diff --git a/Labmentix_internship_project/Labmentix_Project_2 (1).ipynb b/Labmentix_internship_project/Labmentix_Project_2 (1).ipynb new file mode 100644 index 0000000..bb0b361 --- /dev/null +++ b/Labmentix_internship_project/Labmentix_Project_2 (1).ipynb @@ -0,0 +1,3060 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [], + "gpuType": "T4" + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + }, + "accelerator": "GPU" + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "# **Project Name** - **Data-Driven Insights: Amazon Prime**\n", + "## **Project Type** - EDA\n", + "### **Contribution - Team**\n", + "\n", + "* **Team Member 1** - Mohd. Tabrej Khan\n", + "* **Team Member 2** - Mohammad Waleed\n", + "* **Team Member 3** - Owais Khan\n", + "\n" + ], + "metadata": { + "id": "2hEzFfVZUFUd" + } + }, + { + "cell_type": "markdown", + "source": [ + "# **Project Summary**\n" + ], + "metadata": { + "id": "NlU0_uS8jk6W" + } + }, + { + "cell_type": "markdown", + "source": [ + "## ***Introduction***\n", + "This project performs an Exploratory Data Analysis (EDA) on Amazon Prime's movie and TV show datasets. We aim to uncover insights into popular genres, content distribution, and trends over time. By analyzing factors like IMDb ratings and content diversity, we seek to understand user preferences and the platform's content landscape. This analysis provides valuable information for decision-making in the media and streaming industry.\n", + "\n", + "\n" + ], + "metadata": { + "id": "pDVH2OjbayTO" + } + }, + { + "cell_type": "markdown", + "source": [ + "\n", + "## ***Bussiness Objectives***\n", + "###**For Employers:**\n", + "* Identify which movies/shows are the most popular among users and which genres perform best on Amazon Prime.\n", + "* Analyze user behavior and preferences (e.g., genre, language, age group) to improve recommendations and increase user engagement.\n", + "\n", + "###**For employees:**\n", + "* Segment users based on age certifications, viewing patterns, and genres to tailor marketing efforts and personalized recommendations.\n", + "\n", + "### **For Researchers (Media, Streaming Industry, or Academic):**\n", + "* Analyze trends in content consumption over time, including changes in genre preferences, production locations, or viewing habits.\n", + "* Compare the growth and performance of streaming content with traditional media (e.g., cinema) to analyze shifts in user behavior.\n" + ], + "metadata": { + "id": "jFsvKE4zjplb" + } + }, + { + "cell_type": "markdown", + "source": [ + "## ***Problem Statement***\n", + "* ***Content Diversity***: What genres ans catesgories dominate the platform?\n", + "* ***Regional Availability***: How does content distribution dominates the paltform?\n", + "* ***Trend Over Time***: How has Amazon Prime's content library evolved?\n", + "* ***IMDb Ratings & popularity***: What are the highest-rated or most popular shows on the platform?\n", + "\n", + "\n", + "\n" + ], + "metadata": { + "id": "r7vMpY4oWqF1" + } + }, + { + "cell_type": "markdown", + "source": [ + "## ***Methodology***\n", + "* ***Data Collection***: Obtained datasets containing information on Amazon Prime's movie and TV show titles, credits, and user ratings.\n", + "* titles, credits, and user ratings.\n", + "***Data Cleaning:*** Handled missing values using imputation techniques (SimpleImputer) and converted data types for analysis\n", + "* Data Wrangling: Created new features like 'decade' (derived from release year) and 'runtime_category' for enhanced insights\n", + "* ***Descriptive Statistics:*** Calculated summary statistics (mean, median, etc.) for numerical columns like IMDb score, runtime, and seasons.\n", + "* ***Data Visualization:*** Employed various plots (line charts, bar charts, pie charts, heatmaps) to explore patterns and trends in the data.\n", + "* ***Grouping and Aggregation:*** Grouped data by genre, release year, and other categories to analyze trends within specific groups.\n", + "\n", + "\n", + "\n", + "\n" + ], + "metadata": { + "id": "grtbJjzNftuk" + } + }, + { + "cell_type": "markdown", + "source": [ + "# **Github link**\n", + "\n", + "* Mohd. Tabrej Khan - https://github.com/Mohd-Tabrej-Khan\n", + "* Mohammad Waleed - https://github.com/MohammadWaleed339\n", + "* Owais Khan - https://github.com/Owaiskhan3320\n", + "\n", + "\n", + "\n", + "\n" + ], + "metadata": { + "id": "El9HhSHXWCKI" + } + }, + { + "cell_type": "markdown", + "source": [ + "# **General Guidelines**\n", + "\n", + "## ***1. Code Structure and Documentation***\n", + "- The code is well-structured, formatted, and documented with clear comments explaining logic and implementation.\n", + "- Followed PEP8 guidelines for Python code formatting.\n", + "- Used meaningful variable and function names for better readability.\n", + "\n", + "## ***2. Exception Handling and Production-Grade Code***\n", + "- Implemented try-except blocks to prevent unexpected errors.\n", + "- The code is modular, making it efficient and maintainable.\n", + "- The Jupyter Notebook is deployment-ready, ensuring it runs smoothly from start to finish.\n", + "\n", + "## ***3. Proper Commenting and Documentation***\n", + "- Each function and logic block has detailed comments explaining its purpose and implementation.\n", + "- Docstrings (`''' '''`) are used for function definitions to improve clarity.\n", + "- A README file is included to guide users on executing the project.\n", + "\n", + "## ***4. Data Visualization and Chart Guidelines***\n", + "As part of the analysis, multiple charts have been generated to provide insights into content distribution, ratings, and popularity trends. Each visualization includes:\n", + "- **Chart Title**: Clearly describes the visualization.\n", + "- **Purpose of the Chart**: Explains why the chart is included and its relevance to the analysis.\n", + "- **Insights Derived from the Chart**: Key takeaways, observed patterns, and significant trends.\n" + ], + "metadata": { + "id": "r9XD3B6KgnpL" + } + }, + { + "cell_type": "markdown", + "source": [ + "# **Know Your Data**" + ], + "metadata": { + "id": "7HYSrNBig1Jy" + } + }, + { + "cell_type": "markdown", + "source": [ + "## ***Importing the necessary libraries***.\n", + "First, we will import all the necessary libraries we will be going to utilise in our project." + ], + "metadata": { + "id": "1sv5me5fg5Xa" + } + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "id": "WKzCaanS3iNw" + }, + "outputs": [], + "source": [ + "import pandas as pd #for data handling\n", + "import numpy as np #for numerical operations\n", + "import ast # abstract syntax tree\n", + "from scipy.stats import pearsonr # for correlation\n", + "import plotly.express as px # for interactive viz\n", + "import matplotlib.pyplot as plt # for basic viz\n", + "import seaborn as sns # for advanced viz\n", + "from sklearn.preprocessing import LabelEncoder # for encoding categorical variables\n", + "from sklearn.impute import SimpleImputer # for handling missing values\n", + "import copy\n", + "from collections import Counter\n", + "import warnings\n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "cell_type": "markdown", + "source": [ + "## ***Loading the dataset.***\n", + "Here we have been provided two __.csv__ files;\n", + "- **title.csv**: It contains the data about the movie/TV show titltes, description, their runtime, release year, imdb and tmdb score and popularity etc.\n", + "\n", + "- **credits.csv**: It contains data about the actors and directors, what role they played in the respective movies/TV shows.\n", + "\n", + "We have uploaded the data into the __GitHub__ repository for open acces and loaded it." + ], + "metadata": { + "id": "e63fFov3kYSb" + } + }, + { + "cell_type": "code", + "source": [ + "#lets load datasets from github repository\n", + "credit_data = pd.read_csv('https://raw.githubusercontent.com/MohammadWaleed339/internship_collab_file/refs/heads/main/Labmentix_internship_project/datasets/credits.csv')\n", + "title_data = pd.read_csv('https://raw.githubusercontent.com/MohammadWaleed339/internship_collab_file/refs/heads/main/Labmentix_internship_project/datasets/titles.csv')" + ], + "metadata": { + "id": "0wbFi89y3rkl" + }, + "execution_count": 37, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "## ***Take a first look at the data.***" + ], + "metadata": { + "id": "rgvSP8aSmvZL" + } + }, + { + "cell_type": "code", + "source": [ + "# Checking first few line of the dataset\n", + "\n", + "#for the credit data\n", + "credit_data.head()" + ], + "metadata": { + "id": "jHMIB_mu4OeW", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "outputId": "376682d5-d1ed-4998-c823-496a7ccc4663" + }, + "execution_count": 38, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " person_id id name character role\n", + "0 59401 ts20945 Joe Besser Joe ACTOR\n", + "1 31460 ts20945 Moe Howard Moe ACTOR\n", + "2 31461 ts20945 Larry Fine Larry ACTOR\n", + "3 21174 tm19248 Buster Keaton Johnny Gray ACTOR\n", + "4 28713 tm19248 Marion Mack Annabelle Lee ACTOR" + ], + "text/html": [ + "\n", + "
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1tm19248The GeneralMOVIEDuring America’s Civil War, Union spies steal ...1926NaN78['action', 'drama', 'war', 'western', 'comedy'...['US']NaNtt00179258.289766.08.6478.0
2tm82253The Best Years of Our LivesMOVIEIt's the hope that sustains the spirit of ever...1946NaN171['romance', 'war', 'drama']['US']NaNtt00368688.163026.08.4357.8
3tm83884His Girl FridayMOVIEHildy, the journalist former wife of newspaper...1940NaN92['comedy', 'drama', 'romance']['US']NaNtt00325997.857835.011.2707.4
4tm56584In a Lonely PlaceMOVIEAn aspiring actress begins to suspect that her...1950NaN94['thriller', 'drama', 'romance']['US']NaNtt00425937.930924.08.2737.6
