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+zippedData/im.db
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+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Final Project Submission\n",
+ "\n",
+ "Please fill out:\n",
+ "* GROUP 6\n",
+ "* Student names: ANTONY WALA, DOREEN WATHIMU, ELSIE WAIRIMU, KENNEDY WAMWATI\n",
+ "* Student pace: PART-TIME\n",
+ "* Instructor name: CHRISTINE KIRIMI\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Movie Studio Analysis: Driving Success at the Box Office\n",
+ "\n",
+ "## Business Problem\n",
+ "\n",
+ "The landscape of original video content is booming, and our company is launching a new movie studio to be a part of it. As a new player, we face a critical challenge: **what types of films should we create to maximize our chances of box office success?**\n",
+ "\n",
+ "This analysis tackles that question by examining data from thousands of films to identify key trends in genres, ratings, runtime, and box office performance. The goal is to translate these findings into a clear, actionable strategy for the head of our new studio.\n",
+ "\n",
+ "### Key Questions:\n",
+ "1. **Which genres** generate the highest box office revenue?\n",
+ "2. Do **higher ratings** or **specific runtimes** correlate with better financial performance?\n",
+ "3. What **market trends** should guide our initial film production decisions?"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Import Libraries"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Import necessary libraries\n",
+ "\n",
+ "import pandas as pd # For data manipulation and analysis\n",
+ "import sqlite3 # For connecting to and querying the SQLite database\n",
+ "import matplotlib.pyplot as plt # For creating visualizations\n",
+ "import seaborn as sns # For enhanced visualizations (e.g., scatter plots, bar charts)\n",
+ "from scipy import stats # For hypothesis testing (e.g., t-tests)\n",
+ "from sklearn.linear_model import LinearRegression # For linear regression modeling\n",
+ "from sklearn.model_selection import train_test_split # For splitting data in regression\n",
+ "from sklearn.metrics import mean_squared_error, r2_score # For evaluating regression models\n",
+ "import numpy as np # For numerical operations\n",
+ "import zipfile # Import the zipfile module to handle unzipping\n",
+ "\n",
+ "# Set visualization style for clarity\n",
+ "sns.set(style=\"whitegrid\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Data Understanding\n",
+ "\n",
+ "To answer our business questions, we will use two primary datasets:\n",
+ "\n",
+ "* **IMDb Data (`im.db`):** A comprehensive SQLite database containing detailed information on movie titles, release years, genres, runtimes, and audience ratings.\n",
+ "* **Box Office Mojo Data (`bom.movie_gross.csv.gz`):** A financial dataset in CSV format with domestic and foreign box office gross for a wide range of films.\n",
+ "\n",
+ "We will begin by loading and inspecting each dataset to understand its structure, identify potential data quality issues, and check for missing values."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Unzipped contents to: zippedData/\n",
+ "Movie Basics Sample:\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
\n",
+ "
movie_id
\n",
+ "
primary_title
\n",
+ "
original_title
\n",
+ "
start_year
\n",
+ "
runtime_minutes
\n",
+ "
genres
\n",
+ "
\n",
+ " \n",
+ " \n",
+ "
\n",
+ "
0
\n",
+ "
tt0063540
\n",
+ "
Sunghursh
\n",
+ "
Sunghursh
\n",
+ "
2013
\n",
+ "
175.0
\n",
+ "
Action,Crime,Drama
\n",
+ "
\n",
+ "
\n",
+ "
1
\n",
+ "
tt0066787
\n",
+ "
One Day Before the Rainy Season
\n",
+ "
Ashad Ka Ek Din
\n",
+ "
2019
\n",
+ "
114.0
\n",
+ "
Biography,Drama
\n",
+ "
\n",
+ "
\n",
+ "
2
\n",
+ "
tt0069049
\n",
+ "
The Other Side of the Wind
\n",
+ "
The Other Side of the Wind
\n",
+ "
2018
\n",
+ "
122.0
\n",
+ "
Drama
\n",
+ "
\n",
+ "
\n",
+ "
3
\n",
+ "
tt0069204
\n",
+ "
Sabse Bada Sukh
\n",
+ "
Sabse Bada Sukh
\n",
+ "
2018
\n",
+ "
NaN
\n",
+ "
Comedy,Drama
\n",
+ "
\n",
+ "
\n",
+ "
4
\n",
+ "
tt0100275
\n",
+ "
The Wandering Soap Opera
\n",
+ "
La Telenovela Errante
\n",
+ "
2017
\n",
+ "
80.0
\n",
+ "
Comedy,Drama,Fantasy
\n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " movie_id primary_title original_title \\\n",
+ "0 tt0063540 Sunghursh Sunghursh \n",
+ "1 tt0066787 One Day Before the Rainy Season Ashad Ka Ek Din \n",
+ "2 tt0069049 The Other Side of the Wind The Other Side of the Wind \n",
+ "3 tt0069204 Sabse Bada Sukh Sabse Bada Sukh \n",
+ "4 tt0100275 The Wandering Soap Opera La Telenovela Errante \n",
+ "\n",
+ " start_year runtime_minutes genres \n",
+ "0 2013 175.0 Action,Crime,Drama \n",
+ "1 2019 114.0 Biography,Drama \n",
+ "2 2018 122.0 Drama \n",
+ "3 2018 NaN Comedy,Drama \n",
+ "4 2017 80.0 Comedy,Drama,Fantasy "
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "Movie Ratings Sample:\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
\n",
+ "
movie_id
\n",
+ "
averagerating
\n",
+ "
numvotes
\n",
+ "
\n",
+ " \n",
+ " \n",
+ "
\n",
+ "
0
\n",
+ "
tt10356526
\n",
+ "
8.3
\n",
+ "
31
\n",
+ "
\n",
+ "
\n",
+ "
1
\n",
+ "
tt10384606
\n",
+ "
8.9
\n",
+ "
559
\n",
+ "
\n",
+ "
\n",
+ "
2
\n",
+ "
tt1042974
\n",
+ "
6.4
\n",
+ "
20
\n",
+ "
\n",
+ "
\n",
+ "
3
\n",
+ "
tt1043726
\n",
+ "
4.2
\n",
+ "
50352
\n",
+ "
\n",
+ "
\n",
+ "
4
\n",
+ "
tt1060240
\n",
+ "
6.5
\n",
+ "
21
\n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " movie_id averagerating numvotes\n",
+ "0 tt10356526 8.3 31\n",
+ "1 tt10384606 8.9 559\n",
+ "2 tt1042974 6.4 20\n",
+ "3 tt1043726 4.2 50352\n",
+ "4 tt1060240 6.5 21"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "Movie Basics Info:\n",
+ "\n",
+ "RangeIndex: 5 entries, 0 to 4\n",
+ "Data columns (total 6 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 movie_id 5 non-null object \n",
+ " 1 primary_title 5 non-null object \n",
+ " 2 original_title 5 non-null object \n",
+ " 3 start_year 5 non-null int64 \n",
+ " 4 runtime_minutes 4 non-null float64\n",
+ " 5 genres 5 non-null object \n",
+ "dtypes: float64(1), int64(1), object(4)\n",
+ "memory usage: 368.0+ bytes\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Connect to the SQLite database\n",
+ "\n",
+ "# Specify the path to the zipped folder containing the database\n",
+ "zip_path = 'zippedData/im.db.zip'\n",
+ "\n",
+ "# Specify the destination path for the unzipped database file\n",
+ "extract_path = 'zippedData/'\n",
+ "\n",
+ "# Unzip the folder\n",
+ "with zipfile.ZipFile(zip_path, 'r') as zip_ref:\n",
+ " zip_ref.extractall(extract_path) # Extract all contents to the specified path\n",
+ "\n",
+ "# Verify the extraction by checking if the im.db file exists\n",
+ "print(f\"Unzipped contents to: {extract_path}\")\n",
+ "\n",
+ "# Adjust the path if your im.db is in a different location after unzipping\n",
+ "conn = sqlite3.connect('zippedData/im.db') # Establish connection to the database\n",
+ "\n",
+ "# Query to get a sample from movie_basics table\n",
+ "basics_query = \"\"\"\n",
+ "SELECT *\n",
+ "FROM movie_basics\n",
+ "LIMIT 5;\n",
+ "\"\"\"\n",
+ "basics_sample = pd.read_sql(basics_query, conn) # Use pandas to run SQL and load into DataFrame\n",
+ "\n",
+ "# Query to get a sample from movie_ratings table\n",
+ "ratings_query = \"\"\"\n",
+ "SELECT *\n",
+ "FROM movie_ratings\n",
+ "LIMIT 5;\n",
+ "\"\"\"\n",
+ "ratings_sample = pd.read_sql(ratings_query, conn) # Load ratings sample\n",
+ "\n",
+ "# Display samples\n",
+ "print(\"Movie Basics Sample:\")\n",
+ "display(basics_sample) # Use display for nicer output in Jupyter\n",
+ "\n",
+ "print(\"\\nMovie Ratings Sample:\")\n",
+ "display(ratings_sample)\n",
+ "\n",
+ "# Get summary info for basics (e.g., data types, non-null counts)\n",
+ "print(\"\\nMovie Basics Info:\")\n",
+ "basics_sample.info()\n",
+ "\n",
+ "# Close the connection (good practice, but we'll reopen if needed)\n",
+ "conn.close()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### Load and Explore Box Office Mojo Data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Box Office Mojo Sample:\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "
"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Summarize key numerical columns\n",
+ "print(\"Descriptive Statistics for Merged Data:\")\n",
+ "display(merged_df[['total_gross', 'averagerating', 'runtime_minutes']].describe())\n",
+ "\n",
+ "# Check correlation between numerical variables\n",
+ "print(\"\\nCorrelation Matrix:\")\n",
+ "correlation_matrix = merged_df[['total_gross', 'averagerating', 'runtime_minutes', 'numvotes']].corr()\n",
+ "display(correlation_matrix)\n",
+ "\n",
+ "# Plot a heatmap for correlations\n",
+ "plt.figure(figsize=(8, 6))\n",
+ "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', center=0)\n",
+ "plt.title('Correlation Heatmap of Numerical Features')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Hypothesis Testing: Do High-Grossing Genres *Really* Perform Better?\n",
+ "\n",
+ "Our initial exploration showed that genres like **Action** and **Adventure** have a much higher average gross than genres like **Drama**. To add statistical confidence to this observation, we will conduct a two-sample t-test.\n",
+ "\n",
+ "This test will help us determine if the observed difference in box office revenue between Action and Drama films is statistically significant or simply due to random chance.\n",
+ "\n",
+ "> **Null Hypothesis ($H_0$):** There is **no significant difference** in the average `total_gross` between Action and Drama films.\n",
+ ">\n",
+ "> **Alternative Hypothesis ($H_1$):** The average `total_gross` of Action films is **significantly higher** than that of Drama films.\n",
+ "\n",
+ "We will use a significance level of $\\alpha = 0.05$. If the resulting p-value is less than 0.05, we can confidently reject the null hypothesis."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "T-Test Results for Action vs. Drama Gross:\n",
+ "T-statistic: 12.19\n",
+ "P-value: 0.0000\n",
+ "Result: Reject H0. Action movies have significantly higher gross than Drama movies.\n",
+ "\n",
+ "Mean Gross for Action: $171,392,909\n",
+ "Mean Gross for Drama: $38,268,931\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Filter data for Action and Drama genres\n",
+ "action_gross = merged_df[merged_df['genres'] == 'Action']['total_gross']\n",
+ "drama_gross = merged_df[merged_df['genres'] == 'Drama']['total_gross']\n",
+ "\n",
+ "# Perform two-sample t-test\n",
+ "t_stat, p_value = stats.ttest_ind(action_gross, drama_gross, equal_var=False)\n",
+ "\n",
+ "# Display results\n",
+ "print(\"T-Test Results for Action vs. Drama Gross:\")\n",
+ "print(f\"T-statistic: {t_stat:.2f}\")\n",
+ "print(f\"P-value: {p_value:.4f}\")\n",
+ "if p_value < 0.05:\n",
+ " print(\"Result: Reject H0. Action movies have significantly higher gross than Drama movies.\")\n",
+ "else:\n",
+ " print(\"Result: Fail to reject H0. No significant difference in gross between Action and Drama.\")\n",
+ "\n",
+ "# Compare means\n",
+ "print(f\"\\nMean Gross for Action: ${action_gross.mean():,.0f}\")\n",
+ "print(f\"Mean Gross for Drama: ${drama_gross.mean():,.0f}\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Linear Regression: What Factors Predict Box Office Gross?\n",
+ "\n",
+ "To understand the combined impact of different movie features on revenue, we will build a linear regression model. This model will help us predict `total_gross` based on a film's runtime, IMDb rating, number of votes, and genre.\n",
+ "\n",
+ "From our correlation matrix, we saw that `numvotes` (a proxy for a film's popularity or marketing buzz) has the strongest positive relationship with `total_gross` ($r=0.69$). The model will help quantify this relationship alongside other key factors.\n",
+ "\n",
+ "_**Note on Coefficients:** The model produced a slightly negative coefficient for `averagerating`. This is likely due to multicollinearity; `averagerating` is moderately correlated with `numvotes`. Because `numvotes` is a much stronger predictor, the model may be attributing the shared variance to it, diminishing the isolated effect of the rating itself._"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Linear Regression Results:\n",
+ "R-squared: 0.4791\n",
+ "RMSE: $135,713,880\n",
+ "\n",
+ "Coefficients:\n",
+ "runtime_minutes: 242,097.13\n",
+ "averagerating: -9,560,087.55\n",
+ "numvotes: 923.90\n",
+ "genre_Sci-Fi: 37,759,636.73\n",
+ "genre_Adventure: 117,207,860.47\n",
+ "genre_Action: 32,317,855.46\n",
+ "genre_Drama: -27,802,271.21\n",
+ "Intercept: 51,562,022.44\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "
"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Prepare data for regression\n",
+ "# Create dummy variables for top genres (e.g., Sci-Fi, Adventure, Action, Drama)\n",
+ "top_genres = ['Sci-Fi', 'Adventure', 'Action', 'Drama'] # Based on gross_by_genre output\n",
+ "merged_df_dummies = pd.get_dummies(merged_df, columns=['genres'], prefix='genre')\n",
+ "# Keep only top genre dummies\n",
+ "genre_columns = [f'genre_{genre}' for genre in top_genres]\n",
+ "missing_cols = [col for col in genre_columns if col not in merged_df_dummies.columns]\n",
+ "for col in missing_cols:\n",
+ " merged_df_dummies[col] = 0 # Add missing columns as zeros\n",
+ "\n",
+ "# Select features and target\n",
+ "features = ['runtime_minutes', 'averagerating', 'numvotes'] + genre_columns\n",
+ "X = merged_df_dummies[features].dropna()\n",
+ "y = merged_df_dummies.loc[X.index, 'total_gross']\n",
+ "\n",
+ "# Split data into training and test sets\n",
+ "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
+ "\n",
+ "# Fit linear regression model\n",
+ "model = LinearRegression()\n",
+ "model.fit(X_train, y_train)\n",
+ "\n",
+ "# Predict and evaluate\n",
+ "y_pred = model.predict(X_test)\n",
+ "r2 = r2_score(y_test, y_pred)\n",
+ "rmse = np.sqrt(mean_squared_error(y_test, y_pred))\n",
+ "\n",
+ "# Display results\n",
+ "print(\"Linear Regression Results:\")\n",
+ "print(f\"R-squared: {r2:.4f}\")\n",
+ "print(f\"RMSE: ${rmse:,.0f}\")\n",
+ "print(\"\\nCoefficients:\")\n",
+ "for feature, coef in zip(features, model.coef_):\n",
+ " print(f\"{feature}: {coef:,.2f}\")\n",
+ "print(f\"Intercept: {model.intercept_:,.2f}\")\n",
+ "\n",
+ "# Plot predicted vs. actual gross\n",
+ "plt.figure(figsize=(8, 6))\n",
+ "plt.scatter(y_test, y_pred, alpha=0.5)\n",
+ "plt.plot([y_test.min(), y_test.max()], [y_test.min(), y_test.max()], 'r--')\n",
+ "plt.xlabel('Actual Total Gross ($)')\n",
+ "plt.ylabel('Predicted Total Gross ($)')\n",
+ "plt.title('Predicted vs. Actual Box Office Gross')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Visualizing Success\n",
+ "\n",
+ "To present our findings in a clear and compelling way for the studio head, we've created three visualizations that directly support our final recommendations.\n",
+ "\n",
+ "1. **Average Gross by Genre:** A bar chart to clearly show which genres are the most lucrative.\n",
+ "2. **IMDb Rating vs. Box Office Gross:** A scatter plot to investigate the relationship between audience scores and revenue.\n",
+ "3. **Box Office Gross by Release Year:** A box plot to identify any trends related to the year of release."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "
"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Visualization 1: Bar chart of average gross by genre\n",
+ "plt.figure(figsize=(10, 6))\n",
+ "sns.barplot(data=gross_by_genre, x='avg_gross', y='genres', palette='viridis')\n",
+ "plt.xlabel('Average Total Gross ($ Millions)')\n",
+ "plt.ylabel('Genre')\n",
+ "plt.title('Average Box Office Gross by Genre (Top 10)')\n",
+ "plt.xscale('linear') # Linear scale for clarity\n",
+ "plt.gca().xaxis.set_major_formatter(plt.FuncFormatter(lambda x, _: f'{x/1e6:.0f}M'))\n",
+ "plt.show()\n",
+ "\n",
+ "# Visualization 2: Scatter plot of IMDb rating vs. total gross\n",
+ "plt.figure(figsize=(8, 6))\n",
+ "sns.scatterplot(data=merged_df, x='averagerating', y='total_gross', alpha=0.5)\n",
+ "plt.xlabel('IMDb Average Rating')\n",
+ "plt.ylabel('Total Gross ($ Millions)')\n",
+ "plt.title('IMDb Rating vs. Box Office Gross')\n",
+ "plt.yscale('linear')\n",
+ "plt.gca().yaxis.set_major_formatter(plt.FuncFormatter(lambda x, _: f'{x/1e6:.0f}M'))\n",
+ "plt.show()\n",
+ "\n",
+ "# Visualization 3: Box plot of total gross by year\n",
+ "plt.figure(figsize=(10, 6))\n",
+ "sns.boxplot(data=merged_df, x='year', y='total_gross', palette='muted')\n",
+ "plt.xlabel('Release Year')\n",
+ "plt.ylabel('Total Gross ($ Millions)')\n",
+ "plt.title('Box Office Gross by Release Year')\n",
+ "plt.yscale('linear')\n",
+ "plt.gca().yaxis.set_major_formatter(plt.FuncFormatter(lambda x, _: f'{x/1e6:.0f}M'))\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Visualization Explanations\n",
+ "The following visualizations were created to explore key trends and support the business recommendations. Each is designed to be interpretable by a data science audience while providing actionable insights for the studio head.\n",
+ "\n",
+ "### 1. Average Box Office Gross by Genre (Bar Chart)\n",
+ "- **Purpose**: This bar chart displays the average `total_gross` for the top 10 genres with at least 10 movies, based on the SQL query aggregating gross by genre.\n",
+ "- **Key Insights**: Sci-Fi leads with an average gross of USD 296M, followed by Adventure (USD 279M), Animation (USD 266M), and Action (USD 171M). Drama, not in the top 10, averages USD 38M, confirming its lower performance. The chart highlights genres with broad appeal and blockbuster potential.\n",
+ "- **Relevance**: Directly supports Recommendation 1 (\"Focus on Sci-Fi and Adventure Films\") by identifying high-grossing genres to prioritize in production.\n",
+ "\n",
+ "### 2. IMDb Rating vs. Box Office Gross (Scatter Plot)\n",
+ "- **Purpose**: This scatter plot examines the relationship between `averagerating` and `total_gross`, with a weak positive correlation (r=0.171 from the correlation matrix).\n",
+ "- **Key Insights**: Points are spread across a range of ratings (1.6–8.8) and gross values (up to USD 1.4B), with no strong clustering at high ratings. Some high-rated films (e.g., 8.4–8.8) achieve exceptional gross (e.g., USD 420M), but the overall trend suggests ratings alone don’t drive success.\n",
+ "- **Relevance**: Informs Recommendation 2 (\"Target Action Movies with Moderate Runtime\") by indicating that while ratings matter, other factors (e.g., genre, runtime) are more critical, allowing flexibility in targeting moderate ratings (6–7) within Action films.\n",
+ "\n",
+ "### 3. Number of Votes vs. Box Office Gross (Scatter Plot)\n",
+ "- **Purpose**: This scatter plot investigates the relationship between `numvotes` (a proxy for audience engagement) and `total_gross`, reflecting the strong positive correlation (r=0.686) identified in the correlation matrix.\n",
+ "- **Key Insights**: The plot shows a clear upward trend, with higher `numvotes` corresponding to higher `total_gross` (e.g., films with millions of votes often exceed USD 500M). The spread indicates variability, but the trend supports the impact of popularity on revenue.\n",
+ "- **Relevance**: Directly supports Recommendation 3 (\"Invest in Pre-Release Marketing to Boost Audience Engagement and Votes\") by illustrating how increased votes drive gross, justifying investment in marketing to build anticipation.\n",
+ "\n",
+ "These visualizations, combined with statistical analysis, provide a robust foundation for the studio’s strategic decisions."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Conclusion: A Strategy for Success\n",
+ "\n",
+ "This analysis reveals clear patterns in the types of films that succeed at the box office. Sci-Fi, Adventure, and Action films consistently outperform other genres, and while factors like runtime and release year show a measurable impact, **genre selection is the most critical strategic decision** for our new studio.\n",
+ "\n",
+ "Based on these findings, here are three actionable recommendations to guide our initial production slate.\n",
+ "\n",
+ "---\n",
+ "\n",
+ "### 🎬 Recommendation 1: Prioritize Sci-Fi and Adventure scripts for development.\n",
+ "\n",
+ "**The Finding:** Sci-Fi and Adventure films generate the highest average box office gross by a significant margin, earning **USD 296M** and **USD 279M** respectively. These genres represent the \"blockbuster\" category that consistently draws large audiences.\n",
+ "\n",
+ "**The Action:** Our studio should actively seek out and invest in high-concept Sci-Fi and Adventure scripts. These genres should be the cornerstone of our tentpole production strategy to maximize potential returns.\n",
+ "\n",
+ "---\n",
+ "\n",
+ "### 🕒 Recommendation 2: Focus on producing Action films with runtimes between 90-120 minutes\n",
+ "\n",
+ "**The Finding:** Our hypothesis test confirmed that Action movies gross significantly more than Drama movies (**USD 171M** vs. **USD 38M**, p < 0.0001). Furthermore, our regression model indicates that every additional minute of runtime is associated with an increase of approximately **USD 242,000** in total gross.\n",
+ "\n",
+ "**The Action:** Action is a commercially viable and popular genre. By keeping runtimes in the **90-120 minute range**—a sweet spot for audience engagement and theatrical showtimes—we can create profitable films that satisfy audience expectations without excessive production costs.\n",
+ "\n",
+ "---\n",
+ "\n",
+ "### 🗓️ Recommendation 3: Invest in Pre-Release Marketing to Boost Audience Engagement and Votes.\n",
+ "\n",
+ "**The Finding:** The correlation matrix revealed a strong positive relationship between `numvotes` and `total_gross` (r=0.686), with the linear regression showing a coefficient of **USD 923.90** per vote, indicating that films with higher audience engagement drive greater box office success.\n",
+ "\n",
+ "**The Action:** Allocate budget for pre-release campaigns, including trailers, social media engagement, and fan events, to increase votes and build anticipation, especially for Sci-Fi, Adventure, and Action films."
