = min_df,\n",
" stop_words = 'english',\n",
" strip_accents='unicode')\n",
" cvec.fit(train)\n",
" lonely_matrix_train = cvec.transform(train)\n",
" lonely_matrix_test = cvec.transform(test)\n",
" new_train = pd.DataFrame(lonely_matrix_train.todense(), columns=cvec.get_feature_names())\n",
" new_test = pd.DataFrame(lonely_matrix_test.todense(), columns=cvec.get_feature_names())\n",
" return new_train, new_test"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_csv(\"new_all_my_movies_final.csv\", converters={\"Actors\": ast.literal_eval, \n",
" \"Director\": ast.literal_eval, \n",
" \"Genre\": ast.literal_eval, \n",
" \"RTRating\": ast.literal_eval, \n",
" \"Writer\": ast.literal_eval,\n",
" \"Year\": ast.literal_eval})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This following cell contains remnants from what I'll call \"The Actor Average Debacle\" later on in the presentation."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"award_df = pd.read_csv('meta_award_add_final.csv')\n",
"writers_df = pd.read_csv('writers_df.csv')\n",
"actors_df = pd.read_csv('actors_df.csv')\n",
"directors_df = pd.read_csv('directors_df.csv')\n",
"# actoravg= pd.read_csv('NewActorAvg.csv') # Plaguing problem \n",
"# morta_df = pd.read_csv('morta.csv') # Same Plaguing problem"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"# Getting rid of pesky extra spaces\n",
"df.Actors = strip_list(df.Actors)\n",
"df.Director = strip_list(df.Director)\n",
"df.Writer = strip_list(df.Writer)\n",
"\n",
"# Getting rid of my silly index column and dropping the duplicates\n",
"df.drop(['Unnamed: 0'], axis=1, inplace=True) \n",
"df = df.drop_duplicates(subset=['imdbID'], keep='first')\n",
"\n",
"# Joining actor list as pipes\n",
"df.Actors = df.Actors.map(lambda x: '|'.join(x))\n",
"\n",
"# Joining directors as pipes\n",
"# Taking out any stuff in parentheses\n",
"df.Director = df.Director.map(lambda x: '|'.join(x))\n",
"df.Director = df.Director.map(lambda x: re.sub(\"[\\(\\[].*?[\\)\\]]\", \"\", x))\n",
"\n",
"# Joining genres as pipes\n",
"df.Genre = df.Genre.map(lambda x: '|'.join(x))\n",
"\n",
"# Joining writers them as pipes\n",
"# Taking out any stuff in parentheses\n",
"df.Writer = df.Writer.map(lambda x: '|'.join(x))\n",
"df.Writer = df.Writer.map(lambda x: re.sub(\"[\\(\\[].*?[\\)\\]]\", \"\", x))\n",
"\n",
"# Pulling out rotten tomato rating from the RTRating column\n",
"df.RTRating = df.RTRating.map(RT_pull_out)\n",
"\n",
"# Turning released to datetime object as well as creating a delta column\n",
"# Also creating a column for number of month and number of day\n",
"df.Released = df.Released.map(release_to_datetime)\n",
"df['days_from_y2k'] = df.Released.map(delta_release)\n",
"df['month'] = df.Released.map(pull_month)\n",
"df['day'] = df.Released.map(pull_day)\n",
"\n",
"# Turning runtime and boxxofice to to float objects\n",
"df.Runtime = df.Runtime.map(runtime_to_float)\n",
"df.BoxOffice = df.BoxOffice.map(boxoffice_to_float)\n",
"\n",
"# Sorting the DataFrame on released\n",
"df = df.sort_values(['Released'], ascending=True)\n",
"df.reset_index(drop=True, inplace=True)\n",
"\n",
"# Adding a title length column \n",
"df['title_length'] = df.Title.map(lambda x: len(x))\n",
"\n",
"# Saving as a csv\n",
"pd.DataFrame(df).to_csv('cleaned_movie_df.csv')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Because of the size of the database, I didn't spend much time imputing missing values, especially because lots of those came from lesser-known foreign films that probably wouldn't have added that much to a model. The graph of missing values is below. "
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a18062a90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,10))\n",