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Despite his hatred of witches, he enters an agreement that shewill make him human once she reaches her goal.\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"release_year\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 25,\n \"min\": 1912,\n \"max\": 2022,\n \"num_unique_values\": 110,\n \"samples\": [\n 1992,\n 1938\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"age_certification\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 11,\n \"samples\": [\n \"TV-G\",\n \"TV-PG\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"runtime\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 33,\n \"min\": 1,\n \"max\": 549,\n \"num_unique_values\": 207,\n \"samples\": [\n 174,\n 70\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"genres\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2028,\n \"samples\": [\n \"['war', 'drama', 'action']\",\n \"['documentation', 'reality', 'european']\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"production_countries\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 497,\n \"samples\": [\n \"['SK', 'CZ', 'DE']\",\n \"['ES', 'DE', 'IT', 'MC']\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"seasons\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 4.148957721772518,\n \"min\": 1.0,\n \"max\": 51.0,\n \"num_unique_values\": 32,\n \"samples\": [\n 21.0,\n 7.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"imdb_id\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 9201,\n \"samples\": [\n \"tt5986716\",\n \"tt1498567\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"imdb_score\",\n \"properties\": {\n 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\"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" + } + }, + "metadata": {}, + "execution_count": 39 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Check for the Rows and Columns in the data, know about the various features and their data types." + ], + "metadata": { + "id": "O8i7bkEgnF2y" + } + }, + { + "cell_type": "code", + "source": [ + "# check the number of rows and columns\n", + "print(\"Credit Data:\",credit_data.shape)\n", + "print(\"Title Data:\",title_data.shape)" + ], + "metadata": { + "id": "lNssVVa7QmTK", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "8991ad04-6302-46e1-ce5a-c4977afd54b6" + }, + "execution_count": 40, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Credit Data: (124235, 5)\n", + "Title Data: (9871, 15)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# know about various data types of the features\n", + "print(\"Credit Data:\\n\")\n", + "credit_data.info()\n", + "print(\"\\n\")\n", + "print(\"Title Data:\\n\")\n", + "title_data.info()" + ], + "metadata": { + "id": "T1gFvJRZ4cqf", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "3df9bc4e-d971-479b-daf3-252564f6faed" + }, + "execution_count": 41, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Credit Data:\n", + "\n", + "\n", + "RangeIndex: 124235 entries, 0 to 124234\n", + "Data columns (total 5 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 person_id 124235 non-null int64 \n", + " 1 id 124235 non-null object\n", + " 2 name 124235 non-null object\n", + " 3 character 107948 non-null object\n", + " 4 role 124235 non-null object\n", + "dtypes: int64(1), object(4)\n", + "memory usage: 4.7+ MB\n", + "\n", + "\n", + "Title Data:\n", + "\n", + "\n", + "RangeIndex: 9871 entries, 0 to 9870\n", + "Data columns (total 15 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 id 9871 non-null object \n", + " 1 title 9871 non-null object \n", + " 2 type 9871 non-null object \n", + " 3 description 9752 non-null object \n", + " 4 release_year 9871 non-null int64 \n", + " 5 age_certification 3384 non-null object \n", + " 6 runtime 9871 non-null int64 \n", + " 7 genres 9871 non-null object \n", + " 8 production_countries 9871 non-null object \n", + " 9 seasons 1357 non-null float64\n", + " 10 imdb_id 9204 non-null object \n", + " 11 imdb_score 8850 non-null float64\n", + " 12 imdb_votes 8840 non-null float64\n", + " 13 tmdb_popularity 9324 non-null float64\n", + " 14 tmdb_score 7789 non-null float64\n", + "dtypes: float64(5), int64(2), object(8)\n", + "memory usage: 1.1+ MB\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "print(\"Features of Credit Data:\\n\",credit_data.columns)\n", + "print(\"\\n\")\n", + "print(\"Features of Title Data:\\n\",title_data.columns)" + ], + "metadata": { + "id": "N8uUaUmC5BbO", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "56ce6ace-4e26-4318-c99e-37a14119d827" + }, + "execution_count": 42, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Features of Credit Data:\n", + " Index(['person_id', 'id', 'name', 'character', 'role'], dtype='object')\n", + "\n", + "\n", + "Features of Title Data:\n", + " Index(['id', 'title', 'type', 'description', 'release_year',\n", + " 'age_certification', 'runtime', 'genres', 'production_countries',\n", + " 'seasons', 'imdb_id', 'imdb_score', 'imdb_votes', 'tmdb_popularity',\n", + " 'tmdb_score'],\n", + " dtype='object')\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## ***Check for Unique Values across each feature.***" + ], + "metadata": { + "id": "bhQNvkFYo2Fy" + } + }, + { + "cell_type": "code", + "source": [ + "# for the credit data\n", + "for col in credit_data.columns:\n", + " count_unique = credit_data[col].nunique()\n", + " print(f\"Number of unique values in {col} is {count_unique}\")" + ], + "metadata": { + "id": "MdWf-gjW5FIc", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "a4d5da79-2ab9-42d8-f5ef-a38a9173df6f" + }, + "execution_count": 43, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Number of unique values in person_id is 80508\n", + "Number of unique values in id is 8861\n", + "Number of unique values in name is 79758\n", + "Number of unique values in character is 71097\n", + "Number of unique values in role is 2\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# for the titles data\n", + "for col in title_data.columns:\n", + " title_unique = title_data[col].nunique()\n", + " print(f\"{col} contains {title_unique} unique values\")" + ], + "metadata": { + "id": "4MIvT3xj58av", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "90dc814f-8f83-4043-d51e-6d341dbbcbfe" + }, + "execution_count": 44, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "id contains 9868 unique values\n", + "title contains 9737 unique values\n", + "type contains 2 unique values\n", + "description contains 9734 unique values\n", + "release_year contains 110 unique values\n", + "age_certification contains 11 unique values\n", + "runtime contains 207 unique values\n", + "genres contains 2028 unique values\n", + "production_countries contains 497 unique values\n", + "seasons contains 32 unique values\n", + "imdb_id contains 9201 unique values\n", + "imdb_score contains 86 unique values\n", + "imdb_votes contains 3650 unique values\n", + "tmdb_popularity contains 5325 unique values\n", + "tmdb_score contains 89 unique values\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## ***Check for the Duplicate Values.***" + ], + "metadata": { + "id": "i9vTDDOQpFdS" + } + }, + { + "cell_type": "code", + "source": [ + "print(\"Duplicate rows in credits:\", credit_data.reset_index().duplicated().sum())\n", + "print(\"Duplicate rows in titles:\", title_data.reset_index().duplicated().sum())" + ], + "metadata": { + "id": "P4ur7USS-bLa", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "29f002d5-0611-4ef6-eeb0-7b2329ef59c3" + }, + "execution_count": 45, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Duplicate rows in credits: 0\n", + "Duplicate rows in titles: 0\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## ***Check for the Missing values.***" + ], + "metadata": { + "id": "Q-l8AZsBNMHd" + } + }, + { + "cell_type": "code", + "source": [ + "# Check missing values in both datasets\n", + "missing_titles = title_data.isnull().sum()\n", + "missing_credits = credit_data.isnull().sum()" + ], + "metadata": { + "id": "Zw2Sa1OqTaWS" + }, + "execution_count": 46, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Summary statistics for numerical columns in titles dataset\n", + "titles_summary = title_data.describe()\n", + "missing_titles, missing_credits, titles_summary" + ], + "metadata": { + "id": "A7v2uEfYOSF2", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "e951fa53-9add-40c9-9107-9ea07d9a3928" + }, + "execution_count": 47, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(id 0\n", + " title 0\n", + " type 0\n", + " description 119\n", + " release_year 0\n", + " age_certification 6487\n", + " runtime 0\n", + " genres 0\n", + " production_countries 0\n", + " seasons 8514\n", + " imdb_id 667\n", + " imdb_score 1021\n", + " imdb_votes 1031\n", + " tmdb_popularity 547\n", + " tmdb_score 2082\n", + " dtype: int64,\n", + " person_id 0\n", + " id 0\n", + " name 0\n", + " character 16287\n", + " role 0\n", + " dtype: int64,\n", + " release_year runtime seasons imdb_score imdb_votes \\\n", + " count 9871.000000 9871.000000 1357.000000 8850.000000 8.840000e+03 \n", + " mean 2001.327221 85.973052 2.791452 5.976395 8.533614e+03 \n", + " std 25.810071 33.512466 4.148958 1.343842 4.592015e+04 \n", + " min 1912.000000 1.000000 1.000000 1.100000 5.000000e+00 \n", + " 25% 1995.500000 65.000000 1.000000 5.100000 1.170000e+02 \n", + " 50% 2014.000000 89.000000 1.000000 6.100000 4.625000e+02 \n", + " 75% 2018.000000 102.000000 3.000000 6.900000 2.236250e+03 \n", + " max 2022.000000 549.000000 51.000000 9.900000 1.133692e+06 \n", + " \n", + " tmdb_popularity tmdb_score \n", + " count 9324.000000 7789.000000 \n", + " mean 6.910204 5.984247 \n", + " std 30.004098 1.517986 \n", + " min 0.000011 0.800000 \n", + " 25% 1.232000 5.100000 \n", + " 50% 2.536000 6.000000 \n", + " 75% 5.634000 6.900000 \n", + " max 1437.906000 10.000000 )" + ] + }, + "metadata": {}, + "execution_count": 47 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "### **Understanding the Dataset: What we know this far!!!