+ ]
+ }
+ ],
+ "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": "3.8.5"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
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diff --git a/README.md b/README.md
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--- a/README.md
+++ b/README.md
@@ -1,281 +1,241 @@
-# Phase 2 Project Description
+# 🎬 IMDb Movie Analysis (2010–2023)
-You've made it through the second phase of this course, and now you will put your new skills to use with a large end-of-Phase project!
+
+Unlocking insights from **13 years of IMDb data** to understand trends in genres, ratings, runtimes, and box office performance.
-In this project description, we will cover:
+---
-* [***Project Overview:***](#project-overview) the project goal, audience, and dataset
-* [***Deliverables:***](#deliverables) the specific items you are required to produce for this project
-* [***Grading:***](#grading) how your project will be scored
-* [***Getting Started:***](#getting-started) guidance for how to begin your first project
+## 📌 Overview
-## Project Overview
+Movies shape culture, drive billions in revenue, and influence streaming platforms worldwide.
+This project analyzes **IMDb movie data (2010–2023)** to answer key business questions:
-For this project, you will use exploratory data analysis to generate insights for a business stakeholder.
+- What genres consistently perform well in terms of ratings?
+- How do runtimes affect audience engagement?
+- What trends exist in ratings and votes across the years?
+- Which strategies can filmmakers and streaming platforms adopt to stay competitive?
-### Business Problem
+The project is designed for **data enthusiasts, production studios, and streaming platforms** to gain **actionable insights** from movie data.
-Your company now sees all the big companies creating original video content and they want to get in on the fun. They have decided to create a new movie studio, but they don’t know anything about creating movies. You are charged with exploring what types of films are currently doing the best at the box office. You must then translate those findings into actionable insights that the head of your company's new movie studio can use to help decide what type of films to create.
+---
-### The Data
+## 🗂 Repository Structure
-In the folder `zippedData` are movie datasets from:
-* [Box Office Mojo](https://www.boxofficemojo.com/)
-* [IMDB](https://www.imdb.com/)
-* [Rotten Tomatoes](https://www.rottentomatoes.com/)
-* [TheMovieDB](https://www.themoviedb.org/)
-* [The Numbers](https://www.the-numbers.com/)
+dsc-phase-2-project-v3/
+│── Student.ipynb # Main analysis notebook
+│── index.ipynb # Supporting exploration notebook
+│── images/ # Saved plots & charts (PNG format)
+│ ├── top_genres_rating.png
+│ ├── runtime_distribution.png
+│ ├── gross_trend_enhanced.png
+│ └── ...
+│── zippedData/ # Dataset folder (IMDb movie data)
+│── README.md # Project documentation
+│── LICENSE.md # License information
+│── CONTRIBUTING.md # Contribution guidelines
-Because it was collected from various locations, the different files have different formats. Some are compressed CSV (comma-separated values) or TSV (tab-separated values) files that can be opened using spreadsheet software or `pd.read_csv`, while the data from IMDB is located in a SQLite database.
-
-Note that the above diagram shows ONLY the IMDB data. You will need to look carefully at the features to figure out how the IMDB data relates to the other provided data files.
+## 💼 Business Understanding
-It is up to you to decide what data from this to use and how to use it. If you want to make this more challenging, you can scrape websites or make API calls to get additional data. If you are feeling overwhelmed or behind, we recommend you use only the following data files:
+The film industry is undergoing a **major shift**:
-* `im.db.zip`
- * Zipped SQLite database (you will need to unzip then query using SQLite)
- * `movie_basics` and `movie_ratings` tables are most relevant
-* `bom.movie_gross.csv.gz`
- * Compressed CSV file (you can open without expanding the file using `pd.read_csv`)
+- 🎬 The rise of **streaming platforms** has led to shorter runtimes.
+- 👥 Audience preferences now vary between **blockbuster franchises** and **critically acclaimed indie films**.
+- 🎯 Studios need **data-driven decision-making** to reduce risks when greenlighting projects.
-### Key Points
+This project helps stakeholders answer:
-* **Your analysis should yield three concrete business recommendations.** The ultimate purpose of exploratory analysis is not just to learn about the data, but to help an organization perform better. Explicitly relate your findings to business needs by recommending actions that you think the business should take.
+- ✅ *What genres bring both critical and commercial success?*
+- ✅ *What runtime length maximizes engagement?*
+- ✅ *Are there trends in audience voting behavior post-2020?*
-* **Communicating about your work well is extremely important.** Your ability to provide value to an organization - or to land a job there - is directly reliant on your ability to communicate with them about what you have done and why it is valuable. Create a storyline your audience (the head of the new movie studio) can follow by walking them through the steps of your process, highlighting the most important points and skipping over the rest.
+---
-* **Use plenty of visualizations.** Visualizations are invaluable for exploring your data and making your findings accessible to a non-technical audience. Spotlight visuals in your presentation, but only ones that relate directly to your recommendations. Simple visuals are usually best (e.g. bar charts and line graphs), and don't forget to format them well (e.g. labels, titles).
+## 📊 Data Understanding & Analysis
-## Deliverables
+The dataset spans **2010–2023** and was obtained from IMDb (stored in the `zippedData/` folder).
-There are three deliverables for this project:
+### Key Columns
+- `movie_id` → Unique identifier
+- `primary_title` → Movie title
+- `start_year` → Release year
+- `runtime_minutes` → Duration of the movie
+- `genres` → Assigned genres (Drama, Comedy, etc.)
+- `averagerating` → IMDb average rating
+- `numvotes` → Number of audience votes
-* A **non-technical presentation**
-* A **Jupyter Notebook**
-* A **GitHub repository**
+---
-### Non-Technical Presentation
+### 🔧 Cleaning & Transformation
+- Removed **missing and inconsistent runtimes**.
+- Split multi-genre films to allow analysis by **individual genres**.
+- Created new temporal features: `year_minus_1` and `year_plus_1`.
-The non-technical presentation is a slide deck presenting your analysis to business stakeholders.
+---
-* ***Non-technical*** does not mean that you should avoid mentioning the technologies or techniques that you used, it means that you should explain any mentions of these technologies and avoid assuming that your audience is already familiar with them.
-* ***Business stakeholders*** means that the audience for your presentation is the company, not the class or teacher. Do not assume that they are already familiar with the specific business problem.
+### 📈 Analytical Approach
+1. **Genre Analysis** → Grouped by genre and computed average ratings.
+2. **Runtime Distribution** → Identified the **bell-curve shape** (most movies fall between 100–120 minutes).
+3. **Yearly Trends** → Tracked whether ratings improved or declined over time.
+4. **Audience Engagement** → Analyzed number of votes **before and after the streaming boom**.
-The presentation describes the project ***goals, data, methods, and results***. It must include at least ***three visualizations*** which correspond to ***three business recommendations***.
-We recommend that you follow this structure, although the slide titles should be specific to your project:
-1. Beginning
- * Overview
- * Business Understanding
-2. Middle
- * Data Understanding
- * Data Analysis
-3. End
- * Recommendations
- * Next Steps
- * Thank You
- * This slide should include a prompt for questions as well as your contact information (name and LinkedIn profile)
+---
-You will give a live presentation of your slides and submit them in PDF format on Canvas. The slides should also be present in the GitHub repository you submit with a file name of `presentation.pdf`.
+## 🎞 Dataset
-The graded elements of the presentation are:
+
-* Presentation Content
-* Slide Style
-* Presentation Delivery and Answers to Questions
+- **Source:** Extracted from IMDb and curated datasets.
+- **Timeframe:** **2010–2023**, covering 14 years of global cinema.
+- **Scope:** Thousands of movies across diverse genres and runtimes.
-See the [Grading](#grading) section for further explanation of these elements.
+### 📊 Key Columns Explained
+- `movie_id` → Unique identifier for each film.
+- `primary_title` → Title of the movie.
+- `start_year` → Release year (2010–2023).
+- `runtime_minutes` → Duration of the film.
+- `genres` → Genre(s) of the film (Drama, Action, Comedy, etc.).
+- `averagerating` → Average IMDb rating (1–10 scale).
+- `numvotes` → Number of votes (audience engagement measure).
+- `year_minus_1` & `year_plus_1` → Useful for analyzing trends before and after release.
-For further reading on creating professional presentations, check out:
+🔎 **Why this dataset matters**:
+It provides both **audience-driven metrics** (ratings & votes) and **industry-level traits** (runtime & genres). Together, they let us explore **what audiences love, how trends shift, and where filmmakers should focus their energy**.
-* [Presentation Content](https://github.com/learn-co-curriculum/dsc-project-presentation-content)
-* [Slide Style](https://github.com/learn-co-curriculum/dsc-project-slide-design)
+---
-### Jupyter Notebook
+## 🔑 Key Insights
-The Jupyter Notebook is a notebook that uses Python and Markdown to present your analysis to a data science audience.
+1. **Genres:**
+ - *Drama* dominates in number of releases, but *Documentary* and *Mystery* consistently achieve higher ratings.
+ - *Action* and *Adventure* drive massive audience votes, proving strong global appeal.
-* ***Python and Markdown*** means that you need to construct an integrated `.ipynb` file with Markdown (headings, paragraphs, links, lists, etc.) and Python code to create a well-organized, skim-able document.
- * The notebook kernel should be restarted and all cells run before submission, to ensure that all code is runnable in order.
- * Markdown should be used to frame the project with a clear introduction and conclusion, as well as introducing each of the required elements.
-* ***Data science audience*** means that you can assume basic data science proficiency in the person reading your notebook. This differs from the non-technical presentation.
+2. **Runtime:**
+ - Most films fall between **90–120 minutes**, forming a bell curve distribution.
+ - Long epics (>180 minutes) are rare but tend to score higher ratings.
+ - Very short films (<60 min) appeal only to niche groups.
-Along with the presentation, the notebook also describes the project ***goals, data, methods, and results***. It must include at least ***three visualizations*** which correspond to ***three business recommendations***.
+3. **Ratings:**
+ - Ratings are **normally distributed** around ~6.8.
+ - Audience expectations remain steady across the decade.
-You will submit the notebook in PDF format on Canvas as well as in `.ipynb` format in your GitHub repository.
+4. **Votes & Engagement:**
+ - Blockbuster genres get **millions of votes**, while indie genres score fewer but higher-quality votes.
-The graded elements for the Jupyter Notebook are:
+5. **Trends Over Time:**
+ - Post-2015: franchises & sequels dominate.
+ - 2020 onwards: shorter runtimes, fewer votes → the streaming era impact.
-* Business Understanding
-* Data Understanding
-* Data Preparation
-* Data Analysis
-* Visualization
-* Code Quality
+---
-See the [Grading](#grading) section for further explanation of these elements.
+## 📊 Visualizations
-### GitHub Repository
+
-The GitHub repository is the cloud-hosted directory containing all of your project files as well as their version history.
+All visualizations are saved in the **`images/` folder**. Below we detail **each chart, why it was chosen, and what it reveals**.
-This repository link will be the project link that you include on your resume, LinkedIn, etc. for prospective employers to view your work. Note that we typically recommend that 3 links are highlighted (out of 5 projects) so don't stress too much about getting this one to be perfect! There will also be time after graduation for cosmetic touch-ups.
+---
-A professional GitHub repository has:
+### 🎭 Top 10 Genres by Average Rating
+
-1. `README.md`
- * A file called `README.md` at the root of the repository directory, written in Markdown; this is what is rendered when someone visits the link to your repository in the browser
- * This file contains these sections:
- * Overview
- * Business Understanding
- * Include stakeholder and key business questions
- * Data Understanding and Analysis
- * Source of data
- * Description of data
- * Three visualizations (the same visualizations presented in the slides and notebook)
- * Conclusion
- * Summary of conclusions including three relevant findings
-2. Commit history
- * Progression of updates throughout the project time period, not just immediately before the deadline
- * Clear commit messages
- * Commits from all team members (if a group project)
-3. Organization
- * Clear folder structure
- * Clear names of files and folders
- * Easily-located notebook and presentation linked in the README
-4. Notebook(s)
- * Clearly-indicated final notebook that runs without errors
- * Exploratory/working notebooks (can contain errors, redundant code, etc.) from all team members (if a group project)
-5. `.gitignore`
- * A file called `.gitignore` at the root of the repository directory instructs Git to ignore large, unnecessary, or private files
- * Because it starts with a `.`, you will need to type `ls -a` in the terminal in order to see that it is there
- * GitHub maintains a [Python .gitignore](https://github.com/github/gitignore/blob/master/Python.gitignore) that may be a useful starting point for your version of this file
- * To tell Git to ignore more files, just add a new line to `.gitignore` for each new file name
- * Consider adding `.DS_Store` if you are using a Mac computer, as well as project-specific file names
- * If you are running into an error message because you forgot to add something to `.gitignore` and it is too large to be pushed to GitHub [this blog post](https://medium.com/analytics-vidhya/tutorial-removing-large-files-from-git-78dbf4cf83a?sk=c3763d466c7f2528008c3777192dfb95)(friend link) should help you address this
+- **What it shows:** The average IMDb ratings (1–10 scale) for the top 10 genres between 2010–2023.
+- **Why this chart:** A **bar chart** clearly compares categorical data (genres). Using horizontal bars ensures longer genre names are readable.
+- **Insights:**
+ - *Documentary* films often lead in ratings despite fewer releases.
+ - *Drama* remains strong but shows mixed audience reception due to high volume.
+ - *Comedy* and *Action* lag slightly in ratings but dominate mainstream appeal.
-You wil submit a link to the GitHub repository on Canvas.
+---
-See the [Grading](#grading) section for further explanation of how the GitHub repository will be graded.
-For further reading on creating professional notebooks and `README`s, check out [this reading](https://github.com/learn-co-curriculum/dsc-repo-readability-v2-2).
+### ⭐ Ratings Distribution
+
+.png)
-## Grading
+- **What it shows:** Histogram of IMDb ratings across all films.
+- **Why this chart:** Ratings are continuous and audience-driven — a histogram reveals whether movies tend to score high or low.
+- **Insights:**
+ - Ratings form a near-normal distribution centered at **6.8**.
+ - Very few films are rated below 4 or above 9 → audiences cluster around the middle.
+ - This indicates **consistent audience standards** across years.
-***To pass this project, you must pass each project rubric objective.*** The project rubric objectives for Phase 2 are:
+---
-1. Data Communication
-2. Authoring Jupyter Notebooks
-3. Data Manipulation and Analysis with `pandas`
+### 📈 Ratings Trend Over Time (2010–2023)
+
-### Data Communication
+- **What it shows:** Yearly average IMDb rating.
+- **Why this chart:** A **line chart** captures temporal changes and long-term trends.
+- **Insights:**
+ - Ratings are stable, hovering between **6.5–7.0**.
+ - Peaks appear in standout years due to major blockbusters or award-winning films.
+ - No dramatic decline despite the rise of streaming, meaning quality perception remains stable.
-Communication is a key "soft skill". In [this survey](https://www.payscale.com/data-packages/job-skills), 46% of hiring managers said that recent college grads were missing this skill.
+---
-Because "communication" can encompass such a wide range of contexts and skills, we will specifically focus our Phase 2 objective on Data Communication. We define Data Communication as:
+### 🎥 Votes Distribution by Genre
+
-> Communicating basic data analysis results to diverse audiences via writing and live presentation
-To further define some of these terms:
+- **What it shows:** Average number of audience votes for each genre.
+- **Why this chart:** A **bar chart** highlights the difference in engagement between genres.
+- **Insights:**
+ - *Action, Adventure, Sci-Fi* films attract the most votes — mass-market favorites.
+ - *Documentary* and *Biography* earn fewer votes but higher **rating-per-vote**, showing **quality over quantity**.
+ - Studios should balance between **audience reach** (votes) and **critical acclaim** (ratings).
-* By "basic data analysis" we mean that you are filtering, sorting, grouping, and/or aggregating the data in order to answer business questions. This project does not involve inferential statistics or machine learning, although descriptive statistics such as measures of central tendency are encouraged.
-* By "results" we mean your ***three visualizations and recommendations***.
-* By "diverse audiences" we mean that your presentation and notebook are appropriately addressing a business and data science audience, respectively.
+---
-Below are the definitions of each rubric level for this objective. This information is also summarized in the rubric, which is attached to the project submission assignment.
+## 🛠 Technologies Used
-#### Exceeds Objective
-Creates and describes appropriate visualizations for given business questions, where each visualization fulfills all elements of the checklist
+- **Python** 🐍
+- **Pandas** – Data cleaning & manipulation
+- **NumPy** – Numerical computations
+- **Matplotlib** – Static visualizations
+- **Seaborn** – Stylish, statistical plots
+- **Jupyter Notebook** – Interactive workflow
-> This "checklist" refers to the Data Visualization checklist within the larger Phase 2 Project Checklist
+---
-#### Meets Objective (Passing Bar)
-Creates and describes appropriate visualizations for given business questions
+## 🎯 Recommendations
-> This objective can be met even if all checklist elements are not fulfilled. For example, if there is some illegible text in one of your visualizations, you can still meet this objective
+Based on the findings, here are **data-driven suggestions** for filmmakers, studios, and streaming platforms:
-#### Approaching Objective
-Creates visualizations that are not related to the business questions, or uses an inappropriate type of visualization
+### 1. ⏳ Optimize Runtime (100–120 min)
+**Why:** This aligns with the **natural bell curve** of runtimes and matches audience attention spans.
-> Even if you create very compelling visualizations, you cannot pass this objective if the visualizations are not related to the business questions
+---
-> An example of an inappropriate type of visualization would be using a line graph to show the correlation between two independent variables, when a scatter plot would be more appropriate
+### 2. 🎭 Diversify Genre Portfolio
+**Why:**
+- *Drama* ensures consistent volume of releases.
+- *Documentary* & *Mystery* bring **critical acclaim**.
+- A balanced strategy ensures both **box office success** and **award recognition**.
-#### Does Not Meet Objective
-Does not submit the required number of visualizations
+---
-### Authoring Jupyter Notebooks
+### 3. 📺 Leverage Streaming Trends
+**Why:** Post-2020, films are generally **shorter with fewer votes** → tailor streaming content to **niche but loyal audiences**.
-According to [Kaggle's 2020 State of Data Science and Machine Learning Survey](https://www.kaggle.com/kaggle-survey-2020), 74.1% of data scientists use a Jupyter development environment, which is more than twice the percentage of the next-most-popular IDE, Visual Studio Code. Jupyter Notebooks allow for reproducible, skim-able code documents for a data science audience. Comfort and skill with authoring Jupyter Notebooks will prepare you for job interviews, take-home challenges, and on-the-job tasks as a data scientist.
+---
-The key feature that distinguishes *authoring Jupyter Notebooks* from simply *writing Python code* is the fact that Markdown cells are integrated into the notebook along with the Python cells in a notebook. You have seen examples of this throughout the curriculum, but now it's time for you to practice this yourself!
+### 4. 🌟 Prioritize Quality over Quantity
+**Why:** Ratings have remained stable across years, meaning audiences value **execution and originality** more than the sheer number of releases.
-Below are the definitions of each rubric level for this objective. This information is also summarized in the rubric, which is attached to the project submission assignment.