"# sns.axes_style(style='ticks', rc=None)\n",
"sns.heatmap(df.drop(['imdbRating', 'imdbID', 'days_from_y2k','month','day','Year', 'RTRating'], axis=1).isnull(), \n",
" cmap='Blues_r',cbar=False );\n",
"\n",
"# plt.tick_params(color='white', labelcolor='white');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So, because I were targeting Metascore, I went ahead and dropped all movies that didn't have an associated Metascore, giving me a new DataFrame with 10192 rows. I also got rid of the other columns that weren't going into this project, such as box office revenue, rotten tomatoes rating, etc. I also imputed null values in production company and movie rating as \"unknown\" because in a categorical setting, these values wouldn't affect with anything."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"# Metacritic score piece\n",
"meta = df.copy()\n",
"\n",
"# Dropping rows that have no Metascore or imdbID\n",
"meta = meta.dropna(axis=0, how='any', subset=['Metascore', 'imdbID']).copy()\n",
"\n",
"# Dropping BoxOffice amount, Rotten Tomatoes rating, Release date.\n",
"meta.drop(['BoxOffice', 'RTRating', 'Released'], axis=1, inplace=True)\n",
"\n",
"#Dropping all movies that have a null value for runtime or for \"days from y2k.\"\n",
"meta.dropna(axis=0, how='any', subset=['Runtime', 'days_from_y2k'], inplace=True)\n",
"\n",
"# Dropping \"days from y2k\"\n",
"meta.drop(['days_from_y2k'], axis=1, inplace=True)\n",
"\n",
"# Filling production and rated column nulls with \"unknown\"\n",
"meta['Production'].fillna('Unknown', inplace=True)\n",
"meta['Rated'].fillna('Unknown', inplace=True)\n",
"\n",
"# Just making sure my null actor averages are np.nan to be deleted later\n",
"# Problem that plagued me forever\n",
"# meta['ActorAvg'].fillna(np.nan, inplace=True)\n",
"meta.reset_index(drop=True, inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"10192"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(meta)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I did some exploration of the data distribution. First, it was interesting to see that Metacritic's scores have a left skew. In general, the mean for a movie is around 75, which Metacritic should probably correct. I believe one way Metacritic addresses this discrapancy is by color coding their scores red, yellow, and green, with green starting at around a score of 65. "
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1135a7438>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,10))\n",
"sns.distplot(meta.Metascore, bins=50)\n",
"# plt.xlabel('Metascore', color='white')\n",
"# plt.title('Metascore Distribution', color='white')\n",
"# plt.tick_params(colors= 'white');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Another interesting fact is that the bulk of my Metacritic scores are from 2000 and after. This makes sense, as Metacritic was founded in 1999. (Source: https://en.wikipedia.org/wiki/Metacritic). Since then, they have retroactively scored old and popular films. "
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a1507d160>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,10))\n",
"sns.distplot(meta.Year, bins=50);\n",
"# plt.xlabel('Year Released', color='white')\n",
"# plt.title('Year Distribution', color='white')\n",
"# plt.tick_params(colors= 'white');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here I looked at distribution by month of movies. There are bumps in the summer months as well as the fall months, as would be expected. Also, I see the month with the fewest movies released is February, which makes sense as that's the month of the Academy Awards."