**\n", + "\n", + "#### **1. Structure and Dimensions**\n", + "- The dataset consists of two **csv files**:\n", + " - **title.csv:** It has **9871 rows** and **15 columns**.\n", + " - **credit.csv:** It has **124235 rows** and **5 columns**.\n", + "- **title.csv** contains a mix of **8 object type** fields and **7 numerical** fields, whereas, **credit.csv** contains **4 object type** and **1 numerical** field.\n", + "\n", + "#### **2. Data Quality & Missing Value**\n", + "- There is a mix of complete and incomplete information for various features of both the dataset. We need to handle these in order to ease our analysis.\n", + "\n", + "#### **3. Duplicate Records**\n", + "- Both the datasets, **credit_data** as well as **title_data** has no duplicate records stored in them. \n", + "\n", + "#### **4. Potential Next Steps**\n", + "- **Data Cleaning**: Address missing values, duplicates, and inconsistencies. \n", + "- **Feature Engineering**: Create new features or transform existing ones for better modeling. \n", + "- **Summary Statistics**: Generate the statistical summary of the data from the newly formed features.\n", + "- **Exploratory Data Analysis (EDA)**: Perform deeper insights into patterns and trends. \n", + "- **Predictive Modeling**: Build machine learning models based on cleaned and processed data." + ], + "metadata": { + "id": "T79xKgANNlqP" + } + }, + { + "cell_type": "markdown", + "source": [ + "# **Data Wrangling**" + ], + "metadata": { + "id": "xrageDwL2eK2" + } + }, + { + "cell_type": "markdown", + "source": [ + "- **Merging the two tables:**\n", + "Now, we will combine the two tables on the basis of common column i.e. the __id__ column in both the tables, using an appropriate type of join." + ], + "metadata": { + "id": "iBzSUsEG2iwq" + } + }, + { + "cell_type": "code", + "source": [ + "merge_data = pd.merge(title_data, credit_data, left_on='id', right_on=\"id\", how ='inner')" + ], + "metadata": { + "id": "KDIgkB1CUcZ6" + }, + "execution_count": 48, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "- Checking the features and rows and columns of the resulting datafame." + ], + "metadata": { + "id": "EOklOZyxAjfq" + } + }, + { + "cell_type": "code", + "source": [ + "merge_data.shape # number of rows and columns in the merged data" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "O69Ze1W2A3dm", + "outputId": "0b03e8f7-15b7-491e-9746-1ca945f09c16" + }, + "execution_count": 49, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(124347, 19)" + ] + }, + "metadata": {}, + "execution_count": 49 + } + ] + }, + { + "cell_type": "code", + "source": [ + "merge_data.columns # all the features in merged dataframe" + ], + "metadata": { + "id": "VPiqpxVlJdrg", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "7e25621e-749c-4ff4-e637-9d7f235b5220" + }, + "execution_count": 50, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Index(['id', 'title', 'type', 'description', 'release_year',\n", + " 'age_certification', 'runtime', 'genres', 'production_countries',\n", + " 'seasons', 'imdb_id', 'imdb_score', 'imdb_votes', 'tmdb_popularity',\n", + " 'tmdb_score', 'person_id', 'name', 'character', 'role'],\n", + " dtype='object')" + ] + }, + "metadata": {}, + "execution_count": 50 + } + ] + }, + { + "cell_type": "code", + "source": [ + "merge_data.info() # the variables and their datatypes" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "cbPq6Xg_zUqW", + "outputId": "971bdcb0-1f43-46ad-aa98-dff384e7a857" + }, + "execution_count": 51, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "RangeIndex: 124347 entries, 0 to 124346\n", + "Data columns (total 19 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 id 124347 non-null object \n", + " 1 title 124347 non-null object \n", + " 2 type 124347 non-null object \n", + " 3 description 124256 non-null object \n", + " 4 release_year 124347 non-null int64 \n", + " 5 age_certification 56707 non-null object \n", + " 6 runtime 124347 non-null int64 \n", + " 7 genres 124347 non-null object \n", + " 8 production_countries 124347 non-null object \n", + " 9 seasons 8153 non-null float64\n", + " 10 imdb_id 119044 non-null object \n", + " 11 imdb_score 118296 non-null float64\n", + " 12 imdb_votes 118272 non-null float64\n", + " 13 tmdb_popularity 124332 non-null float64\n", + " 14 tmdb_score 114082 non-null float64\n", + " 15 person_id 124347 non-null int64 \n", + " 16 name 124347 non-null object \n", + " 17 character 108040 non-null object \n", + " 18 role 124347 non-null object \n", + "dtypes: float64(5), int64(3), object(11)\n", + "memory usage: 18.0+ MB\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "- We will convert the __genre & production_countries__ fields from string to actual list datatype using __asta__ library of python." + ], + "metadata": { + "id": "bUUtzRydA8el" + } + }, + { + "cell_type": "code", + "source": [ + "# Convert 'genres' and 'production_countries' from string representation of lists to actual lists\n", + "merge_data['genres'] = merge_data['genres'].apply(lambda x: ast.literal_eval(x)) # converting text list to actual lists\n", + "merge_data['production_countries'] = merge_data['production_countries'].apply(lambda x: ast.literal_eval(x))" + ], + "metadata": { + "id": "zJag6zdSPDWO" + }, + "execution_count": 52, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "- Creating a function to convert the fields to categorical datatype." + ], + "metadata": { + "id": "BA9Y1eygAdD0" + } + }, + { + "cell_type": "code", + "source": [ + "# converting columns to categorical datatype for ease in analysis\n", + "def convert_to_cat(x):\n", + " \"\"\"A function to convert the fields to categorical datatype\"\"\"\n", + " return x.astype('category')\n", + "\n", + "merge_data[['type', 'age_certification', 'role']] = merge_data[['type', 'age_certification', 'role']].apply(convert_to_cat)" + ], + "metadata": { + "id": "NMNPeKWzAdem" + }, + "execution_count": 53, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "# **Data Cleaning**\n", + "\n" + ], + "metadata": { + "id": "wdm7DWe23KSs" + } + }, + { + "cell_type": "markdown", + "source": [ + "We will take a quick look at the missing values in our merged data set." + ], + "metadata": { + "id": "5LnnORe_3np2" + } + }, + { + "cell_type": "code", + "source": [ + "merge_data.isnull().sum()" + ], + "metadata": { + "id": "KYEVfBQc3U6z", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 679 + }, + "outputId": "836ad1b4-4b71-40c0-c046-ca01eea14c6b" + }, + "execution_count": 54, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "id 0\n", + "title 0\n", + "type 0\n", + "description 91\n", + "release_year 0\n", + "age_certification 67640\n", + "runtime 0\n", + "genres 0\n", + "production_countries 0\n", + "seasons 116194\n", + "imdb_id 5303\n", + "imdb_score 6051\n", + "imdb_votes 6075\n", + "tmdb_popularity 15\n", + "tmdb_score 10265\n", + "person_id 0\n", + "name 0\n", + "character 16307\n", + "role 0\n", + "dtype: int64" + ], + "text/html": [ + "
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" + ] + }, + "metadata": {}, + "execution_count": 54 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Here we can see that we have a a lot of missing value fields in our merged data, we will tackle them one at a time." + ], + "metadata": { + "id": "kVY4KfoV3pjT" + } + }, + { + "cell_type": "markdown", + "source": [ + "- First, let us fill the __age_certification__ column by \"Unknown\" for missing data." + ], + "metadata": { + "id": "jnesGmll3zhr" + } + }, + { + "cell_type": "code", + "source": [ + "# handling missing values in age_certification column\n", + "merge_data['age_certification'] = merge_data['age_certification'].astype('str').fillna('Unknown').astype('category')" + ], + "metadata": { + "id": "Ip6N61GrUACW" + }, + "execution_count": 55, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "- Now, we are going to impute the the missing data in various columns using the __SimpleImputer__. We have filled the seasons to zero(0), as movies dont have seasons and filled __imdb_score, imdb_votes, tmdb_score and tmdb_popularity__ with their respective __median__ values.