+---
-#### Exceeds Objective
-Uses Markdown and code comments to create a well-organized, skim-able document that follows all best practices
+### 5. 📊 Use Data-Driven Greenlighting
+**Why:** Genres with **high ratings** and runtimes within the sweet spot are **safer investments** for production.
-> Refer to the [repository readability reading](https://github.com/learn-co-curriculum/dsc-repo-readability-v2-2) for more tips on best practices
-#### Meets Objective (Passing Bar)
-Uses some Markdown to create an organized notebook, with an introduction at the top and a conclusion at the bottom
+## 🚀 How to Run the Project
-#### Approaching Objective
-Uses Markdown cells to organize, but either uses only headers and does not provide any explanations or justifications, or uses only plaintext without any headers to segment out sections of the notebook
-
-> Headers in Markdown are delineated with one or more `#`s at the start of the line. You should have a mixture of headers and plaintext (text where the line does not start with `#`)
-
-#### Does Not Meet Objective
-Does not submit a notebook, or does not use Markdown cells at all to organize the notebook
-
-### Data Manipulation and Analysis with `pandas`
-
-`pandas` is a very popular data manipulation library, with over 2 million downloads on Anaconda (`conda install pandas`) and over 19 million downloads on PyPI (`pip install pandas`) at the time of this writing. In our own internal data, we see that the overwhelming majority of Flatiron School DS grads use `pandas` on the job in some capacity.
-
-Unlike in base Python, where the Zen of Python says "There should be one-- and preferably only one --obvious way to do it", there is often more than one valid way to do something in `pandas`. However there are still more efficient and less efficient ways to use it. Specifically, the best `pandas` code is *performant* and *idiomatic*.
-
-Performant `pandas` code utilizes methods and broadcasting rather than user-defined functions or `for` loops. For example, if you need to strip whitespace from a column containing string data, the best approach would be to use the [`pandas.Series.str.strip` method](https://pandas.pydata.org/docs/reference/api/pandas.Series.str.strip.html) rather than writing your own function or writing a loop. Or if you want to multiply everything in a column by 100, the best approach would be to use broadcasting (e.g. `df["column_name"] * 100`) instead of a function or loop. You can still write your own functions if needed, but only after checking that there isn't a built-in way to do it.
-
-Idiomatic `pandas` code has variable names that are meaningful words or abbreviations in English, that are related to the purpose of the variables. You can still use `df` as the name of your DataFrame if there is only one main DataFrame you are working with, but as soon as you are merging multiple DataFrames or taking a subset of a DataFrame, you should use meaningful names. For example, `df2` would not be an idiomatic name, but `movies_and_reviews` could be.
-
-We also recommend that you rename all DataFrame columns so that their meanings are more understandable, although it is fine to have acronyms. For example, `"col1"` would not be an idiomatic name, but `"USD"` could be.
-
-Below are the definitions of each rubric level for this objective. This information is also summarized in the rubric, which is attached to the project submission assignment.
-
-#### Exceeds Objective
-Uses `pandas` to prepare data and answer business questions in an idiomatic, performant way
-
-#### Meets Objective (Passing Bar)
-Successfully uses `pandas` to prepare data in order to answer business questions
-
-> This includes projects that _occasionally_ use base Python when `pandas` methods would be more appropriate (such as using `enumerate()` on a DataFrame), or occasionally performs operations that do not appear to have any relevance to the business questions
-
-#### Approaching Objective
-Uses `pandas` to prepare data, but makes significant errors
-
-> Examples of significant errors include: the result presented does not actually answer the stated question, the code produces errors, the code _consistently_ uses base Python when `pandas` methods would be more appropriate, or the submitted notebook contains significant quantities of code that is unrelated to the presented analysis (such as copy/pasted code from the curriculum or StackOverflow)
-
-#### Does Not Meet Objective
-Unable to prepare data using `pandas`
-
-> This includes projects that successfully answer the business questions, but do not use `pandas` (e.g. use only base Python, or use some other tool like R, Tableau, or Excel)
-
-## Getting Started
-
-Please start by reviewing the contents of this project description. If you have any questions, please ask your instructor ASAP.
-
-Next, you will need to complete the [***Project Proposal***](#project_proposal) which must be reviewed by your instructor before you can continue with the project.
-
-Then, you will need to create a GitHub repository. There are three options:
-
-1. Look at the [Phase 2 Project Templates and Examples repo](https://github.com/learn-co-curriculum/dsc-project-template) and follow the directions in the MVP branch.
-2. Fork the [Phase 2 Project Repository](https://github.com/learn-co-curriculum/dsc-phase-2-project-v3), clone it locally, and work in the `student.ipynb` file. Make sure to also add and commit a PDF of your presentation to your repository with a file name of `presentation.pdf`.
-3. Create a new repository from scratch by going to [github.com/new](https://github.com/new) and copying the data files from one of the above resources into your new repository. This approach will result in the most professional-looking portfolio repository, but can be more complicated to use. So if you are getting stuck with this option, try one of the above options instead.
-
-## Summary
-
-This project will give you a valuable opportunity to develop your data science skills using real-world data. The end-of-phase projects are a critical part of the program because they give you a chance to bring together all the skills you've learned, apply them to realistic projects for a business stakeholder, practice communication skills, and get feedback to help you improve. You've got this!
+1. Clone this repository:
+ ```bash
+ git clone https://github.com/Kenizzle/dsc-phase-2-project-v3.git
+ cd dsc-phase-2-project-v3
diff --git a/Student.ipynb b/Student.ipynb
new file mode 100644
index 00000000..85837af4
--- /dev/null
+++ b/Student.ipynb
@@ -0,0 +1,3150 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "e37c61f7-97b6-4825-9ab6-b49e26bb8e75",
+ "metadata": {},
+ "source": [
+ "# 🎬 Movie Studio Analysis: Driving Success at the Box Office\n",
+ "\n",
+ "\n",
+ "\n",
+ "## Final Project Submission\n",
+ "\n",
+ "**Student Details**:\n",
+ "- **Name**: [Elsie Wairimu, Kennedy Wamwati, Antony Wala, Doreen Wathimu]\n",
+ "- **Pace**: Part Time\n",
+ "- **Scheduled Review**: [Date/Time]\n",
+ "- **Instructor**: [Instructor Name]\n",
+ "- **Blog Post URL**: [Your Blog URL]\n",
+ "\n",
+ "## Business Problem\n",
+ "\n",
+ "The entertainment industry is thriving with original content, and our company is launching a new movie studio to join the spotlight. As newcomers, we face a critical challenge: **What types of films should we produce to maximize box office success and minimize financial risks?**\n",
+ "\n",
+ "This analysis uses exploratory data analysis (EDA) to uncover trends in movie genres, ratings, runtimes, and box office performance. By answering key questions, we provide **actionable insights** to guide the studio head in making data-driven film production decisions, potentially saving millions in production costs.\n",
+ "\n",
+ "### Key Questions\n",
+ "- **Which genres** generate the highest box office revenue?\n",
+ "- **Do higher ratings** or **specific runtimes** correlate with better financial performance?\n",
+ "- **What market trends** (e.g., release year patterns) should guide our production strategy?"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "4e7ddc0c-1755-4f9a-bd62-ed3a318005da",
+ "metadata": {},
+ "source": [
+ "## 🎵 Import Libraries\n",
+ "\n",
+ "\n",
+ "\n",
+ "We begin by importing essential Python libraries for data manipulation, visualization, and statistical analysis. This sets the stage for a robust and engaging EDA."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "91c34c93-c023-4a21-a9e6-7f9b58eccb24",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Import libraries for analysis and visualization\n",
+ "import pandas as pd # Data manipulation and analysis\n",
+ "import sqlite3 # SQLite database querying\n",
+ "import matplotlib.pyplot as plt # Plotting\n",
+ "import seaborn as sns # Enhanced visualizations\n",
+ "from scipy import stats # Statistical tests (e.g., t-test)\n",
+ "from sklearn.linear_model import LinearRegression # Regression modeling\n",
+ "from sklearn.model_selection import train_test_split # Data splitting\n",
+ "from sklearn.metrics import mean_squared_error, r2_score # Model evaluation\n",
+ "import numpy as np # Numerical operations\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "# Set visualization style for clarity and appeal\n",
+ "sns.set(style=\"whitegrid\")\n",
+ "plt.rcParams['figure.figsize'] = (12, 8) # Larger figures for visibility\n",
+ "plt.rcParams['font.size'] = 12 # Readable font\n",
+ "plt.rcParams['axes.titlesize'] = 16 # Title font\n",
+ "plt.rcParams['axes.labelsize'] = 14 # Label font\n",
+ "plt.rcParams['xtick.labelsize'] = 12\n",
+ "plt.rcParams['ytick.labelsize'] = 12"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "08bc5a41-29c4-43f4-8d4b-dfd6e323f5d7",
+ "metadata": {},
+ "source": [
+ "## 📽️ Data Understanding\n",
+ "\n",
+ "\n",
+ "\n",
+ "We use two datasets to answer our business questions:\n",
+ "\n",
+ "- **IMDb Data (`im.db`)**: A SQLite database with movie metadata:\n",
+ " - `movie_basics`: Movie ID, title, release year, runtime, genres.\n",
+ " - `movie_ratings`: IMDb ratings and vote counts.\n",
+ "- **Box Office Mojo Data (`bom.movie_gross.csv.gz`)**: Financial data with domestic/foreign gross, studios, and release years.\n",
+ "\n",
+ "We load and inspect samples to understand structure, check for missing values, and identify cleaning needs. This ensures a reliable dataset for analysis.\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 89,
+ "id": "b9bda15f-a910-4700-bb02-2992c437ca6f",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Movie Basics Sample:\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
\n",
+ "
movie_id
\n",
+ "
primary_title
\n",
+ "
original_title
\n",
+ "
start_year
\n",
+ "
runtime_minutes
\n",
+ "
genres
\n",
+ "
\n",
+ " \n",
+ " \n",
+ "
\n",
+ "
0
\n",
+ "
tt0063540
\n",
+ "
Sunghursh
\n",
+ "
Sunghursh
\n",
+ "
2013
\n",
+ "
175.0
\n",
+ "
Action,Crime,Drama
\n",
+ "
\n",
+ "
\n",
+ "
1
\n",
+ "
tt0066787
\n",
+ "
One Day Before the Rainy Season
\n",
+ "
Ashad Ka Ek Din
\n",
+ "
2019
\n",
+ "
114.0
\n",
+ "
Biography,Drama
\n",
+ "
\n",
+ "
\n",
+ "
2
\n",
+ "
tt0069049
\n",
+ "
The Other Side of the Wind
\n",
+ "
The Other Side of the Wind
\n",
+ "
2018
\n",
+ "
122.0
\n",
+ "
Drama
\n",
+ "
\n",
+ "
\n",
+ "
3
\n",
+ "
tt0069204
\n",
+ "
Sabse Bada Sukh
\n",
+ "
Sabse Bada Sukh
\n",
+ "
2018
\n",
+ "
NaN
\n",
+ "
Comedy,Drama
\n",
+ "
\n",
+ "
\n",
+ "
4
\n",
+ "
tt0100275
\n",
+ "
The Wandering Soap Opera
\n",
+ "
La Telenovela Errante
\n",
+ "
2017
\n",
+ "
80.0
\n",
+ "
Comedy,Drama,Fantasy
\n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " movie_id primary_title original_title \\\n",
+ "0 tt0063540 Sunghursh Sunghursh \n",
+ "1 tt0066787 One Day Before the Rainy Season Ashad Ka Ek Din \n",
+ "2 tt0069049 The Other Side of the Wind The Other Side of the Wind \n",
+ "3 tt0069204 Sabse Bada Sukh Sabse Bada Sukh \n",
+ "4 tt0100275 The Wandering Soap Opera La Telenovela Errante \n",
+ "\n",
+ " start_year runtime_minutes genres \n",
+ "0 2013 175.0 Action,Crime,Drama \n",
+ "1 2019 114.0 Biography,Drama \n",
+ "2 2018 122.0 Drama \n",
+ "3 2018 NaN Comedy,Drama \n",
+ "4 2017 80.0 Comedy,Drama,Fantasy "
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Connect to SQLite database\n",
+ "try:\n",
+ " conn = sqlite3.connect('zippedData/im.db/im.db') # Establish connection to the database\n",
+ "except sqlite3.OperationalError as e:\n",
+ " print(f\"Error connecting to database: {e}\")\n",
+ " print(\"Ensure 'zippedData/im.db' is unzipped and in the correct path.\")\n",
+ " raise\n",
+ "\n",
+ "# Load samples from IMDB tables\n",
+ "print(\"Movie Basics Sample:\")\n",
+ "basics_sample = pd.read_sql(\"SELECT * FROM movie_basics LIMIT 5\", conn)\n",
+ "display(basics_sample)\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "da434fb4-ba17-4cff-8105-08aa2d8e88bc",
+ "metadata": {},
+ "source": [
+ "#### IMDb Data: Movie Basics Sample\n",
+ "The `movie_basics` table from the IMDb SQLite database (`im.db`) provides metadata on films, including titles, release years, runtimes, and genres. \n",
+ "\n",
+ "\n",
+ "**Key Observations**:\n",
+ "- **Structure**: Each row represents a unique film, identified by `movie_id` (e.g., `tt0063540`). Columns include `primary_title` (English title), `original_title` (original language), `start_year` (release year), `runtime_minutes` (duration), and `genres` (comma-separated categories).\n",
+ "- **Content**: The sample spans 2013-2019, with diverse genres like Action, Drama, Comedy, and Fantasy. Runtimes range from 80 to 175 minutes, though one film (`Sabse Bada Sukh`) has a missing runtime (`NaN`).\n",
+ "- **Relevance**: Genres are critical for answering *which genres maximize revenue?* Runtimes address *do specific runtimes impact performance?* The `movie_id` links to ratings, enabling quality analysis.\n",
+ "- **Limitations**: Missing runtimes (e.g., `Sabse Bada Sukh`) require cleaning (e.g., imputation or removal). The sample lacks financial data, necessitating a merge with Box Office Mojo. Older films (e.g., `tt0063540` released in 2013 despite earlier origins) suggest potential data inconsistencies in `start_year`.\n",
+ "- **Insight**: This table provides rich metadata for genre and runtime analysis but needs cleaning and integration with financial data to address revenue-focused questions."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 90,
+ "id": "71d17531-6a5b-44da-b4f7-94123627da12",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "Movie Ratings Sample:\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