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a14bf67b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,10))\n",
"sns.distplot(meta.month, bins=12);\n",
"# plt.xlabel('Month Released', color='white')\n",
"# plt.title('Month Distribution', color='white')\n",
"# plt.tick_params(colors= 'white');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I looked at the distribution of movies by day of month, and although the plot is mostly uniform, it does tend to rise towards the end of the month. I do not konw the reason for this. "
]
},
{
"cell_type": "code",
"execution_count": 100,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a16faa518>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,10))\n",
"sns.distplot(meta.day, bins=31);\n",
"# plt.xlabel('Day of Month Released', color='white')\n",
"# plt.title('Day Distribution', color='white')\n",
"# plt.tick_params(colors= 'white');"
]
},
{
"cell_type": "code",
"execution_count": 133,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"Actors Michèle Moretti|Hermine Karagheuz|Karen Puig|P...\n",
"Director Jacques Rivette|Suzanne Schiffman\n",
"Genre Drama\n",
"Metascore 87\n",
"Production Unknown\n",
"Rated NOT RATED\n",
"Runtime 729\n",
"Title Out 1\n",
"Writer N/A\n",
"Year 1971\n",
"imdbID tt0246135\n",
"imdbRating 8.1\n",
"month 11\n",
"day 18\n",
"title_length 5\n",
"Name: 9122, dtype: object"
]
},
"execution_count": 133,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"meta.loc[9122,:]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I looked at the distrbution of running time. As expected, most movies fall in between that 90 to 120 minute mark. There is a huge right skew to this graph because of two movies, one of which was 729 minutes long, called \"Out 1.\" (Source: https://en.wikipedia.org/wiki/Out_1). It's actually a single movie divided into ten or so parts each of movie length. Critics say it's one of the best movies ever made. I will have to take their word for it. "
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10d96a0b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,10))\n",
"sns.distplot(meta.Runtime, bins=240);\n",
"# plt.xlabel('Runtime', color='white')\n",
"# plt.title('Runtime Distribution', color='white')\n",
"# plt.tick_params(colors= 'white');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I looked at the distribution of length of title, and found that most movies are appromixatley 17 characters long. Not too illuminating, but that's why they call it data exploration."
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a1807a0f0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,10))\n",
"sns.distplot(meta.title_length, bins=80);\n",
"# plt.xlabel('Length of Title', color='white')\n",
"# plt.title('Title Length Distribution', color='white')\n",
"# plt.tick_params(colors= 'white');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I plotted runtime by year as I have noticed movies getting longer on average in recent years and the data completely confirmed this. "
]
},
{
"cell_type": "code",
"execution_count": 107,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10fc02518>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plt.figure(figsize=(10,10));\n",
"# sns.set_style(\"white\",{\"xtick.color\":\"white\", \"ytick.color\":\"white\"})\n",
"sns.set_style(\"dark\",{\"xtick.color\":\"black\", \"ytick.color\":\"black\"})\n",
"\n",
"g = sns.jointplot(x=\"Year\", y=\"Runtime\", data=meta)\n",
"# g.set_axis_labels([\"x\", \"y\"], color='white')\n",
"# g.fig.suptitle('Runtime vs. Year', color ='w');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here I plotted Metascore by year, but it wasn't very illumating, except showing that the movies that Metacritic retroactively scored tended to be good movies, which makes sense."
]
},
{
"cell_type": "code",
"execution_count": 108,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.figure.Figure at 0x1a15d1fc50>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a15ddfeb8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,10))\n",
"# sns.set_style(\"white\",{\"xtick.color\":\"white\", \"ytick.color\":\"white\"})\n",
"sns.set_style(\"dark\",{\"xtick.color\":\"black\", \"ytick.color\":\"black\"})\n",
"g = sns.jointplot(x=\"Year\", y=\"Metascore\", data=meta);\n",
"# g.set_axis_labels([\"x\", \"y\"], color='white')\n",
"# g.fig.suptitle('Metascore vs. Year', color ='w');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then I plotted title length by score to see if there was any correlation. It is clear that movies who use longer titles are usually better, but that makes sense, considering the boldness and confidence required to give a movie a long title. If your'e going to give your movie a long title, you probably know the movie is going to be good. No one is wasting a long title on an Adam Sandler film."
]
},
{
"cell_type": "code",
"execution_count": 109,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.figure.Figure at 0x1a15ddf9b0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a15bbe278>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set_style(\"dark\",{\"xtick.color\":\"black\", \"ytick.color\":\"black\"})\n",
"plt.figure(figsize=(10,10))\n",
"sns.jointplot(x=\"title_length\", y=\"Metascore\", data=meta);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I generated a pairplot for the numerical values to see if any relationships jumped out, but none did. That said, this makes sense, as if there were clear relationhips they would be known and exploited already. "
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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