\n" + ], + "metadata": { + "id": "wTReQ1WI3_xN" + } + }, + { + "cell_type": "code", + "source": [ + "# filling the missing values in title data set using an imputer\n", + "#create imputers for various data types and fill values accordingly\n", + "zero_imputer = SimpleImputer(strategy='constant', fill_value=0) # for seasons\n", + "median_imputer = SimpleImputer(strategy='median') # for imdb and tmdb scores and votes\n", + "\n", + "#applying the imputers\n", + "merge_data['seasons'] = zero_imputer.fit_transform(merge_data[['seasons']])\n", + "merge_data[['imdb_score', 'tmdb_score', 'imdb_votes', 'tmdb_popularity']] = median_imputer.fit_transform(merge_data[['imdb_score', 'tmdb_score', 'imdb_votes', 'tmdb_popularity']])" + ], + "metadata": { + "id": "sVRzbEzKQFoe" + }, + "execution_count": 56, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "- Filtering out the movies and TV shows that have no description, no identification in imdb and also we dont have knowledge about the characters played by the actors." + ], + "metadata": { + "id": "aD_j2jtFADD8" + } + }, + { + "cell_type": "code", + "source": [ + "# filtering the data\n", + "null_dat = merge_data.loc[((merge_data['imdb_id'].isnull()) & (merge_data['character'].isnull()) & (merge_data['description'].isnull()))]" + ], + "metadata": { + "id": "UPGXkD-nW8HH" + }, + "execution_count": 57, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "- We will now drop those rows that were filtered above." + ], + "metadata": { + "id": "prUcq4dlFt3q" + } + }, + { + "cell_type": "code", + "source": [ + "# delete all rows from merge_data which has common imdb_id with null_dat\n", + "merge_data = merge_data[~merge_data['imdb_id'].isin(null_dat['imdb_id'])]\n" + ], + "metadata": { + "id": "f6q3mPXd8CpY" + }, + "execution_count": 58, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "- Filling the missing values in character's played column by Unknown." + ], + "metadata": { + "id": "7XWMlxqIF0yZ" + } + }, + { + "cell_type": "code", + "source": [ + "merge_data['character'].fillna('Unknown', inplace=True)" + ], + "metadata": { + "id": "rlhPMPts_1bN" + }, + "execution_count": 59, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "- For description column, we will set the null values to 'No information available', as we dont have description about some movies." + ], + "metadata": { + "id": "f_DcqxZVAHxm" + } + }, + { + "cell_type": "code", + "source": [ + "# filling the null values in description column\n", + "merge_data['description'].fillna('No information available', inplace=True)" + ], + "metadata": { + "id": "I-SySCW9HOAt" + }, + "execution_count": 60, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "- We will make a deepcopy of the original data, and will encode some columns of the data for making use in Visualizations and ML models." + ], + "metadata": { + "id": "TbmVm0ssIOgb" + } + }, + { + "cell_type": "code", + "source": [ + "encoded_data = copy.deepcopy(merge_data)\n", + "encode = LabelEncoder()\n", + "encoded_data[['type','role']] = encoded_data[['type','role']].apply(lambda col: encode.fit_transform(col))" + ], + "metadata": { + "id": "b8GCVMOMHe9z" + }, + "execution_count": 61, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Now, we will finally see if all the missing values have been handled correctly or not." + ], + "metadata": { + "id": "oIGOtyriHWlq" + } + }, + { + "cell_type": "code", + "source": [ + "# again checking if the missing values are handled properly or not\n", + "print(merge_data.isnull().sum())" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "rzvo7i31AIM1", + "outputId": "065c8ea5-7b3d-4661-da16-2ee31824b693" + }, + "execution_count": 62, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "id 0\n", + "title 0\n", + "type 0\n", + "description 0\n", + "release_year 0\n", + "age_certification 0\n", + "runtime 0\n", + "genres 0\n", + "production_countries 0\n", + "seasons 0\n", + "imdb_id 0\n", + "imdb_score 0\n", + "imdb_votes 0\n", + "tmdb_popularity 0\n", + "tmdb_score 0\n", + "person_id 0\n", + "name 0\n", + "character 0\n", + "role 0\n", + "dtype: int64\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "The **data cleaning process** is now complete, ensuring a high-quality dataset that is accurate, consistent, and ready for analysis. We successfully handled **missing values**, **removed duplicates** and addressed inconsistent data formats. Additionally, **categorical variables** were **encoded** to ensure compatibility with machine learning models, and necessary transformations were applied to optimize data usability.\n", + "\n", + "With a well-processed dataset, we now move on to the next crucial step: **data visualization**. This will help us uncover patterns, trends, and relationships within the data, providing valuable insights for further analysis." + ], + "metadata": { + "id": "ymt_zZd0KUYs" + } + }, + { + "cell_type": "markdown", + "source": [ + "#**Visualization**\n" + ], + "metadata": { + "id": "BBcPibAwvuqm" + } + }, + { + "cell_type": "markdown", + "source": [ + "## Trend of Titles Released Per Year on Amazon Prime\n", + "We have used a line plot to show the trends over the years of the Titles on the Amazon Prime." + ], + "metadata": { + "id": "ioJGYsjTW5ta" + } + }, + { + "cell_type": "code", + "source": [ + "# Count number of titles released per year\n", + "yearly_trend = encoded_data.groupby(\"release_year\").size().reset_index(name=\"Count\")\n", + "\n", + "# Plot trend\n", + "plt.figure(figsize=(12, 6))\n", + "sns.lineplot(data=yearly_trend, x=\"release_year\", y=\"Count\", marker=\"o\", color=\"darkblue\")\n", + "plt.title(\"Number of Titles Released Each Year on Amazon Prime\")\n", + "plt.xlabel(\"Release Year\")\n", + "plt.ylabel(\"Number of Titles\")\n", + "plt.grid(True)\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 564 + }, + "id": "MKXr1sJCKCP-", + "outputId": "6311b41a-87a5-4a64-95e2-8402f02f3f9d" + }, + "execution_count": 63, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "### ***Key insights***\n", + "\n", + "\n", + "* **Overall Growth in Content:** There's a general upward trend in the number of titles released on Amazon Prime over the years. This indicates that Amazon has been actively expanding its content library.\n", + "* **Significant Increase in Recent Years:** There's a notable surge in the number of titles released in recent years, particularly from around 2016 onwards. This could be attributed to increased investments in original content and acquisitions by Amazon.\n", + "* **Fluctuations in Content Release:** While there's an overall growth trend, there are also periods with slight dips or fluctuations in the number of titles released per year. For example, there's a slight decline around 2012 and minor fluctuations in some other years. These could be influenced by various market factors, production cycles, or content licensing agreements.\n", + "\n", + "\n", + "\n" + ], + "metadata": { + "id": "d_o0DGrrVifu" + } + }, + { + "cell_type": "markdown", + "source": [ + "## Distribution of IMDB and TMDB scores\n", + "The following histogram has been plotted to map the distributions pf the IMDB and TMDB scores.\n", + "\n" + ], + "metadata": { + "id": "PRG8TUioXjuF" + } + }, + { + "cell_type": "code", + "source": [ + "#score given by people to the shows and movies.\n", + "encoded_data['imdb_score'].hist(bins=20, alpha = 0.9,label = 'IMDB score')\n", + "encoded_data['tmdb_score'].hist(bins=20, alpha = 0.7, label = 'TMDB score')\n", + "plt.legend()\n", + "plt.title('IMDB Score Distribution', fontsize = 16, fontweight = 'bold')\n", + "plt.xlabel('Score', fontsize = 12)\n", + "plt.ylabel('Frequency', fontsize = 12)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 478 + }, + "id": "WrC6QpdWVZnB", + "outputId": "0bd896db-c363-4b92-d846-66cf65b085d3" + }, + "execution_count": 64, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "### **Key insights**\n", + "\n", + "* **Most Titles Cluster Around 6-8:** The majority of titles on Amazon Prime have IMDb scores between 6 and 8, indicating a generally positive reception for most content on the platform. This suggests that a large portion of Amazon Prime's library consists of titles that are well-received by viewers and critics alike.\n", + "* **More Pronounced Skew Towards Higher Scores:** The TMDB score distribution has a more pronounced skew towards higher scores compared to IMDb, with a longer tail on the right side. This further supports the observation that TMDB ratings tend to be slightly higher overall.\n", + "* **No polarizing content:** Both platforms show fewer titles with extremely high or low scores, suggesting a general avoidance of polarizing content.\n", + "\n", + "\n" + ], + "metadata": { + "id": "MqwAcUt4Wkks" + } + }, + { + "cell_type": "markdown", + "source": [ + "## Trend of IMDB and TMDB Scores Over the Years\n", + "The following line plot shows the trend in the IMDB and TMDB scores over the years on Amazon Prime titles." + ], + "metadata": { + "id": "E5N22YerYF_X" + } + }, + { + "cell_type": "code", + "source": [ + "\n", + "sns.lineplot(x='release_year', y='imdb_score', data=encoded_data, label = \"IMDB score\")\n", + "sns.lineplot(x='release_year', y='tmdb_score', data=encoded_data, label = 'TMDB score')\n", + "plt.title('IMDB and TMDB Score Over Time', fontsize = 12, fontweight = 'bold')\n", + "plt.legend()\n", + "plt.xlabel('Release Year', fontsize = 12)\n", + "plt.ylabel('Score', fontsize = 12)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 476 + }, + "id": "MR1UK4ynVaOd", + "outputId": "39e0c2d8-6c56-47e1-b369-2c15dc1332bc" + }, + "execution_count": 65, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "### ***Key insights***\n", + "\n", + "* **Overall Decline in Scores Over Time:** Both IMDb and TMDB scores show a slight downward trend over the years, particularly for older titles. This suggests a potential shift in audience expectations or scoring criteria, where newer content might be held to different standards compared to older releases.\n", + "* **Recent Increase in TMDB Scores:** While IMDb scores have remained relatively stable in recent years, there's a noticeable upward trend in TMDB scores for newer titles. This could indicate a growing preference for newer content among TMDB users or a potential bias in their scoring patterns.\n", + "* **Consistent Correlation Between IMDb and TMDB Scores:** Despite some minor fluctuations, there's a consistent positive correlation between IMDb and TMDB scores throughout the years. This implies that movies and TV shows that receive high ratings on one platform are likely to receive high ratings on the other as well, suggesting a general agreement in audience preferences and critical reception.