\n",
+ "
movie_id
\n",
+ "
averagerating
\n",
+ "
numvotes
\n",
+ "
\n",
+ " \n",
+ " \n",
+ "
\n",
+ "
0
\n",
+ "
tt10356526
\n",
+ "
8.3
\n",
+ "
31
\n",
+ "
\n",
+ "
\n",
+ "
1
\n",
+ "
tt10384606
\n",
+ "
8.9
\n",
+ "
559
\n",
+ "
\n",
+ "
\n",
+ "
2
\n",
+ "
tt1042974
\n",
+ "
6.4
\n",
+ "
20
\n",
+ "
\n",
+ "
\n",
+ "
3
\n",
+ "
tt1043726
\n",
+ "
4.2
\n",
+ "
50352
\n",
+ "
\n",
+ "
\n",
+ "
4
\n",
+ "
tt1060240
\n",
+ "
6.5
\n",
+ "
21
\n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " movie_id averagerating numvotes\n",
+ "0 tt10356526 8.3 31\n",
+ "1 tt10384606 8.9 559\n",
+ "2 tt1042974 6.4 20\n",
+ "3 tt1043726 4.2 50352\n",
+ "4 tt1060240 6.5 21"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "print(\"\\nMovie Ratings Sample:\")\n",
+ "ratings_sample = pd.read_sql(\"SELECT * FROM movie_ratings LIMIT 5\", conn)\n",
+ "display(ratings_sample)\n"
+ ]
+ },
+ {
+ "attachments": {},
+ "cell_type": "markdown",
+ "id": "fb9dbe5f-cc4e-47e1-a023-3aa9c5e8344c",
+ "metadata": {},
+ "source": [
+ "#### IMDb Data: Movie Ratings Sample\n",
+ "\n",
+ "\n",
+ "\n",
+ "The `movie_ratings` table from IMDb provides user ratings and vote counts, linked to `movie_basics` via `movie_id`.\n",
+ "\n",
+ "**Key Observations**:\n",
+ "- **Structure**: Each row links a `movie_id` to an `averagerating` (1-10 scale) and `numvotes` (number of user votes).\n",
+ "- **Content**: Ratings range from 4.2 to 8.9, with vote counts varying widely (20 to 50,352). Low vote counts (e.g., 20 for `tt1042974`) suggest niche or less popular films, while high counts (e.g., 50,352 for `tt1043726`) indicate broader appeal.\n",
+ "- **Relevance**: Ratings address *do higher ratings correlate with financial performance?* High ratings may reflect quality, but low vote\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "90157ff9-b7cd-49c3-9e81-44babab526fc",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Box Office Mojo Sample:\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "
"
+ ],
+ "text/plain": [
+ " total_gross averagerating runtime_minutes numvotes\n",
+ "total_gross 1.000000 0.171346 0.181323 0.686678\n",
+ "averagerating 0.171346 1.000000 0.180795 0.342678\n",
+ "runtime_minutes 0.181323 0.180795 1.000000 0.259579\n",
+ "numvotes 0.686678 0.342678 0.259579 1.000000"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Summarize key numerical columns\n",
+ "print(\"Descriptive Statistics for Merged Data:\")\n",
+ "display(merged_df[['total_gross', 'averagerating', 'runtime_minutes']].describe())\n",
+ "\n",
+ "# Check correlation between numerical variables\n",
+ "print(\"\\nCorrelation Matrix:\")\n",
+ "correlation_matrix = merged_df[['total_gross', 'averagerating', 'runtime_minutes', 'numvotes']].corr()\n",
+ "display(correlation_matrix)\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "e720a893-ccde-42e4-85f8-e135b0d68c9b",
+ "metadata": {},
+ "source": [
+ "We summarized key numbers from our merged dataset (~6,376 films) and checked how they connect to find what drives box office success.\n",
+ "\n",
+ "- **What We Did**: Calculated **summary statistics** (averages, ranges) for revenue, IMDb ratings, and runtime. Used a **correlation matrix** to see how these factors relate (correlation near 1 means strong connection, 0 means none).\n",
+ "- **Results**: Average revenue is 92M dollars, ratings 6.5/10, and runtime 109 minutes. Revenue varies widely (up to 1.4B dollars). Vote count (popularity) strongly correlates with revenue (0.69), while ratings (0.17) and runtime (0.18) have weaker links.\n",
+ "- **Why It Matters**: Popularity drives earnings more than ratings or runtime, so our studio should focus on high-buzz films to maximize box office wins!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "id": "8cafc9b8-686a-416b-8c8f-7c3df5d2493a",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Plot a heatmap for correlations\n",
+ "plt.figure(figsize=(10, 8))\n",
+ "sns.heatmap(correlation_matrix, annot=True, cmap='RdYlBu', center=0, vmin=-1, vmax=1, \n",
+ " linewidths=0.5, linecolor='black', cbar_kws={'label': 'Correlation'})\n",
+ "plt.title('Correlation Heatmap of Revenue and Year', fontsize=16, pad=15)\n",
+ "plt.xticks(fontsize=12, rotation=45)\n",
+ "plt.yticks(fontsize=12)\n",
+ "plt.tight_layout()\n",
+ "plt.savefig('images/corr_heatmap.png')\n",
+ "plt.show()\n",
+ "# **Insight**: Weak correlation (~0.15) between revenue and year suggests studios drive earnings more."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "06e0e838-109a-4a95-b642-59305921b9b2",
+ "metadata": {},
+ "source": [
+ "We created a **heatmap** to show how revenue, ratings, runtime, and vote counts connect in our merged dataset (6,376 films).\n",
+ "\n",
+ "- **What We Did**: Used a colorful chart to display **correlations** (how closely numbers move together, from -1 to 1).\n",
+ "- **Results**: Revenue has a weak link with release year (~0.15) but a stronger tie to vote count (popularity, ~0.69), showing buzz matters more.\n",
+ "- **Why It Matters**: Earnings depend more on popularity than release timing, so our studio should focus on films that generate big buzz for maximum profits!\n",
+ "- The heatmap shows revenue isn’t strongly tied to release year, so we’ll focus on studios (like Disney) for big wins!"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "aa4be058-feff-4e04-9440-c8cae54e18ec",
+ "metadata": {},
+ "source": [
+ "## Hypothesis Testing: Do High-Grossing Genres *Really* Perform Better?\n",
+ "\n",
+ "Our initial exploration showed that genres like **Action** and **Adventure** have a much higher average gross than genres like **Drama**. To add statistical confidence to this observation, we will conduct a two-sample t-test.\n",
+ "\n",
+ "This test will help us determine if the observed difference in box office revenue between Action and Drama films is statistically significant or simply due to random chance.\n",
+ "\n",
+ "> **Null Hypothesis ($H_0$):** There is **no significant difference** in the average `total_gross` between Action and Drama films.\n",
+ ">\n",
+ "> **Alternative Hypothesis ($H_1$):** The average `total_gross` of Action films is **significantly higher** than that of Drama films.\n",
+ "\n",
+ "We will use a significance level of $\\alpha = 0.05$. If the resulting p-value is less than 0.05, we can confidently reject the null hypothesis."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "id": "9c390240-e99e-44cf-b498-bf67fd66c89f",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "T-Test Results for Action vs. Drama Gross:\n",
+ "T-statistic: 12.19\n",
+ "P-value: 0.0000\n",
+ "Result: Reject H0. Action movies have significantly higher gross than Drama movies.\n",
+ "\n",
+ "Mean Gross for Action: $171,392,909\n",
+ "Mean Gross for Drama: $38,268,931\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Filter data for Action and Drama genres\n",
+ "action_gross = merged_df[merged_df['genres'] == 'Action']['total_gross']\n",
+ "drama_gross = merged_df[merged_df['genres'] == 'Drama']['total_gross']\n",
+ "\n",
+ "# Perform two-sample t-test\n",
+ "t_stat, p_value = stats.ttest_ind(action_gross, drama_gross, equal_var=False)\n",
+ "\n",
+ "# Display results\n",
+ "print(\"T-Test Results for Action vs. Drama Gross:\")\n",
+ "print(f\"T-statistic: {t_stat:.2f}\")\n",
+ "print(f\"P-value: {p_value:.4f}\")\n",
+ "if p_value < 0.05:\n",
+ " print(\"Result: Reject H0. Action movies have significantly higher gross than Drama movies.\")\n",
+ "else:\n",
+ " print(\"Result: Fail to reject H0. No significant difference in gross between Action and Drama.\")\n",
+ "\n",
+ "# Compare means\n",
+ "print(f\"\\nMean Gross for Action: ${action_gross.mean():,.0f}\")\n",
+ "print(f\"Mean Gross for Drama: ${drama_gross.mean():,.0f}\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "9d3d1db9-94d3-4d2e-80dc-c778bcdbef39",
+ "metadata": {},
+ "source": [
+ "\n",
+ "We tested if **Action movies earn significantly more** at the box office than **Drama movies**, as our data suggested. We used a **two-sample t-test**, a statistical tool to compare average earnings (total gross) between the two genres.\n",
+ "\n",
+ "- **What We Did**: Set up a **null hypothesis** (no difference in earnings) and an **alternative hypothesis** (Action earns more). We compared Action and Drama films’ total gross, aiming for a **p-value** below 0.05 to confirm a real difference.\n",
+ "- **Results**: The **t-statistic** (12.19) shows a big gap in earnings. The **p-value** (0.0000) is far below 0.05, so we **reject the null hypothesis**. Action movies’ average gross (171M) is much higher than Drama’s (38M).\n",
+ "- **Why It Matters**: This confirms Action films significantly outperform Drama films financially, guiding our studio to prioritize high-energy genres like Action to maximize box office success!"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "626ed7ca-d0ff-4fde-bcfa-3bace77f9587",
+ "metadata": {},
+ "source": [
+ "## Linear Regression: What Factors Predict Box Office Gross?\n",
+ "\n",
+ "To understand the combined impact of different movie features on revenue, we will build a linear regression model. This model will help us predict `total_gross` based on a film's runtime, IMDb rating, number of votes, and genre.\n",
+ "\n",
+ "From our correlation matrix, we saw that `numvotes` (a proxy for a film's popularity or marketing buzz) has the strongest positive relationship with `total_gross` ($r=0.69$). The model will help quantify this relationship alongside other key factors.\n",
+ "\n",
+ "_**Note on Coefficients:** The model produced a slightly negative coefficient for `averagerating`. This is likely due to multicollinearity; `averagerating` is moderately correlated with `numvotes`. Because `numvotes` is a much stronger predictor, the model may be attributing the shared variance to it, diminishing the isolated effect of the rating itself."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "id": "0b00efee-62f0-493b-841e-6cb96e64954d",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Linear Regression Results:\n",
+ "R-squared: 0.5084\n",
+ "RMSE: $131,626,520\n",
+ "\n",
+ "Coefficients:\n",
+ "runtime_minutes: 305,931.40\n",
+ "averagerating: -10,044,314.62\n",
+ "numvotes: 869.52\n",
+ "genre_Sci-Fi: 62,213,402.00\n",
+ "genre_Adventure: 114,721,666.80\n",
+ "genre_Action: 40,897,335.26\n",
+ "genre_Drama: -22,533,626.49\n",
+ "Intercept: 48,179,395.87\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Prepare data for regression\n",
+ "# Create dummy variables for top genres (e.g., Sci-Fi, Adventure, Action, Drama)\n",
+ "top_genres = ['Sci-Fi', 'Adventure', 'Action', 'Drama'] # Based on gross_by_genre output\n",
+ "merged_df_dummies = pd.get_dummies(merged_df, columns=['genres'], prefix='genre')\n",
+ "# Keep only top genre dummies\n",
+ "genre_columns = [f'genre_{genre}' for genre in top_genres]\n",
+ "missing_cols = [col for col in genre_columns if col not in merged_df_dummies.columns]\n",
+ "for col in missing_cols:\n",
+ " merged_df_dummies[col] = 0 # Add missing columns as zeros\n",
+ "\n",
+ "# Select features and target\n",
+ "features = ['runtime_minutes', 'averagerating', 'numvotes'] + genre_columns\n",
+ "X = merged_df_dummies[features].dropna()\n",
+ "y = merged_df_dummies.loc[X.index, 'total_gross']\n",
+ "\n",
+ "# Split data into training and test sets\n",
+ "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
+ "\n",
+ "# Fit linear regression model\n",
+ "model = LinearRegression()\n",
+ "model.fit(X_train, y_train)\n",
+ "\n",
+ "# Predict and evaluate\n",
+ "y_pred = model.predict(X_test)\n",
+ "r2 = r2_score(y_test, y_pred)\n",
+ "rmse = np.sqrt(mean_squared_error(y_test, y_pred))\n",
+ "\n",
+ "# Display results\n",
+ "print(\"Linear Regression Results:\")\n",
+ "print(f\"R-squared: {r2:.4f}\")\n",
+ "print(f\"RMSE: ${rmse:,.0f}\")\n",
+ "print(\"\\nCoefficients:\")\n",
+ "for feature, coef in zip(features, model.coef_):\n",
+ " print(f\"{feature}: {coef:,.2f}\")\n",
+ "print(f\"Intercept: {model.intercept_:,.2f}\")\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0487e1a1-ef6f-4e35-a9c1-bfcfb7258ffe",
+ "metadata": {},
+ "source": [
+ "\n",
+ "- **What We Did**: We developed a statistical model to estimate total gross revenue based on key predictors: runtime in minutes, IMDb average rating, number of votes, and genre categories (focusing on Sci-Fi, Adventure, Action, and Drama as studio-aligned proxies). The model’s performance is measured by two key metrics: **R-squared**, which indicates how much of the revenue variation the model explains (ranging from 0 to 1), and **Root Mean Squared Error (RMSE)**, which quantifies the average prediction error in dollars. We also examined the **coefficients**, which show the impact of each predictor on revenue, holding other factors constant.\n",
+ "- **Results**: The model achieves an **R-squared of 0.5084**, meaning it explains about 50.84% of the variation in box office revenue a solid fit that captures a significant portion of the financial trends. The **RMSE of 131,626,520 dollars** indicates the average prediction error is approximately $131.6 million, reflecting some variability in high-stakes film earnings.\n",
+ "\n",
+ "- Diving into the coefficients:\n",
+ " - **Runtime (minutes)**: A positive coefficient of 305,931.40 dollars suggests that each additional minute of runtime increases revenue by about 305,931 dollars, reinforcing the 90-120 minute sweet spot we identified earlier.\n",
+ " - **Average Rating**: A negative coefficient of 10,044,314.62 dollars implies that higher ratings slightly reduce predicted revenue, hinting that critical acclaim alone doesn’t drive box office success marketing and spectacle may matter more.\n",
+ " - **Number of Votes**: A coefficient of 869.52 dollars indicates that each additional vote (a proxy for popularity) boosts revenue by 869 dollars, underscoring the power of audience engagement.\n",
+ " - **Genres**: \n",
+ " - **Sci-Fi**: Adds 62,213,402.00 dollars, showing a strong revenue boost.\n",
+ " - **Adventure**: Contributes 114,721,666.80 dollars, the highest genre impact, aligning with family-friendly blockbusters.\n",
+ " - **Action**: Increases revenue by 40,897,335.26 dollars, reflecting action-packed hits.\n",
+ " - **Drama**: Reduces revenue by 22,533,626.49 dollars, suggesting lower earning potential compared to high-energy genres.\n",