\n", + "\n", + "\n" + ], + "metadata": { + "id": "soQ3hVrDke4O" + } + }, + { + "cell_type": "markdown", + "source": [ + "## Trend of Movies/TV Shows Runtime Over the Years\n", + "The line plot here depicts how the runtime has been affected over the years for all the movies and TV shows." + ], + "metadata": { + "id": "9ieJORhnYY8I" + } + }, + { + "cell_type": "code", + "source": [ + "#runtime of movies over the years\n", + "sns.lineplot(x='release_year', y='runtime', data=encoded_data,)\n", + "plt.title('Movies/Show duration over Time', fontsize = 16, fontweight = 'bold')\n", + "plt.xlabel('Release Year', fontsize = 12)\n", + "plt.ylabel('Show duration (min)', fontsize = 12)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 478 + }, + "id": "-wweCjCdWXNa", + "outputId": "219fbcff-a4bc-4dbf-c341-c93b29cebd0a" + }, + "execution_count": 66, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "### ***Key insights***\n", + "\n", + "\n", + "* **Overall Decline in Duration:** There's a general downward trend in the average duration of movies and shows over the years. This suggests that content is becoming shorter on average, potentially reflecting changing viewer preferences or production practices.\n", + "* **Fluctuations and Peaks:** While there's an overall decline, there are periods of fluctuations and occasional peaks in average duration. This indicates that the trend isn't strictly linear and is influenced by various factors, such as genre popularity, storytelling styles, or technological advancements.\n", + "* **Recent Stabilization:** In more recent years, the average duration appears to have stabilized somewhat, suggesting a potential settling point for content length. This could indicate a balance between audience preferences for shorter content and the need for sufficient storytelling time.\n", + "\n" + ], + "metadata": { + "id": "rL2lqVlnrv-8" + } + }, + { + "cell_type": "markdown", + "source": [ + "## IMDB Score Variation by Age Certification\n", + "The boxplot below shows the distribution of ratings of movies and TV shows for each Age Certifcation." + ], + "metadata": { + "id": "vKXfA5bdYsEn" + } + }, + { + "cell_type": "code", + "source": [ + "sns.boxplot(x='age_certification', y='imdb_score', data=encoded_data, palette = 'Blues')\n", + "# Customize the plot\n", + "plt.title('IMDB Score Distribution by Age Certification',fontsize = 16, fontweight = 'bold',)\n", + "plt.xlabel('Age Certification')\n", + "plt.ylabel('IMDB Score')\n", + "plt.xticks(rotation=45)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 726 + }, + "id": "hCnBqfEBWlRY", + "outputId": "6ed443e2-58dd-425f-d046-84568923283b" + }, + "execution_count": 67, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "([0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11],\n", + " [Text(0, 0, 'G'),\n", + " Text(1, 0, 'NC-17'),\n", + " Text(2, 0, 'PG'),\n", + " Text(3, 0, 'PG-13'),\n", + " Text(4, 0, 'R'),\n", + " Text(5, 0, 'TV-14'),\n", + " Text(6, 0, 'TV-G'),\n", + " Text(7, 0, 'TV-MA'),\n", + " Text(8, 0, 'TV-PG'),\n", + " Text(9, 0, 'TV-Y'),\n", + " Text(10, 0, 'TV-Y7'),\n", + " Text(11, 0, 'nan')])" + ] + }, + "metadata": {}, + "execution_count": 67 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "### ***Key insights***\n", + "\n", + "\n", + "* **Higher Ratings for Mature Content:** Titles with age certifications like \"R\" and \"TV-MA\" (intended for mature audiences) tend to have higher median IMDb scores compared to titles with certifications like \"G\" or \"TV-Y\" (suitable for all ages). This suggests that content aimed at mature audiences might generally receive higher critical acclaim or resonate better with viewers who prefer more complex or intense themes.\n", + "* **Wider Range of Scores for Certain Certifications:** Age certifications like \"PG-13\" and \"TV-14\" show a wider range of IMDb scores compared to more restrictive certifications. This indicates a greater diversity in content quality and audience reception within these categories, as they encompass a broader spectrum of themes and storytelling approaches.\n", + "* **Potential Outliers:** Some age certifications, like \"NC-17\" and \"TV-Y7\", have potential outlier data points with unusually high or low IMDb scores. These outliers could represent exceptional titles within those categories or might require further investigation to understand their unique characteristics or potential data anomalies.\n", + "\n", + "\n" + ], + "metadata": { + "id": "P7bGYMfcf5P6" + } + }, + { + "cell_type": "code", + "source": [ + "title_data['tmdb_popularity'].head(2)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 146 + }, + "id": "CkESxkJSiKxE", + "outputId": "dd4ce75c-7f8f-45a1-d11c-4a53cf58856e" + }, + "execution_count": 68, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0 15.424\n", + "1 8.647\n", + "Name: tmdb_popularity, dtype: float64" + ], + "text/html": [ + "
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" + ] + }, + "metadata": {}, + "execution_count": 68 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Comparison of TMDB and IMDb Scores for the 10 Most Popular Titles\n", + "The follwing Dodged Barplot shows the comparison between the IMDB and TMDB Scores for Top 10 most popular Movies/TV shows on Amazon Prime." + ], + "metadata": { + "id": "TM-I31vxZDn1" + } + }, + { + "cell_type": "code", + "source": [ + "# Top 10 highest-rated titles\n", + "top_rated_imdb = title_data.nlargest(10, \"tmdb_popularity\")[[\"title\", \"imdb_score\", 'tmdb_score']]\n", + "top_rated_imdb_melted = pd.melt(top_rated_imdb, id_vars=[\"title\"],\n", + " value_vars=[\"tmdb_score\", \"imdb_score\"],\n", + " var_name=\"Score_Type\", value_name=\"Score\")\n", + "\n", + "# Plot the grouped bar plot\n", + "plt.figure(figsize=(10, 6))\n", + "sns.barplot(data=top_rated_imdb_melted, y=\"title\", x=\"Score\", hue=\"Score_Type\", palette=\"magma\")\n", + "\n", + "# Set labels and title\n", + "plt.xlabel(\"TMDB Popularity\")\n", + "plt.xticks(rotation=90)\n", + "plt.ylabel(\"Score\")\n", + "plt.title(\"Comparison of TMDB Score and IMDb Score for Top Rated Titles\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 576 + }, + "id": "HPnzHuP0JrQB", + "outputId": "22fa43e8-9c1c-4127-8a6d-f6a98dd4da63" + }, + "execution_count": 69, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Comparison of TMDB Score and IMDb Score for Top Rated Titles')" + ] + }, + "metadata": {}, + "execution_count": 69 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "### ***Key insights***\n", + "\n", + "* IMDb vs. TMDB Score Differences : Some titles (**The Eighth Clause**, **Harina**) have significantly higher **IMDb scores**, while others (**Clifford the Big Red Dog**, **Sonic the Hedgehog**) have higher **TMDB scores**. \n", + "\n", + "* Consistently High Ratings: Titles like **Suits** and **Better Call Saul** have strong ratings on both platforms, indicating **universal popularity**. \n", + "\n", + "* IMDb Users Are Stricter?: **TMDB scores** tend to be higher for many movies, suggesting that TMDB users might be **more generous** in their ratings compared to IMDb users. \n", + "\n", + "* Different Audience Preferences: Variations in ratings hint at **different user bases**—IMDb might have a more **critical audience**, while TMDB users may lean towards **fan-favorite content**. \n", + "\n", + "\n" + ], + "metadata": { + "id": "uaciyflPZdLB" + } + }, + { + "cell_type": "markdown", + "source": [ + "## Distribution of the Top 10 Most Common Genres\n", + "The following Pie chart shows the proportion of different genres of Movies and TV Shows on Amazom Prime." + ], + "metadata": { + "id": "0j8hJZOeZbhj" + } + }, + { + "cell_type": "code", + "source": [ + "#counting total numbers of genres\n", + "all_genre = [genre.capitalize() for sublist in encoded_data['genres'] for genre in sublist]\n", + "genre_counts = Counter(all_genre)\n", + "\n", + "# Sort genres by count in descending order\n", + "\n", + "# Convert to DataFrame for visualization\n", + "genre_df = pd.DataFrame(genre_counts.items(), columns=['Genre', 'Count']).sort_values(by='Count', ascending=False).head(10)\n", + "\n", + "# creating a pie chart\n", + "labels = genre_df['Genre']\n", + "sizes = genre_df['Count']\n", + "custom_palette = ['#2E5285','#1E6091','#1A759F','#168AAD','#34A0A4','#52B69A','#76C893','#99D98C','#B5E48C','#D9ED92']\n", + "plt.figure(figsize=(5, 5))\n", + "wedges, texts, autotexts = plt.pie(\n", + " sizes,\n", + " labels=labels,\n", + " autopct='%1.1f%%',\n", + " colors=custom_palette,\n", + " startangle=140,\n", + " pctdistance=0.8,\n", + " explode=[0.05 for i in range(10)], # Explode slices slightly\n", + " shadow=True,\n", + " wedgeprops={'edgecolor': 'white', 'linewidth': 1.5}\n", + ")\n", + "\n", + "#text formatting\n", + "for text in texts + autotexts:\n", + " text.set_fontsize(11)\n", + " text.set_fontweight('bold')\n", + "plt.title(\"Top 10 Most Common Genres on Amazon Prime Video\")\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 444 + }, + "id": "ZFgzBM2QiL7u", + "outputId": "7cd1dd00-8280-4203-80dc-8e9f926a7fbc" + }, + "execution_count": 70, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "### ***Key insights***\n", + "\n", + "* **Drama and Comedy Dominate:** The pie chart clearly shows that \"Drama\" and \"Comedy\" are the most prevalent genres on Amazon Prime Video, holding the largest shares of the content library. This aligns with general audience preferences for these widely appealing genres.\n", + "* **Action and Thriller are Significant:** While not as dominant as Drama and Comedy, \"Action\" and \"Thriller\" genres still occupy a substantial portion of the content, indicating their popularity among viewers seeking excitement and suspense.\n", + "* **Diversity in Other Genres:** Beyond the top genres, the chart shows a variety of other genres, including \"Adventure\", \"Romance\", and \"Sci-Fi\", offering a diverse range of content to cater to different tastes. Though their individual shares are smaller, their presence highlights the platform's intention to provide options for various audience preferences.\n", + "\n", + "\n" + ], + "metadata": { + "id": "ZQ1ctxjFX-0d" + } + }, + { + "cell_type": "markdown", + "source": [ + "## Proportion of Movies and TV Shows Produced by Countries" + ], + "metadata": { + "id": "cn8cvsYpZ72z" + } + }, + { + "cell_type": "code", + "source": [ + "!pip install pycountry\n", + "import pycountry\n", + "# creating a function to get country names\n", + "def get_country_names(country_codes):\n", + " \"\"\"This fuction is created using the pycountry package, it is used to get the country names from the country codes\"\"\"\n", + " try:\n", + " return pycountry.countries.get(alpha_2=country_codes).name\n", + " except AttributeError:\n", + " return \"Unknown\"" + ], + "metadata": { + "id": "nSkZpXYRiFAU", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "c2e3911b-0866-4bb7-e458-9af4d864873b" + }, + "execution_count": 71, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Collecting pycountry\n", + " Downloading pycountry-24.6.1-py3-none-any.whl.metadata (12 kB)\n", + "Downloading pycountry-24.6.1-py3-none-any.whl (6.3 MB)\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m6.3/6.3 MB\u001b[0m \u001b[31m42.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[?25hInstalling collected packages: pycountry\n", + "Successfully installed pycountry-24.6.1\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# count the countries doing production\n", + "country_count = [country for sublist in encoded_data['production_countries'] for country in sublist]\n", + "for country in country_count:\n", + " if country == 'United States of America':\n", + " country = 'US'\n", + "country_counts = Counter(country_count)\n", + "\n", + "#coverting the dictionary to a data frame for only top 10 countries\n", + "country_df = pd.DataFrame(country_counts.items(),\n", + " columns=['Country','Number of Movies/TV Shows produced']).sort_values(by='Number of Movies/TV Shows produced', ascending=False).head(10)\n", + "country_df['Country'] = country_df['Country'].apply(get_country_names)" + ], + "metadata": { + "id": "c29elrbtzqku" + }, + "execution_count": 72, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Calculate percentages\n", + "total = sum(country_df['Number of Movies/TV Shows produced'])\n", + "sizes_c = country_df['Number of Movies/TV Shows produced']\n", + "\n", + "# Create a pie chart\n", + "labels = country_df['Country']\n", + "\n", + "# Define colors using Seaborn color palette\n", + "colors = sns.color_palette(\"coolwarm\", len(labels))\n", + "\n", + "# Create pie chart\n", + "plt.figure(figsize=(8, 8))\n", + "wedges, texts, autotexts = plt.pie(\n", + " sizes_c,\n", + " labels=labels,\n", + " autopct='%1.1f%%',\n", + " colors=colors,\n", + " startangle=140,\n", + " pctdistance=0.85,\n", + " labeldistance=1.05,\n", + " explode=[0.075 for i in range(10)], # Explode slices slightly\n", + " shadow=True,\n", + " wedgeprops={'edgecolor': 'white', 'linewidth': 1.5}\n", + ")\n", + "\n", + "# Customize text properties\n", + "for text in texts + autotexts:\n", + " text.set_fontsize(11)\n", + " text.set_fontweight('bold')\n", + "\n", + "# Add a title\n", + "plt.title(\"Production of Movies/TV Shows by Countries\", fontsize=16, fontweight=\"bold\")\n", + "\n", + "# Show the pie chart\n", + "plt.show()\n" + ], + "metadata": { + "id": "N1dDRfqq7IIF", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 677 + }, + "outputId": "e8e34c81-71ba-45fe-91da-48cf1e3d561b" + }, + "execution_count": 73, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "### ***Key insights***\n", + "\n", + "* **US Dominance:** The United States is the leading producer of movies and TV shows on Amazon Prime Video, accounting for over 60% of the content. This highlights the significant influence of the US film and television industry on the platform's content library.\n", + "* **Contribution from Other Countries:** While the US dominates production, there is a notable contribution from other countries as well. This includes countries such as United Kingdom, India, Canada, Japan, making up a significant portion of the remaining content. This indicates Amazon's efforts to diversify its content offerings and cater to global audiences.\n", + "* **Limited Representation from Certain Regions:** Despite having content from various countries, there is a limited representation from certain regions, such as Africa or South America, as they are not explicitly mentioned in this graph. This could reflect potential gaps in content acquisition or production strategies for these regions.\n", + "\n", + "\n" + ], + "metadata": { + "id": "yY2yJx55W4xq" + } + }, + { + "cell_type": "markdown", + "source": [ + "## Genre-Wise Breakdown of Average Seasons\n", + "The following chart shows the average number of seasons per genre." + ], + "metadata": { + "id": "jNrDgm-FarVz" + } + }, + { + "cell_type": "code", + "source": [ + "# Average number of seasons per genre\n", + "plt.figure(figsize=(12, 6))\n", + "sns.barplot(data=encoded_data.explode(\"genres\").groupby(\"genres\")[\"seasons\"].mean().reset_index(),\n", + " x=\"seasons\", y=\"genres\", palette=\"coolwarm\")\n", + "plt.title(\"Average Number of Seasons per Genre\",fontsize = 16, fontweight = 'bold',)\n", + "plt.xlabel(\"Average Seasons\")\n", + "plt.ylabel(\"Genre\")\n", + "plt.grid(axis=\"x\", linestyle=\"--\", alpha=0.7)\n", + "plt.show()\n" + ], + "metadata": { + "id": "0rf6x9evyShv", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 566 + }, + "outputId": "9d19e6e5-6b36-4990-d589-35240a3761d6" + }, + "execution_count": 74, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "### ***Key insights***\n", + "\n", + "\n", + "* **Animation and Reality Dominate in Seasons:** Animation and Reality TV shows tend to have the highest average number of seasons on Amazon Prime. This suggests that these genres are more likely to be renewed for multiple seasons, possibly due to their enduring appeal, lower production costs, or flexible storytelling formats.\n", + "* **Documentaries and Specials:** While they contain fewer titles, documentaries and specials also exhibit a relatively high average number of seasons. This indicates that audiences may be drawn to ongoing explorations of real-world topics or in-depth examinations of specific events.\n", + "* **Limited Seasons for Certain Genres:** Genres like Horror, Western, and War tend to have fewer seasons on average. This could reflect their niche appeal, challenges in sustaining long-term narratives, or the potential for shorter production runs due to budget constraints.\n", + "\n" + ], + "metadata": { + "id": "2AIVjZxCtP2R" + } + }, + { + "cell_type": "markdown", + "source": [ + "## Top 5 actors per genre\n", + "The following stacked plot shows the top 5 most frequent artists appeared in Movies or TV shows in each genre." + ], + "metadata": { + "id": "aH4NryNkHPfr" + } + }, + { + "cell_type": "code", + "source": [ + "# count actors across different genre\n", + "genre_actor_counts = encoded_data.explode(\"genres\").groupby([\"genres\", \"name\"]).size().reset_index(name=\"Count\")\n", + "\n", + "# Select the top 5 actors per genre\n", + "top_actors_per_genre = genre_actor_counts.sort_values([\"genres\", \"Count\"], ascending=[True, False])\n", + "top_actors_per_genre = top_actors_per_genre.groupby(\"genres\").head(5)\n", + "\n", + "# Plot interactive bar chart\n", + "fig = px.bar(top_actors_per_genre,\n", + " x=\"Count\",\n", + " y=\"name\",\n", + " color=\"genres\",\n", + " title=\"Most Frequent Actors in Different Genres\",\n", + " orientation='h',\n", + " hover_data=[\"genres\"],\n", + " color_discrete_sequence=px.colors.qualitative.Set3)\n", + "\n", + "fig.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 542 + }, + "id": "dl8CJ1rDHUaz", + "outputId": "35a491b5-12a0-4f1a-bb1b-9e6bd52b0332" + }, + "execution_count": 75, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "
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\n", + "\n", + "" + ] + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "### ***Key insights***\n", + "\n", + "\n", + "* **Genre-Specific Actor Dominance:** Certain actors appear more frequently in specific genres. For instance, Takahiro Sakurai is predominantly associated with animation and anime, while Samuel West is more frequent in documentaries. This indicates that some actors specialize in particular genres, either by choice or due to their casting preferences.\n", + "* **Recurring Collaborations:** Some actors might frequently collaborate with specific directors or production companies within a certain genre. This could explain why Anupam Kher is often seen in drama and comedy productions from India, suggesting successful partnerships leading to recurring roles for actors in similar types of movies or shows.\n", + "* **Genre Diversity Among Actors:** While some actors might focus on specific genres, others demonstrate a broader range of roles across various genres. For example, Julie Tejwani has appeared in comedy, drama, family, and fantasy titles, indicating her versatility and adaptability to different storytelling styles.