+ " - **Intercept**: The base revenue without these factors is 48,179,395.87 dollars, providing a starting point for predictions.\n",
+ " Notably, release year was initially considered but showed little impact (coefficient not provided, likely near zero), indicating timing is less critical than genre and popularity.\n",
+ "- **Why It Matters**: This analysis is a goldmine for our studio’s strategy! The 50.84% explanatory power and moderate runtime effect validate targeting films around 90-120 minutes, while the genre coefficients highlight Adventure and Sci-Fi as lucrative choices—think Disney-style epics or Marvel-esque franchises. The negative rating impact and positive vote coefficient suggest investing in high-buzz, spectacle-driven films over critically acclaimed dramas. With an error of $131.6 million, the model isn’t perfect, but it points us toward studios like Disney, which dominate these genres. As we plan for 2026 releases, leveraging these insights can position our studio to outshine competitors and maximize box office revenue!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 37,
+ "id": "7a9263f7-7d78-4da8-b3af-e192530cd4bd",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Plot predicted vs. actual gross\n",
+ "plt.figure(figsize=(12, 8)) # Bigger figure size\n",
+ "plt.scatter(y_test/1e6, y_pred/1e6, alpha=0.5, color='teal', edgecolors='black', s=100) # Vibrant color, larger points\n",
+ "plt.plot([y_test.min()/1e6, y_test.max()/1e6], [y_test.min()/1e6, y_test.max()/1e6], 'r--', linewidth=2) # Red dashed line\n",
+ "plt.xlabel('Actual Total Gross ($ Millions)', fontsize=12)\n",
+ "plt.ylabel('Predicted Total Gross ($ Millions)', fontsize=12)\n",
+ "plt.title('Predicted vs. Actual Box Office Gross', fontsize=16, pad=15)\n",
+ "plt.grid(True, linestyle='--', alpha=0.7) # Add grid for clarity\n",
+ "plt.gca().xaxis.set_major_formatter(plt.FuncFormatter(lambda x, _: f'{x:.0f}M')) # Format axes in millions\n",
+ "plt.gca().yaxis.set_major_formatter(plt.FuncFormatter(lambda x, _: f'{x:.0f}M'))\n",
+ "plt.tight_layout() # Prevent label cutoff\n",
+ "plt.savefig('images/pred_vs_actual.png') # Save for submission\n",
+ "plt.show()\n",
+ "# **Insight**: Points near the red line show good predictions; scatter suggests the model captures moderate trends but struggles with blockbusters."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "ae0fbedd-0f65-4ff6-9362-b6fff1c8c6a8",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "To see how well our model predicts movie earnings, we created a **scatter plot** comparing **actual box office revenue** to **predicted revenue** from our linear regression model.\n",
+ "\n",
+ "- **What We Did**: Plotted actual vs. predicted gross (in millions), with a red line showing perfect predictions.\n",
+ "- **Results**: Points near the red line mean accurate predictions. Many points are close, but some blockbusters (high earners) are off, showing the model’s limits.\n",
+ "- **Why It Matters**: This plot confirms our model predicts moderate earners well but struggles with huge hits, guiding our studio to focus on popular genres like Adventure for better predictions!"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "7189d993-267e-46c8-86b8-799be2152c6a",
+ "metadata": {},
+ "source": [
+ "## 🎥 5. Visualizations\n",
+ "\n",
+ "\n",
+ "\n",
+ "We created six visualizations (three core for recommendations, three expanded for deeper insights) to make trends accessible and engaging. Each plot is styled with vibrant colors and clear labels, tied directly to our business questions:\n",
+ "\n",
+ "- **Core Visuals**: Genres, ratings, and year for recommendations.\n",
+ "- **Expanded Visuals**: Runtime distribution, yearly trends, and correlations for robustness."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 68,
+ "id": "7f5a729b-5176-4afc-93ec-6adc5b143554",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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srCwtX75clSpVyjNP28iRI7Vs2TJ16NAhz+s8Ho/27t0rSapUqZKks4GNJF111VX5Hqug72urfiZI/jnHd955R19++aXKlCmTZ/tDhw4pISFBTqfT23vOMAxVq1ZNFStWzLXt8ePH9dprr0mSbr311nyP36lTJ0nSp59+mv8JA8AlYqJzAIDPrF69WjNmzFBUVJRmzpzpvRHJysrS2LFjtXjxYj388MP65JNPZBiG93WHDx9WuXLl9Omnn3pvCHbt2qXBgwfr7bffVocOHXJNkFuQ+++/v9C1xsfHS1K+w+zOXX7y5MkL7ivnRq2g34gXxubNmzVp0iRVrFhR06dPV7169SSdfe9eeOEFffrpp3rppZfyDJ/YtWuXrrnmGk2ePNl747F69WoNHz5cCxYs0MMPP5zn6UuZmZn6/PPPVaZMGXk8HtlsNp0+fVqjRo1SVlaWJk6cqJtvvtm7/cKFC/X88897J7wNCgrS9u3btXLlSrVs2VLvv/++N4w7ffq0+vTpo82bN2vbtm265pprCnX+Bw4c0HPPPaf+/ftLOhtUjhw5UuvXr9fEiRO9E+zefvvtevnll7V06VL985//zLWPzz77TJJ02223XfB4+/fvV2xsrGrUqOGtsVmzZrryyisVFxeXp/abb75Zr7zyir755hu98MILucLH7777TqdPn1bHjh29n8HHH3+sxYsXKyYmRm+//bZ3aE1KSooefvhhbdy4UVOnTs3zlLTff/9djz32mIYOHSpJ3l4yY8aMUXp6uiZPnqxu3bp5t4+Pj9edd96pP//8U6tXr/YGbJs3b9acOXNUqVIlzZ4929sr49dff9WgQYN0+vTpPO/J448/rkOHDumee+7R448/7j3HnTt36r777tOYMWPUtGlT783x5ch5AtnGjRu1b9++XEFASkqK1q9fry5duvjkwQm1atXS5s2b9dtvv+VZ98cff2jq1KneXihnzpzx9iCaNWvWRX2n5CctLU2///67Zs+erY0bNyoiIkIDBgzwrt+zZ4/mzJmj6tWra+HChbmG3n3++ed69NFHtXDhQj322GNyOp16+umnNXnyZO3bt0+dOnUq9FP2vvnmGz322GO67777ZBiGPB6PHnnkEX311Vd6//33veH/mTNn9Pzzz0uStweZJCUnJ2v48OH63//+V+hz/+GHH5SWlubdR2EtXrxYf/75p6Kjo72BYs739blDAM9V0Pe1VT8TLsSX51iQSZMmSZI6dOiQ54l6Od555x1t2rRJsbGxMk1TQ4cO1T333JPvts2bN5fdbtemTZsKdXwAKCx6SgEAfGbWrFmSpCeeeCLXb8aDgoL04osvqkaNGtq7d2++PRaeeuqpXDemjRs31vDhw2WapubPn+/zWnOGwxXUoyZn+V+HzeXn2LFjkvK/mUhPT9djjz2W73/z5s3zbvfee+9Jkp5++mlvICWdfe+ef/55lStXTitWrMh3CNJzzz2X62Y2p6eFy+XSgQMH8mx/6623en+zbrOd/afAxx9/rMTERPXt2zdXICVJd955pzp06KBDhw7pm2++kXT2KVWSVK5cuVwBTdmyZfXSSy9p/Pjxqlq16vnetlxatmzpDaQkKTQ0VOPHj5fT6dTSpUu9n0OPHj0UFBSkr7/+Wunp6d7tjx8/ru+++67AoSx/ldNL6q8BVs7f/3rNlSlTRu3atVNCQkKem7LPP/9c0v/1ppL+7/P8z3/+k+9cL06nU3Pnzs3TG8fhcOQKLWw2m1JTU9WwYUPdfvvtuQIp6eyNak6gcvjwYe/yDz/8UJI0evRobyAlne1tMXr06Dzvx86dO7Vt2zbVqVNHTz75ZK7PtEmTJnrggQeUnZ3t3a8vFDSEb9WqVcrMzMzV6+xyRERESJJ3CNO5evTo4X3/pLOfc84T2s5tn4XRuXNn1alTJ9d/OUNalyxZolq1aun999/3DuOTzg6XvP766/Xvf/87z1xQt9xyi0qXLq309HSdOnXqomr5q3r16mno0KHeXwbYbDZvezu3583SpUuVlJSk3r175wqTIiIi9Oqrr17UUwO3bt0qSYXqyZVjx44dGj9+vCTpscceU1BQkKT/G1rmi+/rgvjyZ8L5+OMc58yZo88//1yhoaHnDS6/+OILbd26VdnZ2bLZbIqPj8+3neQcv3r16jp27Jh+//33C9YAAIVFKAUA8AmXy6UffvhBhmHo+uuvz7Pe4XB4b6j/OvTK6XTm+5quXbvmu70v5Nxcndtj61w58/jk/P98/jp307mys7O1fPnyfP/74YcfvK/Pmafjr71/pLMBTYsWLXJtd+66/G76cgKyc4ObHPltn/Me53d8SWrfvn2u7Zo2bSqn06kvv/xSQ4YM0eLFi73h3D//+U/ddtttqly5cr77yk/37t3zLCtfvrwaNWqkjIwM79DBqKgode7cWWlpad6ATPq/SYUL00vK7XZr2bJlstls3iF7OXr27Cm73a6VK1fm6U2U3xC+zMxMrVq1SqVLl/bexJ84cUIHDhxQREREnmFL0tl5xerWravk5GT9+OOPudZVr149z01pqVKlNH78+DzDMU+cOKF169bp559/liRvwGWaprZs2SK73Z7v8LcuXbrkCRdyguKWLVt6g8pzXXfddZL+L2jwha5du8rpdOYJpVasWKHSpUt7r7nLlTN/V35tPb/rrkGDBqpYsaKOHj2a71xqBenSpYu6d++u7t27q2PHjt6woW7dupo7d65WrFiRp8dn69at9dZbb+UKgl0ul3799Vd9/PHH3p5ylzuUML+gNuc74tz517777jtJZwO2v6pSpUqheqzmOHr0qPd1hbFt2zbdd999Sk9PV79+/XKFvL78vi6IP47hj3P88MMP9fLLL8swDL388sv5zk+VY+bMmdq1a5c+/fRTtWjRQkuWLNGAAQMKvN5yhpznfLYA4AsM3wMA+ERCQoKys7NVpkwZhYeH57tNzj9oc4Yp5KhcubL3Bu6vy6X/65XjSznDggqa0Dhn+blPQCpIpUqVdODAAcXHx+eZD6R06dJ5njD26aef6qmnnvL+PSEhwRsetWzZ8rzH+uvNQERERL43MTmT1eZ3A/PX4Xzn7jfnCUwFyQmeKleurFdffVXPP/+8Nm3a5O09dNVVV6lr167q169fgcNQ8lNQr6r8roE77rhDX375pZYuXeodrrZkyRLZ7fYC50M517p16xQfH6/g4GA99thjedY7nU5lZGTok08+8Q6jk+SdY+vbb79VZmamgoODtXr1aqWmpqpPnz7eazjnPUpOTr5gL5GjR4/mCgwiIyML3PaHH37Q4sWL9eOPP+rgwYPeHhM5n3/OZ52QkKC0tDSVK1cu3+s3NDRUZcuWzdUOcz7/OXPmaM6cOQXWkHNuvhAZGanWrVtr3bp1iouL01VXXaWEhAR999136t69e77fCZciZy62/N7b8113x48f14kTJwrd4++pp57KNU/c8ePHNXToUP3888967733dPXVV+c7iXRmZqaWLFmib7/9VgcOHNDRo0flcrkk5f1sL1V+554Tgpw7kfqFgqQqVaooNja2UMfM6d1V0M+Dc3355Zd68sknlZGRoT59+niHEObI+b4u6AEGF/N9XZCL/ZmwcuVKrVy5Ms923bp1y9OjUSr6czRNU//97381c+ZM2e12vfzyy3l6vf5VztxSDRo00DvvvKPbb79d+/bt0+eff55vwJ/T6/Bye+4BwLkIpQAAPpFz01TQb3nP3eavN5v59cw4d/v8buQuV05g8teALMeF5hc5V7169XTgwAH98MMPuR79XVg5Pa2CgoLy7TF2rho1auT6+/ne74Lk937n1NCxY8fz3kSeO5/QTTfdpPbt22v16tVat26dtmzZori4OMXFxWn27NmaNWtWoXtWFDTnSX7XQOvWrVWlShVt3rxZ8fHxOnbsmPbv368OHToUKgjLGbqXmZl53p4/ixYt8s7BI539fG644QYtXLhQa9eu1fXXX+/tNXVuGJbzXkZFReV67Hp+/np9FfR5jhkzRvPmzZPdblfdunV1ww03qHbt2mrSpIk2bNigd955x7ttTqCR3xMKc/w15MjZtlGjRrmG+/3VpVxv53PjjTdq3bp1+vLLL3XVVVfpm2++UXZ29gVvpi/GTz/9JCn/HoIXc91drIoVK2ratGnq2bOnVq9erZdfflkvvPBCrm1OnDih/v37648//lDp0qXVqFEjdezYUXXq1FHLli11zz336MiRI5dcw8XK6VVW0LVzMeFYYa5DSXr33Xc1ceJEmaapBx54IN/hZjntuqD5lC7m+7ogF/sz4ZdfftHy5cvzbFejRo08oVRRn2NGRoYef/xxrVy5UiEhIXr99ddzDUstjKCgIN10003at2+ffvzxx3xDqZzvtvP1DgaAi0UoBQDwiaioKDmdTiUkJCglJSXfYCPnyXvlypXLtTw+Pl6maea54c0ZOpPzdCJfypm/av/+/fmuz3kSUmHmQ+nRo4e++OILLVu2TPfff/9F9/DIee9cLpf+85//+KyHyMWoUKGCfv/9dw0cOPCigrXw8HD16NHD22Np7969mjhxojZu3Kg333zTO7fShRTUGy7nGjh3KGDOsLupU6dq1apV3pv2wgzdO336tNatW6egoCBt3rw53+s0KytLbdu21cGDB7Vp0ya1bdvWu65nz55auHChvvrqK7Vp00br1q1TtWrV1Lx5c+82OTeNwcHBeSamvxRbt27VvHnzVLlyZb333nt5huP8dfhbmTJlFBwcrMTERKWlpeWZLDwzMzPPvDE5Nbdp06bQk2f7QpcuXbxD+EaOHKkVK1aoXLlyBQ4jvVjHjh3Tzz//LIfDke+DCE6cOJHvMNOca+pihqDmp2rVqnrmmWc0evRozZs3T506dcoVVL7xxhv6448/1KNHD7388st52n5SUtJlHf9iVapUSb/99puOHj2a71PgLqanXE7vrPwm1c8xduxYzZ07Vw6HQy+88IL69OmT73Y539e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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Visualization 1: Bar Chart - Average Gross by Genre (Core)\n",
+ "ting_by_genre = imdb_df_exploded.groupby('genres')['averagerating'].mean().sort_values(ascending=False).head(10)\n",
+ "\n",
+ "# Convert to DataFrame for proper hue assignment\n",
+ "rating_df = pd.DataFrame({'Average Rating': rating_by_genre.values}, index=rating_by_genre.index)\n",
+ "\n",
+ "# Set a vibrant color palette\n",
+ "custom_palette = sns.color_palette(\"husl\", len(rating_df))\n",
+ "\n",
+ "# Create a larger figure\n",
+ "plt.figure(figsize=(12, 8)) # Increased size from default (6.4, 4.8)\n",
+ "\n",
+ "# Use hue with the index (genres) and set legend=False\n",
+ "sns.barplot(data=rating_df, x='Average Rating', y=rating_df.index, hue=rating_df.index, \n",
+ " palette=custom_palette, legend=False, edgecolor='black', linewidth=1.5)\n",
+ "\n",
+ "# Add titles and labels with larger fonts\n",
+ "plt.title('Top 10 Genres by Average IMDb Rating (2010-2023)', fontsize=16, pad=20)\n",
+ "plt.xlabel('Average Rating', fontsize=12)\n",
+ "plt.ylabel('Genre', fontsize=12)\n",
+ "\n",
+ "# Add grid for better readability\n",
+ "plt.grid(True, axis='x', linestyle='--', alpha=0.7)\n",
+ "\n",
+ "# Customize tick labels\n",
+ "plt.tick_params(axis='both', labelsize=10)\n",
+ "\n",
+ "# Adjust layout and save with higher DPI for quality\n",
+ "plt.tight_layout()\n",
+ "plt.savefig('images/top_genres_rating.png', dpi=300, bbox_inches='tight')\n",
+ "plt.show()\n",
+ "\n",
+ "# **Insight**: Sci-Fi ($296M) and Adventure ($279M) lead, earning 2-3x more than Drama—prioritize these for blockbuster hits.\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "329a847e-959e-4fc0-bf47-e24e9dbfba9c",
+ "metadata": {},
+ "source": [
+ "We created a vibrant **bar chart** showing the top 10 genres by average box office earnings from 2010-2023, using our merged dataset (6,376 films).\n",
+ "\n",
+ "- **What We Did**: We calculated the mean IMDb rating for each genre from 2010-2023, ranked the top 10, and crafted a vibrant bar chart to highlight critically acclaimed categories.\n",
+ "- **Results**: The enlarged, colorful chart showcases top-rated genres (e.g., Documentary or Drama might lead with 7.5+), with bold bars and a grid for easy reading. Exact rankings depend on the data, but niche genres shine in ratings.\n",
+ "- **Why It Matters**: This highlights genres with strong critical appeal perfect for awards buzz! Merging with Box Office Mojo data will align quality with earnings for our 2026 blockbuster strategy."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 69,
+ "id": "23e0c195-bd56-4871-9302-4ff0d9e340cf",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Visualization 2: Scatter Plot - Rating vs. Gross (Core)\n",
+ "import seaborn as sns\n",
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "plt.figure(figsize=(14, 10)) # Increased size\n",
+ "\n",
+ "# scatter plot with hue for genres and vibrant palette\n",
+ "sns.scatterplot(data=merged_df, x='averagerating', y='total_gross', hue='genres', \n",
+ " alpha=0.7, s=120, palette='bright', edgecolor='white', linewidth=0.7)\n",
+ "\n",
+ "# Add titles and labels with larger, bold fonts\n",
+ "plt.title('IMDb Rating vs. Box Office Gross (2010-2023)', fontsize=18, weight='bold', pad=20)\n",
+ "plt.xlabel('IMDb Average Rating', fontsize=14, weight='bold')\n",
+ "plt.ylabel('Total Gross ($ Millions)', fontsize=14, weight='bold')\n",
+ "\n",
+ "# Add grid and background style for clarity and appeal\n",
+ "plt.grid(True, linestyle='--', alpha=0.5, zorder=0)\n",
+ "plt.style.use('ggplot') # Use a valid style for a clean, appealing background\n",
+ "\n",
+ "# Set y-axis to linear scale and format for millions\n",
+ "plt.yscale('linear')\n",
+ "plt.gca().yaxis.set_major_formatter(plt.FuncFormatter(lambda x, _: f'{x/1e6:.0f}M'))\n",
+ "\n",
+ "# Customize tick labels and legend\n",
+ "plt.tick_params(axis='both', labelsize=12, width=1.5)\n",
+ "plt.legend(bbox_to_anchor=(1.15, 1), loc='upper left', title='Genres', title_fontsize=12, \n",
+ " fontsize=10, frameon=True, facecolor='white', edgecolor='black')\n",
+ "\n",
+ "# Adjust layout and display\n",
+ "plt.tight_layout()\n",
+ "plt.show()\n",
+ "# **Insight**: High-gross films cluster at 6-8 ratings, suggesting marketing and spectacle drive revenue more than critical acclaim.\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0731771d-6efc-4917-b451-5ab72187fdd4",
+ "metadata": {},
+ "source": [
+ "We created a vibrant **scatter plot** showing how IMDb ratings connect to box office earnings for our merged dataset (6,376 films), with colors for different genres.\n",
+ "\n",
+ "- **What We Did**: Plotted ratings (1-10) against revenue (in millions), using bright colors to highlight genre trends.\n",
+ "- **Results**: Movies with ratings of 6-8 often earn the most, especially in high-energy genres like Action and Adventure, suggesting hype beats critical praise.\n",
+ "- **Why It Matters**: This shows our studio should focus on popular, spectacle-driven films over just high ratings to boost box office success!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 85,
+ "id": "fe154a16-1cac-46e9-853a-ee492033b510",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Visualization 3: Box Plot - Gross by Year (Core)\n",
+ "# Create the box plot with hue assigned to 'year' and legend disabled\n",
+ "plt.figure(figsize=(14, 8)) # Increased size from (10, 6)\n",
+ "\n",
+ "# Enhanced box plot with hue for genres and vibrant palette\n",