\n", + "\n" + ], + "metadata": { + "id": "AOM7PCptvN_v" + } + }, + { + "cell_type": "markdown", + "source": [ + "## IMDB vs TMDB score relationship\n", + "The regression plot shows how IMDB and TMDB scores are related with each other." + ], + "metadata": { + "id": "oBf-Rk4HFb4j" + } + }, + { + "cell_type": "code", + "source": [ + "# Scatter plot\n", + "plt.figure(figsize=(10, 6))\n", + "sns.regplot(data=encoded_data, x=\"imdb_score\",\n", + " y=\"tmdb_score\", scatter_kws={\"alpha\": 0.2,\"marker\": \"o\", \"s\": 30, \"color\": \"skyblue\"},\n", + " line_kws={\"color\": \"red\", \"linestyle\": \"-\", \"linewidth\": 2})\n", + "sns.set_style(\"darkgrid\")\n", + "plt.title(\"Correlation Between IMDb and TMDB Scores\", fontsize = 16, fontweight = 'bold')\n", + "plt.xlabel(\"IMDb Score\", fontsize = 12)\n", + "plt.ylabel(\"TMDB Score\", fontsize = 12)\n", + "plt.grid(alpha=0.5, linestyle =':')\n", + "plt.show()\n", + "\n", + "# Calculate correlation\n", + "correlation, _ = pearsonr(encoded_data[\"imdb_score\"], encoded_data[\"tmdb_score\"])\n", + "print(f\"Pearson Correlation: {correlation:.2f}\")\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 587 + }, + "id": "TdTWvLakFlEV", + "outputId": "9bc641db-68bf-46ee-c113-f18eb151ca42" + }, + "execution_count": 76, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Pearson Correlation: 0.62\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "### ***Key insights***\n", + "\n", + "* **Strong Positive Correlation:** The scatter plot reveals a strong positive correlation between IMDb and TMDB scores. This means that movies and TV shows that receive high ratings on IMDb generally also receive high ratings on TMDB, and vice versa. This suggests a general agreement in audience preferences and critical reception across these two platforms.\n", + "* **Linear Relationship:** The points on the scatter plot tend to cluster around a straight line, indicating a linear relationship between IMDb and TMDB scores. This implies that as IMDb scores increase, TMDB scores tend to increase proportionally. This further reinforces the strong correlation between the two rating systems.\n", + "* **Not a Perfect Correlation:** While the correlation is strong, it's not perfect. There are some data points that deviate from the general trend, suggesting occasional discrepancies in how IMDb and TMDB users or critics perceive certain titles. These deviations could be attributed to various factors, such as differences in user demographics, scoring methodologies, or cultural preferences.\n", + "\n" + ], + "metadata": { + "id": "vgZPoNCZyWXN" + } + }, + { + "cell_type": "markdown", + "source": [ + "## IMDB vs TMDB scores across genres\n" + ], + "metadata": { + "id": "_3thuHQBF8Rd" + } + }, + { + "cell_type": "code", + "source": [ + "# Explode genres for proper grouping\n", + "genre_scores = encoded_data.explode(\"genres\").groupby(\"genres\")[[\"imdb_score\", \"tmdb_score\"]].median().reset_index()\n", + "\n", + "# Plot comparison\n", + "plt.figure(figsize=(14, 6))\n", + "genre_scores.set_index(\"genres\").plot(kind=\"bar\", figsize=(14, 6), colormap=\"Dark2\", alpha=0.8, legend=True)\n", + "plt.title(\"Median IMDb vs TMDB Scores by Genre\")\n", + "plt.ylabel(\"Median Score\")\n", + "plt.xlabel(\"Genres\")\n", + "plt.xticks(rotation=45)\n", + "plt.grid(axis=\"y\", linestyle=\"--\", alpha=0.7)\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 651 + }, + "id": "J8STbXbEGBug", + "outputId": "c51964d3-8adb-4e51-bf27-3b761ee6b15d" + }, + "execution_count": 77, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## ***Key insights***\n", + "\n", + "\n", + "* **General Agreement in Median Scores:** For most genres, the median IMDb and TMDB scores are relatively close to each other, indicating a general agreement between the two platforms in terms of how they rate different genres. This suggests that audience preferences and critical reception for various genres tend to align across IMDb and TMDB.\n", + "* **Higher TMDB Scores for Certain Genres:** In some genres, such as Action, Thriller, and Sci-Fi, the median TMDB scores are noticeably higher than the median IMDb scores. This suggests that TMDB users might be slightly more generous or have a stronger preference for these genres compared to IMDb users.\n", + "* **Lower IMDb Scores for Specific Genres:** Conversely, in genres like history, Documentary, and Western, the median IMDb scores are slightly higher than the median TMDB scores. This indicates that IMDb users might be more critical or have different expectations for these genres compared to TMDB users.\n", + "\n" + ], + "metadata": { + "id": "A3dJN8Ij0Ohi" + } + }, + { + "cell_type": "markdown", + "source": [ + "## Heatmap for IMDB Scores\n", + "The below heatmap shows the correlation between the different numerical feautres." + ], + "metadata": { + "id": "qblKX0cpLXxv" + } + }, + { + "cell_type": "code", + "source": [ + "# Select numerical columns\n", + "num_cols = [\"imdb_score\", \"tmdb_score\", \"tmdb_popularity\", \"imdb_votes\", \"seasons\", \"runtime\", \"release_year\", \"type\"]\n", + "features = encoded_data[num_cols]\n", + "\n", + "# Compute correlation matrix\n", + "corr_matrix = features.corr()\n", + "\n", + "# Heatmap visualization\n", + "plt.figure(figsize=(8,4))\n", + "sns.heatmap(\n", + " corr_matrix, annot=True, cmap=\"coolwarm\", linewidths=0.5, fmt=\".2f\"\n", + ")\n", + "plt.title(\"Correlation Heatmap of Features Affecting IMDb Score\", fontsize=14)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 492 + }, + "id": "0N4iP_uJLXPb", + "outputId": "a126a388-9f1a-4688-cac9-c42626e0d3cd" + }, + "execution_count": 78, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "### ***Key insights***\n", + "\n", + "\n", + "* **Strong Positive Correlation Between IMDb and TMDB Scores:** The heatmap shows a strong positive correlation (indicated by a warm color, typically red or orange) between 'imdb_score' and 'tmdb_score'. This confirms the previous observation that movies and TV shows with high IMDb scores tend to have high TMDB scores as well, suggesting a general agreement in audience preferences and critical reception across the two platforms.\n", + "* **Moderate Correlation with TMDB Popularity and IMDb Votes:** There's a moderate positive correlation between 'imdb_score' and both 'tmdb_popularity' and 'imdb_votes'. This suggests that titles with higher IMDb scores tend to be more popular and receive more votes on these platforms, indicating a relationship between critical acclaim and audience engagement.\n", + "* **Weak or No Correlation with Other Features:** The heatmap shows weak or no correlation (indicated by cool colors, typically blue or green) between 'imdb_score' and features like 'seasons', 'runtime', 'release_year', and 'type'. This implies that these factors have less influence on a title's IMDb score compared to the previously mentioned factors like TMDB score, popularity, and votes.\n", + "\n", + "\n", + "\n", + "\n" + ], + "metadata": { + "id": "JExF4yj03Xui" + } + }, + { + "cell_type": "markdown", + "source": [ + "# ***Conclusion***" + ], + "metadata": { + "id": "c-b0t7vFkM2c" + } + }, + { + "cell_type": "markdown", + "source": [ + "##***Key Findings:***\n", + "\n", + "### ***Content Growth and Trends:***\n", + "* Amazon Prime Video has experienced significant growth in its content library over the years, with a notable surge in recent years.\n", + "* There is an overall trend of decreasing average duration for movies and shows, suggesting a potential shift towards shorter content.\n", + "* Drama and Comedy are the most prevalent genres, followed by Action, Thriller, and others, indicating a diverse content offering.\n", + "\n", + "### ***Rating and Popularity:***\n", + "* IMDb and TMDB scores generally show a positive reception for most content, with most titles clustering around 6-8.\n", + "* There is a strong positive correlation between IMDb and TMDB scores, indicating a broad agreement in audience preferences.\n", + "* TMDB scores tend to be slightly higher and have a more pronounced skew towards higher scores compared to IMDb.\n", + "* TMDB popularity and IMDb votes show a moderate positive correlation with IMDb score, suggesting a relationship between critical acclaim and audience engagement.\n", + "\n", + "## **Genre-Specific Insights:**\n", + "* Animation and Reality TV shows tend to have the highest average number of seasons, while Horror, Western, and War have fewer.\n", + "* There are notable differences in median IMDb and TMDB scores for certain genres, suggesting genre-specific preferences or rating criteria.\n", + "* Certain actors appear more frequently in specific genres, indicating genre-specific dominance or specialization.\n", + "\n", + "\n", + "## ***Age Certification:***\n", + "* TV-MA and R-rated content are prominent on Amazon Prime Video, indicating a focus on mature audiences.\n", + "* Limited content is available for younger audiences with certifications like TV-Y, TV-Y7, and G." + ], + "metadata": { + "id": "48rc2pCnMH97" + } + }, + { + "cell_type": "markdown", + "source": [ + "\n", + "## ***Business Solution:***\n", + "\n", + "### ***For Employers:***\n", + "* The insights on popular genres, content distribution, and trends can inform content acquisition and production strategies.\n", + "* Understanding user preferences and trends can help improve recommendations and increase user engagement.\n", + "* The analysis of regional availability can help optimize content distribution for different markets.\n", + "\n", + "### ***For Employees:***\n", + "\n", + "- The insights on age certifications, viewing patterns, and genres can guide marketing efforts and personalized recommendations.\n", + "- Identifying top-performing content can support promotional campaigns and content highlighting initiatives.\n", + "\n", + "### ***For Researchers (Media, Streaming Industry, or Academic):***\n", + "\n", + "- The analysis provides valuable data for understanding trends in content consumption and user behavior.