+ "sns.boxplot(data=merged_df, x='year', y='total_gross', hue='genres', palette='bright', \n",
+ " width=0.8, fliersize=5, linewidth=1.5, dodge=True)\n",
+ "\n",
+ "# Add titles and labels with larger, bold fonts\n",
+ "plt.title('Box Office Gross by Release Year (2010-2023)', fontsize=18, weight='bold', pad=20)\n",
+ "plt.xlabel('Release Year', fontsize=14, weight='bold')\n",
+ "plt.ylabel('Total Gross ($ Millions)', fontsize=14, weight='bold')\n",
+ "\n",
+ "# Add grid for clarity\n",
+ "plt.grid(True, linestyle='--', alpha=0.5, zorder=0)\n",
+ "\n",
+ "# Set y-axis to linear scale and format for millions\n",
+ "plt.yscale('linear')\n",
+ "plt.gca().yaxis.set_major_formatter(plt.FuncFormatter(lambda x, _: f'{x/1e6:.0f}M'))\n",
+ "\n",
+ "# Customize tick labels and legend\n",
+ "plt.tick_params(axis='both', labelsize=12, width=1.5)\n",
+ "plt.legend(bbox_to_anchor=(1.15, 1), loc='upper left', title='Genres', title_fontsize=12, \n",
+ " fontsize=10, frameon=True, facecolor='white', edgecolor='black')\n",
+ "\n",
+ "# Adjust layout and display\n",
+ "plt.tight_layout()\n",
+ "plt.show()\n",
+ "# **Insight**: 2015-2018 show higher medians and outliers (e.g., Avengers-era), indicating summer blockbusters drive peaks."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "8e42ed58-9ac3-4dcf-892d-279274c3da1e",
+ "metadata": {},
+ "source": [
+ "We created a vibrant **box plot** showing how box office earnings vary by release year from our merged dataset (6,376 films).\n",
+ "\n",
+ "- **What We Did**: Plotted revenue ranges (in millions) for each year, using colors to highlight trends.\n",
+ "- **Results**: Years 2015-2018 have higher typical earnings and big outliers (e.g., Avengers films), pointing to summer blockbusters as key drivers.\n",
+ "- **Why It Matters**: Releasing high-energy films like summer blockbusters in peak years like 2015-2018 can boost our studio’s box office success!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 86,
+ "id": "9da1c638-c98b-4742-9d8d-18a72c138be2",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import pandas as pd\n",
+ "import seaborn as sns\n",
+ "import matplotlib.pyplot as plt\n",
+ "import numpy as np\n",
+ "import sqlite3\n",
+ "from scipy.stats import gaussian_kde\n",
+ "\n",
+ "\n",
+ "# Set vibrant Seaborn style\n",
+ "sns.set(style=\"whitegrid\", rc={\"axes.facecolor\": \"#f0f4f8\", \"figure.facecolor\": \"#ffffff\"})\n",
+ "plt.rcParams['font.family'] = 'Arial' # Modern font\n",
+ "plt.rcParams['axes.titlesize'] = 24 # Larger title\n",
+ "plt.rcParams['axes.labelsize'] = 18 # Larger labels\n",
+ "plt.rcParams['xtick.labelsize'] = 14 # Larger ticks\n",
+ "plt.rcParams['ytick.labelsize'] = 14\n",
+ "\n",
+ "# Create a larger figure\n",
+ "plt.figure(figsize=(14, 8))\n",
+ "\n",
+ "# Histogram with KDE (Kernel Density Estimate)\n",
+ "sns.histplot(\n",
+ " data=imdb_df_exploded,\n",
+ " x='runtime_minutes',\n",
+ " bins=30,\n",
+ " color='#26a69a', # Teal for bars\n",
+ " alpha=0.7, # Slight transparency\n",
+ " edgecolor='white', # White edges for definition\n",
+ " linewidth=1.5\n",
+ ")\n",
+ "\n",
+ "# Fit and plot KDE curve\n",
+ "runtime_data = imdb_df_exploded['runtime_minutes'].dropna()\n",
+ "kde = gaussian_kde(runtime_data)\n",
+ "x_range = np.linspace(runtime_data.min(), runtime_data.max(), 100)\n",
+ "kde_values = kde(x_range)\n",
+ "plt.plot(x_range, kde_values * len(runtime_data) * (x_range[1] - x_range[0]), # Scale to match histogram\n",
+ " color='#ff7043', # Orange for curve\n",
+ " linewidth=3,\n",
+ " label='Density Curve')\n",
+ "\n",
+ "# Customize title and labels\n",
+ "plt.title('Distribution of Movie Runtimes (2010-2023)', fontsize=24, weight='bold', color='#2c3e50', pad=20)\n",
+ "plt.xlabel('Runtime (Minutes)', fontsize=18, weight='bold', color='#2c3e50')\n",
+ "plt.ylabel('Frequency', fontsize=18, weight='bold', color='#2c3e50')\n",
+ "\n",
+ "# Add annotation for peak runtime\n",
+ "peak_runtime = x_range[np.argmax(kde_values)]\n",
+ "peak_freq = kde(peak_runtime) * len(runtime_data) * (x_range[1] - x_range[0])\n",
+ "plt.annotate(\n",
+ " f'Peak: ~{peak_runtime:.0f} min',\n",
+ " xy=(peak_runtime, peak_freq),\n",
+ " xytext=(peak_runtime, peak_freq + 50),\n",
+ " arrowprops=dict(facecolor='#ff7043', shrink=0.05, headwidth=10),\n",
+ " fontsize=14,\n",
+ " color='#ff7043',\n",
+ " weight='bold'\n",
+ ")\n",
+ "\n",
+ "# Add legend\n",
+ "plt.legend()\n",
+ "\n",
+ "# Add subtle gradient background\n",
+ "ax = plt.gca()\n",
+ "ax.set_facecolor('#f0f4f8')\n",
+ "gradient = np.linspace(0, 1, 256).reshape(1, -1)\n",
+ "gradient = np.vstack((gradient, gradient))\n",
+ "ax.imshow(gradient, aspect='auto', cmap='viridis', alpha=0.1, extent=ax.get_xlim() + ax.get_ylim())\n",
+ "\n",
+ "# Customize spines\n",
+ "ax.spines['top'].set_visible(False)\n",
+ "ax.spines['right'].set_visible(False)\n",
+ "ax.spines['left'].set_color('#2c3e50')\n",
+ "ax.spines['bottom'].set_color('#2c3e50')\n",
+ "\n",
+ "# Adjust layout and save\n",
+ "plt.tight_layout()\n",
+ "plt.savefig('images/runtime_distribution_enhanced.png', dpi=300, bbox_inches='tight')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "1171b3d0-de3e-46eb-8cc5-b0620b30dd3e",
+ "metadata": {},
+ "source": [
+ "\n",
+ "## Explanation of the Graph\n",
+ "\n",
+ "### Purpose\n",
+ "- **Objective**: This graph visualizes how movie runtimes are distributed over the period from 2010 to 2023, identifying the most common durations. This insight is critical for the studio to decide optimal runtime lengths that align with audience preferences and maximize box office success.\n",
+ "- **Relevance**: Our notebook highlights that runtimes of 90-120 minutes correlate with higher gross revenue (e.g., a correlation of 0.3 from the heatmap). This graph confirms the prevalence of such runtimes.\n",
+ "\n",
+ "### Insights\n",
+ "- **Peak Runtime**: The distribution peaks around 90-120 minutes, aligning with our notebook’s finding that this range optimizes revenue. For example, the annotation might show a peak at 100 minutes, where the frequency is highest (e.g., 500-800 movies).\n",
+ "- **Distribution Shape**: The curve shows a right-skewed bell shape, with fewer movies below 75 minutes or above 150 minutes, indicating that most films cluster around the 90-120 minute mark.\n",
+ "- **Implications**: This suggests our studio should prioritize scripts targeting 90-120 minutes to match audience preferences and theater scheduling, potentially reducing financial risks by aligning with industry norms.\n",
+ "\n",
+ "- **Time Frame**: Covers 2010-2023, as specified.\n",
+ "\n",
+ "#### What we noted\n",
+ "- **Target Optimal Runtime**: Focus on producing movies with runtimes between 90 and 120 minutes to align with the peak distribution and your notebook’s revenue correlation (e.g., test screenings at 100 minutes).\n",
+ "- **Explore Short Films**: Consider a small portfolio of films under 75 minutes to capture niche markets, though these are less frequent.\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 81,
+ "id": "5859ec53-b328-4676-906a-f7097e94034a",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Expanded Visualization 5: Line Plot - Average Gross Over Years\n",
+ "\n",
+ "\n",
+ "# Set a vibrant Seaborn style\n",
+ "sns.set(style=\"whitegrid\", rc={\"axes.facecolor\": \"#f0f4f8\", \"figure.facecolor\": \"#ffffff\"})\n",
+ "plt.rcParams['font.family'] = 'Arial' # Modern font for appeal\n",
+ "plt.rcParams['axes.titlesize'] = 24 # Larger title\n",
+ "plt.rcParams['axes.labelsize'] = 18 # Larger labels\n",
+ "plt.rcParams['xtick.labelsize'] = 14 # Larger ticks\n",
+ "plt.rcParams['ytick.labelsize'] = 14\n",
+ "\n",
+ "# Create a larger figure\n",
+ "plt.figure(figsize=(16, 10))\n",
+ "\n",
+ "# Expanded Visualization 5: Enhanced Line Plot\n",
+ "gross_by_year = imdb_df_exploded.groupby('start_year')['total_gross_millions'].mean()\n",
+ "\n",
+ "# Use a vibrant color gradient for the line\n",
+ "colors = sns.color_palette(\"viridis\", len(gross_by_year)) # Gradient palette\n",
+ "sns.lineplot(\n",
+ " x=gross_by_year.index, \n",
+ " y=gross_by_year.values, \n",
+ " marker='o', \n",
+ " markersize=12, \n",
+ " linewidth=4, \n",
+ " color='darkviolet', # Bold primary color\n",
+ " markeredgecolor='white', # White edge for markers\n",
+ " markeredgewidth=2\n",
+ ")\n",
+ "\n",
+ "# Customize title and labels with vibrant styling\n",
+ "plt.title('Average Box Office Gross Over Time (2010-2023)', fontsize=24, weight='bold', color='#2c3e50', pad=20)\n",
+ "plt.xlabel('Year', fontsize=18, weight='bold', color='#2c3e50')\n",
+ "plt.ylabel('Average Gross ($ Millions)', fontsize=18, weight='bold', color='#2c3e50')\n",
+ "\n",
+ "# Format y-axis to show millions\n",
+ "plt.gca().yaxis.set_major_formatter(plt.FuncFormatter(lambda x, _: f'{x:.0f}M'))\n",
+ "\n",
+ "# Add annotations for key points (e.g., max gross year)\n",
+ "max_year = gross_by_year.idxmax()\n",
+ "max_gross = gross_by_year.max()\n",
+ "plt.annotate(\n",
+ " f'Peak: ${max_gross:.0f}M\\n({max_year})',\n",
+ " xy=(max_year, max_gross),\n",
+ " xytext=(max_year, max_gross + max_gross*0.1),\n",
+ " arrowprops=dict(facecolor='red', shrink=0.05, headwidth=10),\n",
+ " fontsize=14,\n",
+ " color='red',\n",
+ " weight='bold'\n",
+ ")\n",
+ "\n",
+ "# Add a subtle gradient background\n",
+ "ax = plt.gca()\n",
+ "ax.set_facecolor('#f0f4f8')\n",
+ "gradient = np.linspace(0, 1, 256).reshape(1, -1)\n",
+ "gradient = np.vstack((gradient, gradient))\n",
+ "ax.imshow(gradient, aspect='auto', cmap='viridis', alpha=0.1, extent=ax.get_xlim() + ax.get_ylim())\n",
+ "\n",
+ "# Customize grid and spines\n",
+ "ax.grid(True, linestyle='--', alpha=0.7)\n",
+ "ax.spines['top'].set_visible(False)\n",
+ "ax.spines['right'].set_visible(False)\n",
+ "ax.spines['left'].set_color('#2c3e50')\n",
+ "ax.spines['bottom'].set_color('#2c3e50')\n",
+ "\n",
+ "# Tight layout for clean presentation\n",
+ "plt.tight_layout()\n",
+ "\n",
+ "# Save and show the plot\n",
+ "plt.savefig('images/gross_trend_enhanced.png', dpi=300, bbox_inches='tight')\n",
+ "plt.show()\n",
+ "# **Insight**: Upward trend post-2015, driven by franchise films—invest in sequels or established IPs."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a8bd8a58-8a5f-4b10-9c7c-1e96ec1e6041",
+ "metadata": {},
+ "source": [
+ "We’ve engineered a captivating **line plot** that traces the thrilling evolution of average box office earnings across our merged dataset—spanning a treasure trove of 6,376 films from 2010 to 2023. This expanded visualization dives deep into Hollywood’s financial heartbeat, offering a roadmap to dominate the market.\n",
+ "\n",
+ "- **What We Did**: We crafted a striking green line plot, dotted with markers to spotlight pivotal shifts, transforming raw data into an engaging story of revenue trends. Each point represents the average earnings per year, guiding us through a decade of cinematic fortunes.\n",
+ "- **Results**: The plot unveils a dramatic upward surge in earnings beginning around 2015, a golden era propelled by the unstoppable force of franchise juggernauts and iconic intellectual properties (IPs) like superhero epics and fantasy sagas. This rise hints at a lucrative shift, with 2015-2023 outpacing earlier years, driven by the cultural dominance of sequels and recognizable brands.\n",
+ "- **Why It Matters**: This revelation is a game-changer for our studio! By channeling resources into crafting sequels or leveraging the power of beloved IPs, we can ride the wave of this growing revenue tide. As of today—September 11, 2025—this strategy positions us to seize the momentum, delivering blockbuster hits that captivate audiences and skyrocket our box office profits in the years ahead!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 82,
+ "id": "327ae8cf-5593-4251-b335-cd78fd946b10",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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UhU3//v01ZcoUi+n+/v6qXr06yRoAAAAAAJAnOFSGIywsTP7+/rYOAwAAAACAXEeHv/mLQ1XYNG7cWGvWrFF8fLytQwEAAAAAAMgxDlVh0759e02aNEmdOnVS8+bN5efnJ2dnZ7NlDAaDRo8ebaMIAQAAAAAAss6hEjZvv/22JCkmJka//PKL1WVI2AAAAAAA8iInOh3OVxwqYTN37lxbhwAAAAAAAJDjHCph07hxY1uHgBwWfSNe3/5wQOs3XVBEZJxK+nupZ9fKGtCnmgyGjPewtfzvIH342Q5J0tIFPVW8mKfZ/PCIOP246Ii2bLuoS5dvyL2As+rVKa7HH62tqpULZ+tzAvKywKgNir51VQVdiqlKwRa2Dgewe9E3EjRr9hFt3HxREZHx8i/hqR5dK6hf70qZOs+tWHlGn3y+V5K0aH4nFS/mYTZ/995QTXxps9V1S5Tw1MK5D937kwDsxMbtZ/TNnB0KDLoqV1dnNapfWs+MbK4KZTP2Wy70arS+/HaLNm0/o5jYBFUoW1hD+zdQ9441LJY9dfaaJn+3RTv3BSshIVFVK/npyWGN1aJJ+XT38ceqo3rlg9WSpO+/6KNGDQJM8xISErVkxWEt+fOIzgWHKzHRqOqV/TS0fwO1b1k54y8E8hVnOh3OVxwqYXPbwYMHtXr1agUHB2vUqFHy9PTU4cOH1bFjx0z92IF9SUxM0oSX/tWRY2GmaefOR2nKN3t15UqMxj55X4a2c/ZcpL6ZtT/N+VeuxmjE2FW6cjXWNC0uLlEbNl/Qtp2XNPnjNqpbu9i9PxEgn7h884Sib121dRiAw0hMNOr5lzfr6PHrpmnnL0Rr2oyDunIlVk+PqpOh7Zw9F6Xvvj+S7jKnTkdmKVbA3q3bfErPvP6nkpKSm4fcjLultZtOafeBi1r07UCV8vdJd/3oG3EaOnaxgi/dOVaOnbyqVz5YrcjoeA3uU880/WJIpIaOXayIyJumaQeOhGjMy3/oi3e6qO2Dlazu42rYDX08daPVeUlJRj314u/avueC2fS9hy5p76FLeu6pBzVsQMZ++wLIuxxqlChJ+vDDD9W/f399++23WrFihcLCwnTs2DGNHz9eY8aMUUJCgq1DxD36e/UZU7LmiSG1tWBWVzVtXEqStGhpoC4ER911G1t3XNToif/oenhcmst8P++QKVnz5P/qacH3XfXyxMZydjIoPj5RX0zbnQ3PBsi7koyJuhBzUMGxB20dCuBQVv1zzpSsGfZodc35rr0eaFxCkrT4t5O6EBx9121s3xmiZ57fmO55TpKCTkVIkipX8tWi+Z3M/r7+slUWnwlgW0ajUR9P2aCkJKMCSvno528G6PO3u8jFxUkRkTc17Ydtd93GnEV7TcmaNya21a/fP6Ja1YpLkr76bouib9w5xqb9sE0RkTfl6uqkL9/tqp++GaDS/j5KSjLqk6kbZTRa71Pk3S/WmSV5UvprbaApWdOxdWUt/WGwZnzaS8X9vJJjmLlV18JjMv6iAMiTHCphs3TpUs2ZM0c9evTQjBkzTF+O9erVU5cuXbR27Vr9+OOPNo4S92r1urOSpCKF3fX4o7VVrqyPnh6efHcjKcmotRvOpblufHyiJry0Ts+9ul7Xw+OUXqHV5m0XJUmVKvhqyMCaKlfGR906VVLjhiUlSYEnryv6BkPHA9ZEJVzRkcjVCo07YetQAIez5t/ki7PChQto2ODqKle2oEb+r7YkKSlJWr8xOM114+MT9fwrm/Xia1vvep6T7lTYlCntreLFPMz+ihZxz54nBNjI/sMhCg5J/owPfbiBalUvoQ6tKqtNswqSpH82BCkhITHdbfy1JlCSVKtacT3cvbaqVvTTU8OaSJJiYhO0YdsZScnNlv7ZECRJat2sotq1qKTa1UtoaP8GkqTgkEjtPxJisf0Va45r7aZTae5//dbTpv+/8WxbVa5QVM0altWj/epLkuITErXv0KW7vRTIh5wM9vGH3OFQCZv58+ercePG+vjjj1W3bl3T9GLFiunzzz9Xs2bNtGTJEhtGiKw4duKaJKlyxUJy+u9boEJ5X7m5JQ/dfizwWprrxsUnasfu5JNln+5V1K5V2TSX/fzDVvr0/VYal6qJVVp3RwDcEZsYofikGDkbXFXRq6mtwwEcyvHA5OqayhV975znyhWUm5vTf/PD01w3Lj5RO3eHSpJ6da+gNq0C0lw2MdGoM+eSL2ZLlvRSQkKSwiPiOM8hzzh8/LLp/zWqFjf9v2a15Iq1mNgEnT5/3WK926JvxOnshXCL9W9X2CTvI/l4O3XuumJikyv4a1Ytlu6yt4Vdj9GHk9dLkhrULmk1hvHDm2nm5731yeud5OtzJ4l6u4kXAEgOlrAJCgpS+/bt05zfvn17nT9/PhcjQna5cSNBUVHJVS2+vgVM0w0Gg3wKukmSQi6nXRZqMEjNHyilaZ+108RxDeXq6pzmspUrFlbTxqXU8D5/07RzFyK1c09ywqdUSW95e7ll6fkAeZWzwVUlClRVTZ8OKuRm/UcoAEs3biQoKjr5os/X5845xuw8F5reec6gpk38NfnTFnpmTH25uqb9E+5CcJTi45MkJVf1dOq5TL36r1DfR/7SL0tOZsfTAWzqdnWNJBX2vdPhdiHfO4mPSyFpN6UPTjGvcIp1fM3WT97HxRT7KmS2Lw+LZW97/4t1Co+8qcYNAtS7ay2rMZQu6aMm95VR53ZVTdPi42/pt7/u9E9Vo0pxa6sCyEccqtNhZ2dnJSUlpTk/MjJSzs5pX6jDft2+cyFJBdzM30O3/36UplwmNW8vN33y7r21yb92PVYvvL5BiYnJdzT69qxyT9sB8oOiBcrZOgTAIcXevGX6v1uq89zt5Ets7C2lxdvLVR++k7GqtqBTdy4eL6e42XHtWlxyB8dXY/X0yIx1cAzYo7R+N7qluGF3Izbt5u2xKdZ3c7tzOeTq4iyDQTIapRv/LZOxfd1Z5u91gVq9IUge7i5667m22n3gYoaeU2Jikl56b6XOnA+XJLVuXkElSxTM0LrIX5wMVGHlJw5VYVO7dm399ddfVufFxcVp6dKlqlHDchg+IC1Xw2I19rm1On8h+U5L9apF1K9X1busBQBA5uR2a6RqVQupVEkvvf5yIy1f0k3fTGkt/xKekqTFSzPWwTFgD66G3VBIaJTZn7J4PGWmeWBmlr0eHmtqCjXmf01VpnShDK2XcCtRL7z7t1b/11dOQS83vTSGzsEBOFiFzfDhwzVy5Eg9/fTT6ty5syQpODhYq1at0jfffKOzZ8/queees3GUuBceHnc+ivGpOomL+6+s29PDNVv3eTn0hsY9v1YXLib/aC1dylsfv9NSLs4OlccEADgA8/OcebXw7eZLKZfJiratA9S2tXkfN9WrFtajA6vq08n7lJQk7dl3RQGlvbNlf0BOGvz0Il28bN68qaD3nebz8fF3fjfGpfi/l0fazdtT/qZMuX5CQqIpuer13zJpLRsXf6ci7vay70/+V9fCY1W3Rgk92rd+us8r5T6ffWuF/t2c3Amxh7uLJr/XTaVLpj8sOfIvZzr8zVccKmHTokULvfbaa/roo4+0bt06SdLrr78uKblt97hx49Lt4wb2y9vLTV6erroRk6DIyDslrEajUVFRycMqlvT3yrb9hV2LNUvWlC1TUF990lZ+RT3usiYAAJnn7eUqL08X3Yi5ZXGei/yvD7fbFTA5pVixO+e4uLj0R9AB7NmooY306debJEnhkTd1e6iJ8IhY0zKl/NNOePinaGqUctjt61bW9y9+Z9nwFMuGR9y0WHbluuQRFA8cvax6badY7PeJCcmDoxz8d5yk5GZQz739lylZ4+nhqqkfdFejBml3Kg4gf3GohI0kDR48WO3bt9fKlSt15swZJSYmKiAgQB07dlS5cvSt4MiqVi6svQdCdSLoupKSjHJyMuj02UjTncjqVYtky34SEhL14hsbTMmaCuV9NeWTtipcmGFOAQA5p3LlQtp/4KpOngo3nefOnI1Swn/nuWpVC2XLfr6ZeUj79l9VQkKivp3WVs7/3Y49feZOlULZMlTXwDGsXPi4xbSdey+Y/n8kMFR1ayYPJHH0xBVJkpenq8qXLZTmNn0LuqtUiYK6eDlKRwLvjPB07L/1JanWfyNOVSxXRAXcnBUXn2i27NEToSmWvbfOgSd9vdE09LeXp6u+mdRL9WvRoT+AOxwuYSNJJUqU0NChQ20dBrJZm5ZltPdAqMKu3dTsHw+rXeuy+mbWfkmSs5NBbVqWkSRdD7+phIQkGQxSMb/M341csOiYjh5PHiLcw91FL01orIRbSQq9cqdjxqJF3OVM0ygAQDZq3aK09h+4qmvX4jRvwXG1aVVa3/1wWJLk5GRQ6xalJUnh4XGKN53nMl/56eHuomP/DSH+8We79ciAqjp/IVoLFgVKkkqV9NL9DRh9Bo6rQZ1S8iviqavXYjR30V7VqeGvkNAo/bslOfnRvmVlubokdwocH39L18KTK2cKeheQl2dyU6mOrato9sI9OnTssn5dfkh1a5bUN3N3SEpOnrRsWl6S5F7ARS2bVtDq9Se1bvMprd0UpBLFCmruL3slJY/2dDthtHqRZXJp1fqTmjRtoyTp07c6q95/y+45cFE//rrftNxzT7eQfzHv5D56/uPr4y4P9+ztEgCOj06H8xeHStj89ttvd13Gzc1NxYoVU40aNeTtzd0jR9KjSyX9tfq0jh6/pllzD2rW3IOmeQP7VVdAqeSS1Nff3ay9B0Ll7GTQhpUDM7WPhIRELVxyzPQ49uYtjRq/2mK5pQt6qnixnC1NBwDkL906l9fK1ed0LPC6fph3VD/MO2qaN6BvZZUulfy75c33d2j/gatycjJo7V+9Mr2fAf0qa9PWizpxMkKr1pzXqjXnTfPc3Jz0/IQGcnHhpgQcl4uLk14Z31rPvf2Xzl+M0MBRP5vmFfJx15gnHjA93n84xNQUacwTD2jU0MaSpOGDG2r1hpMKvhSptz5da7b9CaOamxI7kvTMiGbaufeCwiNvavxrf5qmOzkZ9PLYVjIYkqvYUjafus0nRX87RXw9TMv88PNus+XeThWDJH3wSkd171j9Lq8GgLzMoRI2L730kukLUbrTa3vKabe5ublpwoQJeuyxx3IrPGSRq6uzJn/cVrPmHdSaf88pIjJO/iW81KtbZQ3oUy1b9hF48roiItMe5hEAgJzi6uqkzz5qrtnzj2rd+mBFRMbLv4SnenStoH69K2XbftzdXTR5UgstXHxS6zcF61JIjAoUcFb9On4a9mh1Varom237AmylQ6vKmv5JT30ze7uOnrgiFxcnNW4QoGdGNreaOEnN18dd86c+rMkzt2rD1tOKvhGvCmULa9iA+yySJGUDCmn+1/01+bst2rb7vOLjb6la5WJ6alhjPdikfKZjT0xM0o4UzboAIC0GY2bGqrOxf//9Vy+99JJcXFw0ZMgQVapUSQUKFNCpU6f0888/KyQkRGPGjNGtW7e0YsUKBQYGasqUKffcEXFk/KJsfgYA0uLj1l/Des2zdRhAvjHntyEKuznX1mEA+UJR96GScZ2twwDyjfDrTVSoSN6slt955QdbhyBJalTMsgkgsp9DVdisW7dO3t7eWrJkiXx87vT83qJFC/Xr1099+/bVpUuX9Nprr+nxxx/Xo48+qrlz5zJyFAAAAAAAcCgO1YB51apV6t+/v1my5jYvLy/17dtXK1askJTcJKpr1646fvx4bocJAAAAAEC2czYY7eIPucOhEjZxcXFydnZOc76Tk5NiYu6M9OPp6an4ePorAQAAAAAAjsWhEjbVq1fXokWLdOPGDYt5sbGxWrx4sapUqWKatmfPHgUEBORmiAAAAAAAAFnmUH3YPPXUUxo1apS6d++uRx99VBUqVJCbm5tOnTqlRYsW6cyZM/rqq68kSa+99pp+//13jRs3zsZRAwAAAACQdU6WAyQjD3OohE2LFi306aef6p133tEnn3xiGs7baDTKx8dHH374oTp06KDw8HAtXrxYrVu3ZlhvAAAAAADgcBwqYSNJXbp0Ufv27bVlyxadOXNG8fHxqlChgpo3by5Pz+Sh27y8vLRp0yb5+fnZOFoAAAAAAIDMc7iEjZQ8AlTr1q3TnO/q6kqyBgAAAACQpzgxQlO+4nAJm0uXLmnlypWKiYlRUlKSaXpiYqKioqK0adMm/f333zaMEAAAAAAAIGscKmGzdetWjRgxQomJiTIajTIYDDIakzOMt/uzKV68uC1DBAAAAAAgRzjUMM/IModK2MyYMUOurq565ZVXJEnvvfeepk2bpujoaM2bN08nT57UggULbBwlAAAAAABA1jhUgu7IkSPq37+/HnnkEfXr109OTk5ycXFRjx49NHfuXPn5+WnatGm2DhMAAAAAACBLHCphExMToypVqkhK7ng4ICBAx48flyR5eHiod+/e2r17ty1DBAAAAAAgRzgbjHbxh9zhUAkbX19fRUdHmx4HBAQoKCjI9Lh48eIKDQ21RWgAAAAAAADZxqESNvXq1dOyZcsUFxcnSapQoYJ27dqlxMRESVJgYKC8vLxsGSIAAAAAAECWOVTCZtiwYTp27Jg6dOig8PBwde/eXRcuXNDjjz+uN998UwsWLND9999v6zABAAAAAMh2Tgb7+EPucKiETZMmTTR58mT5+fnJx8dHdevW1YQJE7Rz504tXLhQpUuX1nPPPWfrMAEAAAAAALLEoYb1Dg0NVYcOHdShQwfTtFGjRqlnz54KDw9X5cqV5eLiUE8JAAAAAIAMcaLD33zFoSps+vfvrylTplhM9/f3V/Xq1UnWAAAAAACAPMGhEjZhYWHy9/e3dRgAAAAAAAA5yqESNo0bN9aaNWsUHx9v61AAAAAAAMhVzgb7+EPucKg2RO3bt9ekSZPUqVMnNW/eXH5+fnJ2djZbxmAwaPTo0TaKEAAAAAAAIOscKmHz9ttvS5JiYmL0yy+/WF2GhA0AAAAAAHB0DpWwmTt3rq1DAAAAAADAJhglKn9xqIRN48aNbR0CAAAAAABAjnOohM1tBw8e1OrVqxUcHKxRo0bJ09NThw8fVseOHWUw0AMSAAAAACDvceJyN19xuITNhx9+qLlz58poNMpgMKhfv346d+6cxo8fr3bt2unLL7+Uq6urrcMEAAAAAAC4Zw41rPfSpUs1Z84c9ejRQzNmzJDRmNx+r169eurSpYvWrl2rH3/80cZRAgAAAAAAZI1DVdjMnz9fjRs31scff6zr16+bphcrVkyff/65IiIitGTJEj322GO2CxIAAAAAgBzgTKfD+YpDVdgEBQWpffv2ac5v3769zp8/n4sRAQAAAAAAZD+HStg4OzsrKSkpzfmRkZFydnbOxYgAAAAAAACyn0MlbGrXrq2//vrL6ry4uDgtXbpUNWrUyOWoAAAAAADIeU4G+/hD7nCohM3w4cN14MABPf3009q0aZMkKTg4WKtWrdKgQYN09uxZDRs2zMZRAgAAAAAAZI1DdTrcokULvfbaa/roo4+0bt06SdLrr78uSTIYDBo3bly6fdwAAAAAAOCoDI5Vc4EscqiEjSQNHjxY7du318qVK3XmzBklJiYqICBAHTt2VLly5WwdHgAAAAAAQJY5VMImMDBQVatWVYkSJTR06FBbhwMAAAAAAJAjHCph06NHD9WpU0d9+/ZVt27d5O3tbeuQAAAAAADIFQYDPf7mJw7VAG7w4MG6cOGC3nrrLT344IN6/vnntW3bNluHBQAAAAAAkK0cKmHz+uuva+PGjZo6dapatGihlStX6vHHH1e7du00bdo0Xbx40dYhAgAAAAAAZJlDNYmSJBcXF7Vv317t27dXZGSkli9fruXLl2vq1KmaNm2amjZtqlmzZtk6TAAAAAAAshWjROUvDv1u+/j4aNCgQRo/frzatWunpKQkbdmyxdZhAQAAAAAAZInDVdjcduzYMf3+++9avny5rl69Knd3d/Xu3Vt9+/a1dWgAAAAAAGQ7Oh3OXxwqYXP58mUtX75cv//+u06cOCGj0aj69etr3Lhx6tKli7y8vGwdIgAAAAAAQJY5VMKmTZs2SkpKkp+fn5544gn169dPFSpUsHVYAAAAAAAA2cqhEjatW7dWv3791KpVKzk7O9s6HAAAAAAAcg2dDtuHmJgYLV68WHv27FFUVJRu3bolo9FodVmDwaA5c+bc034cKmHz9ddf69KlS5o3b55iYmKUlJRkmpeYmKioqCht2rRJf//9tw2jBAAAAAAAedG1a9c0aNAgnTt3TpLSTNTclpV+hxwqYbN161aNGDFCiYmJMhqNMhgMphfn9otQvHhxW4YIAAAAAADyqBkzZujs2bNydnZWy5YtValSJbm7u+fIvhwqYTNjxgy5urrqlVdekSS99957mjZtmqKjozVv3jydPHlSCxYssHGUAAAAAABkP4MYJcrW1qxZI4PBoKlTp6pNmzY5uq8cawAXFX1DN2Jis3WbR44cUf/+/fXII4+oX79+cnJykouLi3r06KG5c+fKz89P06ZNy9Z9AgAAAAAASMmjV5ctWzbHkzVSNiRsjged0Yp/NpoeXwuP0PBn39SD3YeqWddHNfql93Q17HpWdyMpuWOfKlWqSJLc3NwUEBCg48ePS5I8PDzUu3dv7d69O1v2BQAAAACAPTEYnOziLz/z8fGRm5tbruwrS6/09wuWqv/wifpp6QrTtLcmfa0dew7KaDTKaDRq0/a9Gvnc20pISMhysL6+voqOjjY9DggIUFBQkOlx8eLFFRoamuX9AAAAAAAApNawYUOdPn1aYWFhOb6ve07YbNi6S19+O09Go1FnzgdLks4HX9L6LbvMekE2Go0KOnNei5evznKw9erV07JlyxQXFydJqlChgnbt2qXExERJUmBgoLy8vLK8HwAAAAAAgNSeeuopSdJrr72m+Pj4HN3XPXc6nDIB4+bqqri4eK3dtMM0elP3jq1kNErLV6+XJK3ZsE2DenfJUrDDhg3T448/rg4dOmjZsmXq3r275s2bp8cff1wVKlTQr7/+qnbt2mVpHwAAAAAA2CM6Hba9q1evatCgQZo3b57atm2rpk2bqkSJEnJ1dU1znfHjx9/Tvu45YXM08FTyBlycNW/ahypQwE079x6SJLm5uujN556Wwcmgjdt3KyIyWidOn7vXXZk0adJEkydP1vTp0+Xj46O6detqwoQJ+vLLL7Vjxw6VK1dOzz33XJb3AwAAAAAAkNrw4cNNrYquXr2q5cuXp7ns7YKWXE/YXAuPkMFgUJWK5VTKv7gkaf+R4zIYDKpRtaLc3JKzS2VLl9TByBOKir5xr7sy06FDB3Xo0MH0eNSoUerZs6fCw8NVuXJlubg41EjlAAAAAADAQTRq1CjX9pXl7IaLs7Mk6dSZ84qIjJbBYFD9WtVN82/GxZstlxP8/f3l7++fY9sHAAAAAMDW8vsITfZg3rx5ubave363C/kUlNFo1PngECUlJWnj9j2meY3vqyNJOnM+WEFnzslgMKhEcb+sRwsAAAAAAJAP3HOFTY0qFXUlbLcioqL1vwlvKDDorCTJw72AGtWvre17Duj1j6YqKSm5zVaD2tXvskUAAAAAAJAWOh22L3v27NE///yj06dP68aNG/Ly8lL58uXVsmVLNW3aNMvbv+eETc/ObbVh2+7kIA8cNXWm81Cb5ipQwE0XL4UqJPSqDAaDDAZpQM9OWQ4WAAAAAADAlqKjo/Xiiy9q7dq1kpI7F77NYDBo9uzZatmypT755BP5+vre837uOWHToVVT9eveQYv/uDO8d9nS/npm5BBJUvmypSUlB/7ksAGqVb3yPQcJAAAAAABga0lJSXrqqae0a9cuGY1GNWjQQLVq1ZK3t7ciIyN16NAhHThwQBs2bNC4ceM0Z86ce95XljodfmPiU+rcroUOHAlU8aJF1L5VU3m4F5AkVShbWmVL++upxwaqa4eWWdkNAAAAAAD5nuHeu6FFNlm6dKl27twpPz8/TZ06VfXr17dYZs+ePRo3bpx27NihZcuWqUePHve0ryyPEtWofm01ql/bYnohXx8t//HrrG4eAAAAAADALvz2228yGAz6/PPPrSZrJOm+++7TZ599pmHDhum3336zXcJGSi4JOnI8SMdOnlZ4ZJSG9e8hFxcXRURGqZCvT3bsAgAAAAAAwKYCAwP1f/buMzyKqo3D+H8TElJI6DWhQ0LvvffeQaoUEQTEgogoltcugoqKIkVEIEhTehMQQakiHenSQwktpJCQhOy8H2IWYhIMm7K75P557eXuzDlznlkyO8mzp/j4+KhWrVoPLVe7dm35+Pjo5MmTVreV6oTNktUbNW3OYl27ccuyrXeXtroSdENPDBmtvt3a6/khfeXkRNctAAAAAACsZTKxSpSt3blzR0WKFElR2Vy5cunEiRNWt5WqhM2kaXM1Z9EKy+v4laIk6fT5i4q8G6VZC5bp4uWr+vSdMalpCgAAAAAAwKby5s2rc+fOKSYmRi4uLsmWi46O1tmzZ5U7d26r27K628ueg0c0e+FySXGJmgeXsZKk0+cuWvZt/G2nVvz8q9VBAgAAAACQ2ZnkZBePzKxGjRoKDw/X9OnTH1pu+vTpCg8PV40aNaxuy+p3euGydZbnnds01a9LZyXY37JxXTWoXc3yevk6EjYAAAAAAMBxDRw4UCaTSVOmTNE777yjM2fOJNh/5swZvf322/rmm2/k5OSkAQMGWN2W1UOiDvx1XJKUwzub/vfy8ERdgYr6FtKXH76mVk88o5vBt3Xi73NWBwkAAAAAAGBrFSpU0EsvvaTPPvtMixYt0qJFi+Tm5qZs2bIpPDxcd+/elRQ32uill15SxYoVrW7L6oRNcEioTCaTfAsVSHbclkuWLMqfN7duBt9WVHS01UECAAAAAJDZmcSkw/Zg6NChKlKkiD7//HOdO3dOkZGRioyMtOwvXry4XnzxRbVp0yZV7VidsPFwd1NIaLgCrwQpNjZWzs7OicrcDL6tM+fj5rLJ7pXN+igBAAAAAADsROvWrdW6dWudP39eZ86cUXh4uDw9PVWiRAkVK1YsTdqwOmFT3r+Udvx5QLdDwjThq1ka8+wgyz6TyaS/z17QO598o7tR0TKZTCrvXyot4gUAAAAAALALRYsWVdGiRdPl2FYnbJ7o1Fo7/jwgSVq04mf9uGqDZV+zboN1NyrhEKiOrZtY2xQAAAAAAJmeyZS5V2jKaGazWZLk5OSUaNujeLD+o7A6YdO8YW11aNlYqzf+JpPJpNjYWJlMcePpIu9GSZLldeN6NdSqST1rmwIAAAAAAMhQ5cqVk5OTk9asWaPixYtLksqXL/9IxzCZTDp69KhV7VudsJGkD8Y9r4IF8mruohWKio6RYRgJ9juZTOrRubXGjnwqNc0AAAAAAJDpMelwxvt3nuPfr9NTqhI2Tk5Oev7pvnqyewdt3bVXp86eV1h4hNzdsqpE0cJqXK+G8uXJlVaxAgAAAAAAZIi5c+dKkgoVKpRoW0ZIVcImXs4c3urUpmlaHAoAAAAAAMDmatWqlaJt6YUZiwAAAAAAcAAmk5NdPDKzcePGacaMGSkq+95776l///5Wt5WiHjZteg+3uoF4JpO0bsG0VB8HAAAAAADAFpYtW6bq1avrmWee+c+ye/bs0fnz561uK0UJm8tXr8lkMlk1uU58vfgVowAAAAAAAOzduXPntGLFikTbr1y5oi+//DLZeoZh6PLlyzp58qRy5sxpdfspnsPG2pmQM3IGZQAAAAAAHlcmZjXJUIULF9bPP/+sc+fOWbaZTCZduXJF06Y9fARRfC6kZcuWVrefooTNiEG9rG4AAAAAAADA0Tg7O+uNN97Q9OnTLdv+/PNPeXl5qUyZMsnWc3JykoeHh8qVK6ehQ4da3T4JGwAAAAAAHIBJTDWS0Ro0aKAGDRpYXpcpU0Z+fn4KCAhI97bTZFlvAAAAAACAx9348eOVO3fuDGkrTRI2W3ft1Y49BxV46aoi795VNk8PlShWWI3r1lDl8v5p0QQAAAAAAIBNde3aNcPaSlXCJvBKkF5++xMdP3U20b7N2//Udz8sVd0alfXRGy8qV47sqWkKAAAAAIBMzWRi0mF7cfr0aZ04cUJ3796V2WxOsC82NlaRkZEKCgrSb7/9prVr11rVhtUJm9CwOxry0tu6EnTdsmz3gytCxb/eueegnnn5Hc375mO5Zc1qbXMAAAAAAAA2ZTab9eqrr2r16tX/WTY+V2Itq9NzsxYs1eWr1+4fyGRSyWK+qlqxrEoVLyInJydLgKfOXNDshYnXLgcAAAAAAHAUS5Ys0apVq2QYhrJkyaLcuXPLMAx5e3srb968ypIli6UzS9myZfXhhx9a3ZbVCZtNW/+wPK9VraI2/DhDy2ZP1pyvPtTS77/QLz99q3o1q0iKS9qs/eV3q4MEAAAAACCzM9nJf5nZ6tWrZTKZNGDAAB04cEDr169XlixZ1LhxY/3+++/au3ev3nvvPbm6uuratWtq0qSJ1W1ZnbC5cvW6JMktq6smvTtWeXPnSrA/d84c+uTtl+Xp4R5XPui61UECAAAAAADY2okTJ+Tu7q7Ro0fL2dlZnp6e8vPz0x9/xHVqcXV1Vc+ePfXKK6/o5s2bqVr+2+qEjbeXp0wmk4oX8ZW3l2eSZbyyeapEUV9JUo7s3tY2BQAAAABApmcyOdnFIzMLDw+Xr6+v3NzcLNtKlSqla9eu6datW5ZtPXv2lIeHh7Zs2WJ1W1a/0w3rVJdhGLoSdC3BZMMPiomJ0cVLV2UymdS4Xg2rgwQAAAAAALA1d3d3y5y98YoUKSJJOnPmjGWbq6urihYtqosXL1rdltUJm+ee7qOc2b10OzRcn09P3MUnNjZWH37xrW6Hhim7VzYNH9jL6iABAAAAAABsrVChQrp48aKioqIs23x9fWUYhk6cOJGgbHR0tKKjo61uK0XLek+dvSjJ7dUrl9cvv+/SnEUrtHXXHlWtWFY5vL1049Ztbf/zgG7cDJazs7OGPNldp89dUJ5cOawOFAAAAACAzCyzT/hrD2rVqqWTJ09q4sSJeuONN+Tk5KSyZctKipuQuG/fvjKZTDp9+rTOnTsnHx8fq9tKccImubXDTSaTDMPQ6XOBOnP+kmV7/DAps9msz6bOkckkHfh1idWBAgAAAAAA2FL//v21aNEizZ8/Xxs3btQvv/wif39/lS1bVgcOHNDTTz8tf39/rV69WmazWVWrVrW6rUcaEmUYRqKHFJe0iU/cxD/it92vZ3WMAAAAAADgMREcHKz3339fTZs2VaVKldSpUyf99NNPKa6/bNkydenSRVWqVFGDBg307rvvKiQkJB0jvq9IkSKaNGmSvLy8dOfOHbm6ukqSRo0aJZPJpJ07d2r27Nm6fv263NzcNHLkSKvbSlEPm4L589D1CgAAAAAAGzJZPw2t3YiIiNDTTz+tkydPqm/fvipRooR+/vlnvfHGG7px44aGDx/+0PrTp0/XpEmTVLduXb3yyisKDAxUQECA9u3bp0WLFiVYvSm9tGjRQrVq1dKePXss2xo3bqxZs2Zp5syZCgwMVIkSJTRy5EjLhMTWSFHCZv2iGVY3AAAAAAAAIEnz5s3TkSNHNGnSJLVv316S1KtXLw0dOlRff/21OnfurIIFCyZZ9+rVq/rqq6/UqFEjTZ8+3bJaU/ny5fXyyy8rICBAQ4cOzZDz8Pb2VrNmzRJsq1OnjurUqZNmbTh+eg4AAAAAgEwgfuoRWz9SY/ny5cqfP78lWRN/XkOGDFFMTIxWrVqVbN1Vq1YpJiZGgwYNSrC0docOHeTj46OlS5emKjZ7k6IeNql1M/i21m/eob7d2mVEcwAAAAAAwM6EhYXpzJkzatmyZaJ9lStXliQdOnQo2foHDx5MUPZBFStW1M8//6ywsDB5eXmlSbxffvllmhznxRdftKpeqhI25y5e0sx5S3Xq7HnduROhe7HmBPtjY2N1JyJSdyIiJYmEDQAAAAAADq558+YP3b9p06YktwcFBckwjCSHPLm7uyt79uwKDAxM9rhXr16Vt7e3smXLlmhfgQIFJEmXLl1SmTJlHhpfSk2dOjVVPYriF2TK8ITNtRu31G/Eawq/E2EJ5GFS223KFrxde9o6BCBTmbO8v61DADKV3G4DbB0CkHmYmto6AiATibB1AOnHwVdfDgsLkyR5eHgkud/NzU2RkZEPrf+wulLcpMZppWbNmml2LGtYnbCZEfCjwsLvWJbzlpTgefxrKS6Zk8M7cQbM3t28O9fWIQCZRm63AVxzQAbK7TZAA7sE2DoMIFOYs7y/Iu4tt3UYQCbSytYBPPaS60HzX+LzBcl1+DAMI8HcNA87RnKcnZ2tii0pAQG2/V3J6kmH/9z/l+V5zSrl1bF1ExmGoaKFC2nYgCfUrX0LZXV1kWEYKlQgn9YvZqUpAAAAAAAyK09PT0nS3bt3k9x/9+7dh84/4+npmWzd+J45SQ2XclRW97C5eu2GJClnDm99O+ld3Y2K1rpNWxUdHa2Rg/tIkhrWqa6X3pqgK0HXNX/JWg3u2zVtogYAAAAAILMxzP9dJiNYOeOJr6+vTCaTrl69mmhfRESEQkNDLXPRJFf/yJEjioiISDQ06urVq3JyclL+/PmtC84KISEh2rlzp86cOaOwsDC9+uqrioqK0sGDB1WrVq1UH9/qHjZR0dEymUwqXKiAnJyc5OHupjKliuvqtZu6dTtEktS8YW0VKpBPhmHo51+3pTpYAAAAAADgmDw9PVWyZEkdPnw40b74FaCqVauWbP1KlSpJSnolqcOHD6t06dIZ0sPGMAxNnjxZTZo00UsvvaSvvvpKs2fPliQFBgZq4MCB6tOnj27dupWqdqxO2Lj/M6FPWPgdy7Zy/iUlSQf+Om7ZlsM7rjvThUtXrG0KAAAAAAAYZvt4pEKnTp106dIlrVmz5v5pGYa+++47ubq6ql275FeXbtu2rVxcXDRz5swEc9msXr1aly9fVrdu3VIVW0qNHTtWU6dOVWRkpHLkyCF3d3fLvtu3b8swDB04cED9+/d/6CTK/8XqhI1vwfwyDENnL1zS8nW/SpIqlfWTYRhavGK9DMPQwSMndOLvs5KkmHv3rA4SAAAAAAA4voEDB6pUqVJ69dVXNWHCBC1evFiDBw/W1q1bNWrUKOXLl0+SdPHiRa1YsUL79++31PXx8dHw4cO1detWDR48WIsXL9aECRP02muvqWLFiurdu3e6x79hwwatWrVKuXLl0rfffqudO3cmWEa8evXq+uGHH5Q7d26dOXNGc+dav7CK1QmbhnXiuikZhqG3J07R+cDLqlm1giRp556Dqt+hvwY+/7pizXHZt0L581odJAAAAAAAcHxubm4KCAhQly5dtGLFCn344YcKDg7WhAkT9PTTT1vK/fnnnxo7dqwWLVqUoP5zzz2nd955R9euXdN7772ndevWqVevXvruu+8sS3unp0WLFslkMumzzz5Tw4YNkyxTvXp1ffHFFzIMQ+vXr7e6LasnHR7Yu4s2bf1DZy9cUlZXFxXxKSiTyaRa1Spq977DCr8Tt/Z5/NLebZo1sDpIAAAAAAAyPXuZdDiVcuXKpQ8++OChZbp165bsEKc+ffqoT58+6RHaf/rrr79UsGBB1alT56HlatSoIR8fH507d87qtqzuYZPdK5tmT/5Q7Vs0UukSRS2JmbdfHq78eXNbyhmGoRqVy2nokz2sDhIAAAAAAMDWIiIilCNHjhSVzZUrl+6lYnoYq3vYSHFLeo9/c5RiYmIs2wr7FNSKuV9p0++7FHTjpkoXL6JGdWtYEjoAAAAAAACOKE+ePDp//rwMw3honiMmJkbnzp1Tnjx5rG4rVQmbeC4uLglee7i7qWPrJmlxaAAAAAAAID02Q6IcWa1atbRy5UrNnz9f/fr1S7bcnDlzFBYWpqZNm1rdltVDogAAAAAAADKTp556Sk5OTpowYYLmzp2r4ODgBPtv3rypL774QpMmTZKTk5OefPJJq9tKUQ+bNr2HS5Iql/fXhLdeSrAtpUwmad2CaY8YHgAAAAAAkCSZ6WFja2XKlNHrr7+uDz74QOPHj9f48eMt++rWravbt29LipvP98UXX1SlSpWsbitFCZvLV6/JZDLJp0DeRNsMw3ho3fgyzGEDAAAAAAAcXb9+/VS4cGFNmjRJx48ft2yP721TtGhRvfjii2rXrl2q2knxHDZJJWb+K1mT0jIAAAAAAAD2zmw2y8nJSY0aNVKjRo106dIlnTp1SmFhYXJ3d1fx4sVVsmTJNGkrRQmbEYN6SZIKPdDDZvjAnvSaAQAAAAAgozDpsM0NHjxYefPm1VtvvSVvb2/5+PjIx8cnXdp6pITNv7eRsAEAAAAAAJnFX3/9JXd3d3l7e6d7W1Yv6/3Ui28qd84cat+ykRrVqaEsWZzTMi4AAAAAAAC7Ehsbq9y5c2dIW1Yv63381Fn98vsuvfbBFwoLv5OWMQEAAAAAgH8zzPbxyMSaN2+ukydPau/eveneltU9bMz/TCZcqlhh5cyR/l2BAAAAAAAAbGncuHG6fPmyBg8erLZt26p69erKmzevsmbNmmydunXrWtWW1QmbBrWq6pffd+l84BWFhIUru1c2aw8FAAAAAAD+Sybv3WIPGjRoYHm+YsUKrVix4qHlTSaTjh49alVbVids/vfycF2+el1HT55W72fGqHeXtirnV1I5snvJzS2rsjgnntOmYP68SRwJAAAAAADA/hn/jDZKr/IPsjph88SQlxVz754k6dKVa5o0be5Dy5tM0oFfl1jbHAAAAAAAgE0dP348w9qyOmETdP2mTCZTgqW9H545YglwAAAAAACsZmZIlK3NmTNHfn5+Vs9L8yisTthIqevaAwAAAAAA4EhmzpypsLAw/fbbb8qePXu6tmV1wua7L95LyzgAAAAAAADs2u3bt1W6dOl0T9ZIqUjY1KxSIS3jAAAAAAAAD8MqUTZXokQJBQYG6s6dO/L09EzXtpzS9egPuB0SmlFNAQAAAAAApLm3335b9+7d05AhQ7R7925FR0enW1upmsNGkv488JdOnbmgO3cidC82NsG+2NhY3Ym8q3MXLmnvwSPavX5hapsDAAAAACBzooeNzf3www8qUqSIDhw4oIEDB8rJyUleXl5yc3NLsrzJZNLmzZutasvqhI3ZbNaLb3ys33ft/c+yhmEkWE0KAAAAAADA0axZsybB69jYWN2+fTvZ8qnJhVidsPlx5Qb9tnOPJYB/rxiV1DYAAAAAAABHNX78+Axry+qEzZpffpMUl5hxMpnk5ZVNt0PD5OaWVTm8vXQ7NEx370bJZDKpYL48evWFp9MsaAAAAAAAMh2GRNlc165dM6wtqycdPnfhsiQpSxZnLZ87WfOnT5QklSzqqw2LZ2j76gB1a99ChmHoyrUbcsuaNW0iBgAAAAAAsBMhISG6fPmyQkJC0vS4VvewCQu/I5PJpFLFi6iobyFJUqEC+XTi9DnFxMTIxcVFY58brA1btutOxF398NNq1a1ROc0CBwAAAAAAsIVLly5p2rRp+vXXX3Xr1i3Ldm9vbzVu3FjPPfecihQpkqo2rO5h4+zsLElyyXI/51OxbGnFxpp15MRpSZKHu5uKF/GVYRg6fPxUqgIFAAAAACAzM4xYu3hkdrt371bXrl31008/6ebNmzIMw/IICQnRqlWr1K1bN+3YsSNV7VidsMmTK4cMw9DJ0+d0/WZcNqm8f0kZhqFtf+yTJEXejdLFS1clSaFhd1IVKAAAAAAAgC1dv35dzz//vEJDQ1W6dGm9//77Wrp0qTZs2KAff/xRb7/9tkqVKqXw8HCNHj1a169ft7otq4dEVSrvr8tB13U3Klq9h43VD998rKoVy0qSvl+4XKFhd3T42EndDg2TJHln87A6SAAAAAAAMj0zkw7b2qxZsxQSEqJmzZrpyy+/lIuLS4L9FStWVI8ePfTCCy9oy5YtWrBggV544QWr2rK6h82TPTrI2dlZJpNJN28Fy9srmyqV81O+PLl0716sFq34WUdPnpEUt5JUjSoVrG0KAAAAAADA5n777TdlyZJFH3zwQaJkTTwXFxd98MEHcnZ21i+//GJ1WylK2Hw3f6muBCXsxlOpnJ8+fWeM3LK6qmD+vPJwd5PJZNKLzzxpGbsVz8PdTSOf6m11kP927do1y/OLFy9q4sSJ+vzzz3Xx4sU0awMAAAAAAOBBly9flp+fn3LlyvXQcrlz55afn58uXbpkdVspGhL15Yx5+mrmD6pSoYw6tGyslk3qKbtXNjVvWFublnyn/YePWcp2bNVEnh7umr9kjYJu3FLp4kU0fGAvlShW2Oog44WEhGjYsGGKiYnRkiVLFBoaqt69e+vmzZuSpIULF2rRokUqVqxYqtsCAAAAAMCuGAyJsjWTyaSYmJgUlY2JiZE5FcPYUjyHjWFI+w8f1/7DxzV+8kzVr1VVHVo2VpN6NdWwTvUEZZs1qK1mDWpbHVRyvv76ax08eFCDBg2SJC1fvlw3b97U6NGjValSJY0ZM0bffPONJk6cmOZtAwAAAACAzK1YsWI6efKkLl26JB8fn2TLBQYG6vTp0/Lz87O6rUeedNgwDMXE3NNvO/botx175OnhpuYN66h9y8aqXa2iTCaT1cH8l82bN+uJJ57Qq6++Kilu7Fj27Nk1ZMgQOTk5qXfv3lq0aFG6tQ8AAAAAADKv5s2b69ixY3rllVc0ffp0eXl5JSoTFhamMWPGyDAMNW/e3Oq2UpSw+eiNF/XLbzu1488DuhsVbdluGIbC70Rq5fotWrl+i/LkyqG2zRuqXYuGKudX0uqgkhMUFKRKlSpJkqKjo7V3717Vr19fTk5xU/EUKFBAISEhad4uAAAAAAA2x5AomxswYIAWLVqk/fv3q23bturatavKly8vLy8vhYWF6ciRI1q2bJlu3LihfPnyaeDAgVa3laKETYeWjdWhZWNF3o3Sbzv2aONvO7Ttj32KvBtlKWMYhq7fDFbAj6sU8OMqFfUtqA6tGqtt84YqXKiA1QE+KGfOnAoLi1smfO/evbp7967q1atn2X/x4kXlzp07TdoCAAAAAAB4kLe3t2bOnKkhQ4bo+vXrmjlzZqIyhmEof/78mjZtmry9va1u65GGRLm7ZVWbZvXVpll9RUVFa+sfe7Vhy05t3bVXdyIiEwR37uJlTZm1UFNmLVTFsqXVoWVj9e7a1upAJalcuXJasmSJatSooalTp8rJyUlNmzaVJB06dEiLFi1S3bp1U9UGAAAAAAB2iR42dsHf318///yzfvjhB23evFlnzpzRnTt35OnpqeLFi6tZs2bq06dPksOlHsUjz2ETL2tWV7VoVFctGtVVTEyMtu3erw2bd+i3nXsUfidCkixLex86elKHj51KdcLmxRdf1MCBA9WzZ08ZhqEePXqoUKFC2rlzp5566il5e3trxIgRqWoDAAAAAADgYTw9PfXMM8/omWeesWyLiYmRi4tLmrVhdcLmQS4uLmpav5aa1q+lmHv3tGDpWn393XxFRcctdRWfuEmtsmXLasmSJdq4caMKFCigNm3aSJKKFi2qnj17atCgQSpRokSatAUAAAAAACBJR48e1ffff6/3339fbm5uSZbp2LGjSpUqpWeffVblypVLdZtpkrCRpMArQVq/ebvW/7pdJ06fS6vDJlK4cGENHjw4wbZChQrpvffeS7c2AQAAAACwOYZE2cTkyZM1ffp0mc1mdevWLcmpWC5duqRz587p/Pnz2rx5s5577rlUjwBKVcLm6rUbcUmazdt15MRpSfd708Qv7x3/ukKZUqlpKoGff/5ZGzdu1KVLl/T666/Lw8NDv//+u/r27ZtspgsAAAAAAOBRTJs2TVOnTpVhGCpYsGCy5Tw8PPTSSy/pxx9/VGBgoCZPnqysWbMm6nDyKB45YXPjZrDWb9mh9Zu36dDRk4of7WQYhkwmk0wmkwzDkGEYKupbUO1aNFL7Fo1UxDf5E0sps9msUaNGaePGjZb27ty5oytXrmjixInasGGDZs6cqWzZsqW6LQAAAAAAkHmdO3dOX3/9tSRp5MiRGj58eLJz1OTMmVPDhg3T4MGD9emnn2rOnDn64osv1LJlSxUuXNiq9lOUsAm+HaqNv+3Qz79u1/7Dx2T+J0sTnzSJZxiGcufMoTbN6qt9i0aqULa0VUElZ86cOdqwYYOeffZZtWnTRp06dZIkNWjQQEOGDNHMmTP1/fff6/nnn0/TdgEAAAAAsDkzQ6Iy0sKFC3Xv3j3169cvxXkGFxcXjRs3Tjdv3tSaNWu0aNEijRkzxqr2U5SwadZtcIIkjZRwyJOHu5uaNaitDq0aq071SnJycrIqmP+ydOlSNW/eXC+88IKCg4Mt2z09PTVmzBhdunRJ69atI2EDAAAAAABSZefOncqSJYtVc9G89NJLWr16tXbs2GF1+ylK2MSazQl60kiSs7OT6tWoovYtG6lpg1pyy5rV6iBS6vz58+rdu3ey++vWravNmzenexwAAAAAAGQ4Jh3OUBcvXlT+/PmVJ0+eR67r4+OjokWL6sKFC1a3n+I5bOJ71lSp4K/2LRqrddN6ypHd2+qGreHu7q6IiIhk91+7dk1ZMyBxBAAAAAAAHm/R0dHKnj271fW9vb116dIlq+unKGFToqiv2rdopHYtGsmnYD6rG0utqlWratmyZXrqqacS7bt9+7YWLVqkKlWqZHxgAAAAAADgsZIjRw5dvnzZ6vpXrlyRp6en1fVTlLBZPmey1Q2kpWeffVZ9+/ZV79691apVK5lMJh04cEDHjx/X7NmzdevWLQ0ZMsTWYQIAAAAAkPYYEpWh/P39tWPHDp0+fVolS5Z8pLp///23bty4oUqVKlndfvrMDpxOKlWqpC+//FKXLl3SpEmTZBiGJk+erAkTJig8PFwffvihatasaeswAQAAAACAg2vatKkMw9A333zzyHWnTp0qk8mkWrVqWd1+iuewsRfNmzdX/fr1tWPHDp09e1axsbHy9fVVw4YN5eXlZevwAAAAAADAY6BLly76+uuvtXbtWhUvXlzPPfdciupNmzZNa9asUZYsWdSzZ0+r23eohM3y5ctVo0YN+fr6qlmzZon2nzp1Shs2bNDIkSNtEB0AAAAAAOmIIVEZKlu2bBo/frxGjBihKVOmaNu2bXrmmWdUu3btRHPThIeHa9euXfruu+904MABmUwmjRkzRkWKFLG6fYdK2IwbN06ffPKJfH19k9y/Z88eTZ8+nYQNAAAAAABItaZNm2rs2LH67LPPdPDgQY0cOVLOzs7y8fFRzpw5de/ePQUHBysoKEixsbEyDEMmk0nDhg3ToEGDUtW2XSdszp8/r//973+WJcUNw9DUqVO1ePHiRGUNw9Dx48eVK1eujA4TAAAAAID0Z6aHjS0MHjxYlStX1ltvvaUzZ87o3r17On/+vM6fP5+obOXKlfX666+rcuXKqW7XrhM2RYsWlYeHhzZv3ixJMplMOn36tE6fPp2orJOTk3Lnzq0xY8ZkdJgAAAAAAOAxVr16da1du1Z79uzRzp07debMGYWEhMjd3V158+ZV8eLF1bx582RHBFnDrhM2UtzMyvHKlCmjTz75RB07drRhRAAAAAAAIDOqUaOGatSokSFt2X3C5kFz58595LXPAQAAAAB4LDDpcKbiUAmb1KxfDgAAAAAA4CgcKmFTpkwZmUymh5YxmUw6evRoBkUEAAAAAACQ9hwqYVOzZs1E22JjY3Xjxg1duHBBJUuWVP369W0QGQAAAAAA6YwhUZmKQyVsAgICkt23d+9eDRs2jIQNAAAAAABweE62DiCtVK9eXT179tQ333xj61AAAAAAAEh7ZrN9PJAhHpuEjSQVL15cJ06csHUYAAAAAAAAqfJYJWx27dolDw8PW4cBAAAAAACQKg41h83XX3+d5PaoqCj99ddf2rVrl7p27ZrBUQEAAAAAkAHMhq0jQAZ6LBI28WrWrKkxY8ZkUDQAAAAAAADpw6ESNnPnzk1yu7Ozs/Lly6fChQtncEQAAAAAAABpz6ESNrVq1bJ1CAAAAAAA2AYrNGUqDpWwiRcVFaXbt28rNjY2yf2FChXK4IgAAAAAAADSjkMlbO7cuaMPPvhAq1ev1r1795IsYzKZdPTo0QyODAAAAACAdEYPm0zFoRI2n3/+uZYtW6ZixYqpfPnycnV1tXVIAAAAAAAAac6hEjbr169XgwYN9O2338pkMtk6HAAAAAAAgHThUAmbkJAQtW7dmmQNAAAAACDzMRu2jgAZyMnWATyKokWLKigoyNZhAAAAAAAApCuHStj069dP8+fP19WrV20dCgAAAAAAQLpxqCFRkZGR8vDwUJs2bVS9enXlzZs30fAok8mkjz76yEYRAgAAAACQTlglKlNxqITNhAkTLM+3b9+eZBkSNgAAAAAAwNE5VMJm06ZNtg4BAAAAAADboIdNpuJQCRsfHx9bhwAAAAAAAJDu7Dph8+eff6pkyZLKlSuX5XVK1KxZMz3DAgAAAAAASFd2nbDp37+/PvnkE3Xs2NHy+t+TDCfl2LFj6R0aAAAAAAAZy2zYOgJkILtO2Dz33HPy9/e3vB45cmSKEjYAAAAAAACOzO4TNg96/vnnbRQJAAAAAABAxrHrhA0AAAAAAPgHq0RlKg6VsAkPD9dnn32mLVu2KCgoSIaRePyeyWTS0aNHbRAdAAAAAABA2nCohM3EiRO1ePFi5cuXT1WqVJGzs7OtQwIAAAAAIGMw6XCm4lAJm82bN6tFixaaPHmynJycbB0OAAAAAABAunCorEd4eLgaN25MsgYAAAAAADzWHCrzUa1aNR05csTWYQAAAAAAkPHMZvt4IEM4VMLmlVde0bp16zRnzhxdv37d1uEAAAAAAACkC4eaw8bHx0f+/v76+OOP9fHHHydZhlWiHFv4nRh9N/uotm6/rJDQaBXI76FO7YurR9eSMplMKT7O2vXnNHHSfknS4nltlC+ve4L9e/df08uvbU+ybv78Hlo0t7X1JwE4EK45wLGcDPtd4fduyCtLXpX2amjrcAC7Fx4erWnf79eWred1OzRKhQpkU9cOfurdvVyK7nNrN5zW/J+O6PyFEHl4uKheLV89O6Sa8ubxSFDudshdzZx7UH/suayrQeHKls1VtWsU0oinqyl/Xs/0Oj1kRvRuyVQcKmHz4Ycfavfu3cqVK5eKFi2qLFkcKnz8h9hYQ6+M265jJ4It2y4GhmvK9MO6fj1Szw6rmKLjnL8Qpm9nPTxpd+ZsaKpiBR4HXHOAYwm6e0rh927YOgzAYcTGmvXCqxt15Pj96+b8xVB9MXWPrl2P0Isjaj60/o/Lj+nTr3ZbXkeHRGntxtM68FeQAqZ3VDZPV0lSaFiUBo1YrStBdyxlbwXf1bqNZ7Rn/1UFTO+onDnc0vjsAGQGDpXx2Lx5s5o3b64vv/ySZM1jaMMvFyx/OA58soyaNfbV1G8Pa9fuIP20/G916lBcvj7ZHnqMP/68qo8/3afg21EPLXf6TIgkqVTJ7Pro3boJ9jk7p7xXAeDIuOYAx2A2YnU58qiuRZ2ydSiAQ1m78bQlWTNkQGW1bFpcX077Uzv+uKSFS4+pWyd/FfbxTrJu+J1ofTNznySpfJk8ev3lejp05JomfLFLl6+Ea/6PR/XMoCqSpBVrT1mSNX17lFPn9n7auvOivp6xV9dvRGjRsmMa/lTV9D9hAI8dh5rDJjo6Wk2aNCFZ85jatCVQkpQzZ1YN7FdGRYt46ZmnK0iK6/n329ZLydaNjo7VK69v16tv7lTw7Sj9Vw/X+G/7C/tkU7687gkeuXPxDQgyB645wP6FxVzX0dCNJGsAK2z49awkKVdONz3dv7KKFcmu54ZWlySZzYY2/XY+2brbdwUqIvKeJGlw/8oqVSKnunX0Vxm/3JKkjZvPWsoGXgqTJHl4uOj5YTVUrEh29e9VQcWLZpckHT9xM+1PDpmWYRh28UDGcKiETdWqVVkl6jF24mTcN/2lSmSXk1PcX3/Fi3rJ1dXpn/23k60bFR2rP/dekyR16VhcTRv7Jls2NtbQuQtxfzwWLOipmBizbodE8cGDTIdrDrB/kbEhijZHyNnkohKedf+7AgCL4yfjEiWlS+ay3OdKFMuhrK7OkqRjJ5MfYnjsgSRLmdK5LM/L/pOwuRAYqjsRMZKkYv8kZv4t/jaXLZuLlWcAILNzqITNyy+/rDVr1mjWrFkKCgpSbGysrUNCGrlzJ0Zh4XE3vezerpbtJpNJ3l5xr69ei0i2vslkUt3aBfTlpw016rkqcnFJ/kc78FKYoqPjJuvatCVQbTqvVJeea9W97zr9uPTvtDgdwO5xzQGOwdnkovxZ/VTOu6VyuBa0dTiAwwi/E63QsGhJUo7sWS3bE9znHphz5t+uBIVbnufIfr8naHbv+8e6+k+ZTm1Ly790LkVExGjKt3t1/mKIflh8ROcuxA0H7tC6VBqcEYDMyKHGFr322mtycnLSJ598ok8++STJMqwS5Zgi796zPHf951uPePF/CEZG3lNysnm6aPx7Kfvm8fSZ+5OfBgXd/4P01q2ouMlWb0Tq2WdSNtkq4Ki45gDHkDtrUVuHADikB+9hri7/us/9c9+L+KeHTFIiIuP2OTmZlCXL/S8lXB44Vnx9Tw8XvfVKfT378gbNW3xE8xYf+aesk8Y8X1t1avqk8myAB7BKVKbiUAmbHDlyKEeOHLYOA+kgo0dG+PvlUFhYjJ4eVE61a+ZX4KVwvfPBbl0NitBPy/5Wp/b/Pdkq4Mi45gAAj7NUD7t9hOrHT97U8Jd+TvBliCTFxJi14dezatKgSIJeOgCQUg6VsAkICHik8jExMTpw4IDKlCkjLy+vdIoKacHd/f6PYnRMwqxx/FCKB8ukRrMmvmrWJOF8G2X8curJ3n769MsDMpulfQeu88cjHmtccwCAx5mH+/15Y2IS3efiplXw8Eh+bpn4e6DZbOherFlZnJ0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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Expanded Visualization 6: Heatmap - Correlations\n",
+ "\n",
+ "# Set vibrant Seaborn style\n",
+ "sns.set(style=\"whitegrid\", rc={\"axes.facecolor\": \"#f0f4f8\", \"figure.facecolor\": \"#ffffff\"})\n",
+ "plt.rcParams['font.family'] = 'Arial' # Modern font\n",
+ "plt.rcParams['axes.titlesize'] = 24 # Larger title\n",
+ "plt.rcParams['axes.labelsize'] = 18 # Larger labels\n",
+ "plt.rcParams['xtick.labelsize'] = 14 # Larger ticks\n",
+ "plt.rcParams['ytick.labelsize'] = 14\n",
+ "\n",
+ "# Create a larger figure\n",
+ "plt.figure(figsize=(12, 10))\n",
+ "\n",
+ "# Expanded Visualization 6: Enhanced Heatmap\n",
+ "corr_matrix = imdb_df_exploded[['total_gross_millions', 'averagerating', 'runtime_minutes', 'start_year']].corr()\n",
+ "\n",
+ "# Create vibrant heatmap\n",
+ "sns.heatmap(\n",
+ " corr_matrix,\n",
+ " annot=True, # Show correlation values\n",
+ " annot_kws={\"size\": 14, \"weight\": \"bold\", \"color\": \"#2c3e50\"}, # Bold annotations\n",
+ " cmap='Spectral', # Vibrant color palette\n",
+ " vmin=-1, vmax=1, # Full correlation range\n",
+ " center=0, # Center at 0 for diverging colormap\n",
+ " square=True, # Square cells for clarity\n",
+ " linewidths=0.5, # Thin lines between cells\n",
+ " linecolor='white', # White lines for contrast\n",
+ " cbar_kws={'label': 'Correlation', 'shrink': 0.8, 'ticks': [-1, -0.5, 0, 0.5, 1]} # Custom colorbar\n",
+ ")\n",
+ "\n",
+ "# Customize title and labels\n",
+ "plt.title('Correlation Heatmap of Key Movie Metrics', fontsize=24, weight='bold', color='#2c3e50', pad=20)\n",
+ "plt.xlabel('Variables', fontsize=18, weight='bold', color='#2c3e50')\n",
+ "plt.ylabel('Variables', fontsize=18, weight='bold', color='#2c3e50')\n",
+ "\n",
+ "# Add subtle background gradient\n",
+ "ax = plt.gca()\n",
+ "ax.set_facecolor('#f0f4f8')\n",
+ "gradient = np.linspace(0, 1, 256).reshape(1, -1)\n",
+ "gradient = np.vstack((gradient, gradient))\n",
+ "ax.imshow(gradient, aspect='auto', cmap='Spectral', alpha=0.1, extent=ax.get_xlim() + ax.get_ylim())\n",
+ "\n",
+ "# Customize spines\n",
+ "ax.spines['top'].set_visible(False)\n",
+ "ax.spines['right'].set_visible(False)\n",
+ "ax.spines['left'].set_color('#2c3e50')\n",
+ "ax.spines['bottom'].set_color('#2c3e50')\n",
+ "\n",
+ "# Tight layout for clean presentation\n",
+ "plt.tight_layout()\n",
+ "\n",
+ "# Save and show the plot\n",
+ "plt.savefig('images/corr_heatmap_enhanced.png', dpi=300, bbox_inches='tight')\n",
+ "plt.show()\n",
+ "# **Insight**: Runtime correlates moderately with gross (0.3), reinforcing 90-120 min as optimal for revenue."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "9aa40c76-0308-4ed1-97a2-70ca42e5c649",
+ "metadata": {},
+ "source": [
+ "We designed a striking **heatmap** to uncover how revenue, ratings, runtime, and release year interlink within our merged dataset (~6,376 films), wrapping up our deep-dive visualizations.\n",
+ "\n",
+ "- **What We Did**: We used a colorful heatmap to show how closely these factors move together, with numbers highlighting the strength of their connections.\n",
+ "- **Results**: A moderate link (around 0.3) emerges between runtime and revenue, reinforcing that films around 90-120 minutes tend to earn more, aligning with audience preferences.\n",
+ "- **Why It Matters**: This insight confirms our studio should prioritize films in the 90-120 minute range to maximize earnings, fine-tuning our productions for box office triumph as of today, September 11, 2025!"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "bfcf8685-74a3-4832-b09f-f8a65ce7606b",
+ "metadata": {},
+ "source": [
+ "## 🎤 6. Conclusion: A Strategy for Success\n",
+ "\n",
+ "\n",
+ "\n",
+ "This analysis combines six vibrant visualizations, statistical tests, and regression to provide a comprehensive view of box office trends. **Key Findings**:\n",
+ "\n",
+ "- **Genres Drive Revenue**: Sci-Fi and Adventure films lead with $296M and $279M average gross, respectively, 2-3x higher than Drama (Viz 1).\n",
+ "- **Runtime Matters**: 90-120 minute films align with audience preferences and correlate with higher gross (Viz 4, Viz 6).\n",
+ "- **Market Trends**: 2015-2018 show peak performance, driven by summer blockbusters (Viz 3, Viz 5).\n",
+ "- **Ratings Secondary**: Moderate ratings (6-8) suffice for high-gross films, emphasizing marketing over quality (Viz 2).\n",
+ "\n",
+ "**Actionable Recommendations**:\n",
+ "\n",
+ "1. **Prioritize Sci-Fi and Adventure Scripts** (Viz 1, Viz 5): \n",
+ " - **Why**: These genres earn 2-3x more, with growth in franchise-driven years. \n",
+ " - **Action**: Allocate 60% of budget to high-concept Sci-Fi/Adventure films (e.g., space epics, superhero films). Develop 2-3 tentpole projects.\n",
+ "\n",
+ "2. **Target 90-120 Minute Action Films** (Viz 4, Viz 6, T-test): \n",
+ " - **Why**: Action films gross significantly more than Drama (p < 0.05), and 90-120 min optimizes engagement (correlation 0.3). \n",
+ " - **Action**: Produce Action films in this runtime range to balance audience satisfaction and theater showtimes. Test pacing in pilots.\n",
+ "\n",
+ "3. **Plan Summer Releases in High-Peak Years** (Viz 3, Viz 5): \n",
+ " - **Why**: 2015-2018 show higher medians and outliers, driven by summer blockbusters. Ratings of 7+ boost buzz (Viz 2). \n",
+ " - **Action**: Schedule major releases for May-August in high-demand years. Aim for 7+ IMDb ratings via test screenings to enhance word-of-mouth.\n",
+ "\n",
+ "**Next Steps**:\n",
+ "- Integrate budget data for ROI analysis.\n",
+ "- Use APIs (e.g., TMDB) to supplement genre data if IMDB issues persist.\n",
+ "- Monitor post-2023 trends to adapt strategy.\n",
+ "\n",
+ "**This data-driven approach positions our studio for box office dominance, blending cinematic spectacle with strategic timing!**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "71c7e743-1d1d-453c-ad97-f175385d3298",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python (learn-env)",
+ "language": "python",
+ "name": "learn-env"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
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@@ -1,48 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Final Project Submission\n",
- "\n",
- "Please fill out:\n",
- "* Student name: \n",
- "* Student pace: self paced / part time / full time\n",
- "* Scheduled project review date/time: \n",
- "* Instructor name: \n",
- "* Blog post URL:\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Your code here - remember to use markdown cells for comments as well!"
- ]
- }
- ],
- "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": "3.6.4"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}