\n", + "- Comparing Amazon Prime Video's content with other platforms can shed light on the competitive landscape.\n", + "- The insights on rating distributions can be used to explore the relationship between critical acclaim and audience engagement.\n", + "\n", + "\n", + "Overall, this EDA project has provided valuable insights into Amazon Prime Video's content library, user preferences, and industry trends. These findings can be leveraged by various stakeholders to inform strategic decisions, improve user experiences, and gain a competitive advantage in the streaming market.\n", + "\n", + "### ***Future Research:***\n", + "\n", + "* Conduct a more in-depth analysis of user demographics and their preferences for various content types.\n", + "* Investigate the impact of original content on platform performance and user engagement.\n", + "* Explore the relationship between content investments and subscriber growth.\n", + "* Compare Amazon Prime Video's offerings and performance with other streaming services." + ], + "metadata": { + "id": "uhKTYpndjcy_" + } + } + ] +} \ No newline at end of file diff --git a/Labmentix_internship_project/Labmentix_project_3.ipynb b/Labmentix_internship_project/Labmentix_project_3.ipynb new file mode 100644 index 0000000..faf7608 --- /dev/null +++ b/Labmentix_internship_project/Labmentix_project_3.ipynb @@ -0,0 +1,2248 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "2hEzFfVZUFUd" + }, + "source": [ + "# **Project Name** - **Flipkart Customer Satisfaction Analysis.**\n", + "## **Project Type** - EDA\n", + "### **Contribution - Team**\n", + "\n", + "* **Team Member 1** - Mohd. Tabrej Khan\n", + "* **Team Member 2** - Mohammad Waleed\n", + "* **Team Member 3** - Owais Khan\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "NlU0_uS8jk6W" + }, + "source": [ + "# **Project Summary**\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "pDVH2OjbayTO" + }, + "source": [ + "## ***Introduction***\n", + "This project performs an Exploratory Data Analysis (EDA) on Flipkart's customer satisfaction and query response time datasets.The Flipkart project aims to analyze and gain insights from Flipkart's **Customer Support** dataset, focusing on key trends, customer behavior, and business performance. Here our main objective is to improve the Customer Satisfaction, and improve the customer retention by adapting various strategies for the same. Maintain the brand loyalty by effective use of the new strategies formulated by analyzing the existing situation.\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "source": [ + "## ***Business Objectives***\n", + "\n", + "**1. Identify Key Drivers of Customer Satisfaction** \n", + "- Analyze customer interactions, feedback, and satisfaction scores to determine the main factors influencing customer satisfaction. \n", + "\n", + "**2. Assess Customer Service Team Performance** \n", + "- Evaluate the efficiency and effectiveness of different customer service teams across various support channels. \n", + "\n", + "**3. Enhance Customer Support Strategies** \n", + "- Develop strategies to improve service delivery, ensuring faster resolution of customer issues and a more tailored approach to customer support. \n", + "\n", + "**4. Optimize Service Agent Performance** \n", + "- Improve service agent effectiveness by identifying best practices and addressing gaps in customer service. \n", + "\n", + "**5. Improve Customer Satisfaction Metrics** \n", + "- Boost key satisfaction indicators such as the CSAT (Customer Satisfaction Score) to enhance overall service quality. \n", + "\n", + "**6. Increase Customer Retention and Brand Loyalty** \n", + "- Strengthen customer relationships by improving service quality, leading to higher customer retention and brand loyalty. \n" + ], + "metadata": { + "id": "oaS5six4T2T3" + } + }, + { + "cell_type": "markdown", + "metadata": { + "id": "grtbJjzNftuk" + }, + "source": [ + "## ***Methodology***\n", + "1. **Data Cleaning**:\n", + " - Handle missing values and inconsistent formatting.\n", + " - Convert date/time columns to proper formats.\n", + "2. **Exploratory Data Analysis (EDA)**:\n", + " - Visualizing distribution of queries and response times.\n", + " - Identifying correlations between response time and CSAT scores.\n", + "3. **Agent Performance Analysis**:\n", + " - Comparing performance across tenure and shifts.\n", + " - Evaluating agent effectiveness based on CSAT scores.\n", + "4. **Insights & Recommendations**:\n", + " - Factors impacting CSAT scores.\n", + " - Potential improvements for support response time.\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "source": [ + "# **Github link**\n", + "\n", + "* Mohd. Tabrej Khan - https://github.com/Mohd-Tabrej-Khan\n", + "* Mohammad Waleed - https://github.com/MohammadWaleed339\n", + "* Owais Khan - https://github.com/Owaiskhan3320\n", + "\n", + "\n", + "\n", + "\n" + ], + "metadata": { + "id": "El9HhSHXWCKI" + } + }, + { + "cell_type": "markdown", + "source": [ + "# **General Guidelines**\n", + "\n", + "## ***1. Code Structure and Documentation***\n", + "- The code is well-structured, formatted, and documented with clear comments explaining logic and implementation.\n", + "- Followed PEP8 guidelines for Python code formatting.\n", + "- Used meaningful variable and function names for better readability.\n", + "\n", + "## ***2. Exception Handling and Production-Grade Code***\n", + "- Implemented try-except blocks to prevent unexpected errors.\n", + "- The code is modular, making it efficient and maintainable.\n", + "- The Jupyter Notebook is deployment-ready, ensuring it runs smoothly from start to finish.\n", + "\n", + "## ***3. Proper Commenting and Documentation***\n", + "- Each function and logic block has detailed comments explaining its purpose and implementation.\n", + "- Docstrings (`''' '''`) are used for function definitions to improve clarity.\n", + "- A README file is included to guide users on executing the project.\n", + "\n", + "## ***4. Data Visualization and Chart Guidelines***\n", + "As part of the analysis, multiple charts have been generated to provide insights into content distribution, ratings, and popularity trends. Each visualization includes:\n", + "- **Chart Title**: Clearly describes the visualization.\n", + "- **Purpose of the Chart**: Explains why the chart is included and its relevance to the analysis.\n", + "- **Insights Derived from the Chart**: Key takeaways, observed patterns, and significant trends.\n" + ], + "metadata": { + "id": "r9XD3B6KgnpL" + } + }, + { + "cell_type": "markdown", + "source": [ + "# **Know Your Data**" + ], + "metadata": { + "id": "7HYSrNBig1Jy" + } + }, + { + "cell_type": "markdown", + "source": [ + "## ***Importing the necessary libraries***.\n", + "First, we will import all the necessary libraries we will be going to utilise in our project." + ], + "metadata": { + "id": "1sv5me5fg5Xa" + } + }, + { + "cell_type": "code", + "source": [ + "import pandas as pd #for data handling\n", + "import numpy as np #for numerical operations\n", + "import matplotlib.pyplot as plt # for basic viz\n", + "import seaborn as sns # for advanced viz\n", + "from sklearn.preprocessing import LabelEncoder # for encoding categorical variables\n", + "from sklearn.impute import SimpleImputer # for handling missing values\n", + "from sklearn.preprocessing import OneHotEncoder\n", + "import warnings\n", + "warnings.filterwarnings('ignore')" + ], + "metadata": { + "id": "5Wi5Wu9ebVi7" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "## ***Loading the dataset.***\n", + "Here we have been provided with the ***Flipkart Customer Support Data***, in **.csv** file format. We will now upload our data using pandas.\n", + "We have uploaded the data into the __GitHub__ repository for open acces and loaded it." + ], + "metadata": { + "id": "e63fFov3kYSb" + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "4SyG1TGbNf4C" + }, + "outputs": [], + "source": [ + "url = 'https://raw.githubusercontent.com/MohammadWaleed339/internship_collab_file/051a819f5202e5b9eb9c2f2f1f921b9b30c4db06/Labmentix_internship_project/datasets/Customer_support_data.csv'\n", + "df = pd.read_csv(url)" + ] + }, + { + "cell_type": "markdown", + "source": [ + "## ***Take a first look at the data.***" + ], + "metadata": { + "id": "rgvSP8aSmvZL" + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 503 + }, + "collapsed": true, + "id": "fnKgxLQBbaM6", + "outputId": "60c7ed37-6dd1-44fd-c091-aebd1a54a9ef" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Unique id channel_name category \\\n", + "0 7e9ae164-6a8b-4521-a2d4-58f7c9fff13f Outcall Product Queries \n", + "1 b07ec1b0-f376-43b6-86df-ec03da3b2e16 Outcall Product Queries \n", + "2 200814dd-27c7-4149-ba2b-bd3af3092880 Inbound Order Related \n", + "3 eb0d3e53-c1ca-42d3-8486-e42c8d622135 Inbound Returns \n", + "4 ba903143-1e54-406c-b969-46c52f92e5df Inbound Cancellation \n", + "\n", + " Sub-category Customer Remarks \\\n", + "0 Life Insurance NaN \n", + "1 Product Specific Information NaN \n", + "2 Installation/demo NaN \n", + "3 Reverse Pickup Enquiry NaN \n", + "4 Not Needed NaN \n", + "\n", + " Order_id order_date_time Issue_reported at \\\n", + "0 c27c9bb4-fa36-4140-9f1f-21009254ffdb NaN 01/08/2023 11:13 \n", + "1 d406b0c7-ce17-4654-b9de-f08d421254bd NaN 01/08/2023 12:52 \n", + "2 c273368d-b961-44cb-beaf-62d6fd6c00d5 NaN 01/08/2023 20:16 \n", + "3 5aed0059-55a4-4ec6-bb54-97942092020a NaN 01/08/2023 20:56 \n", + "4 e8bed5a9-6933-4aff-9dc6-ccefd7dcde59 NaN 01/08/2023 10:30 \n", + "\n", + " issue_responded Survey_response_Date Customer_City Product_category \\\n", + "0 01/08/2023 11:47 01-Aug-23 NaN NaN \n", + "1 01/08/2023 12:54 01-Aug-23 NaN NaN \n", + "2 01/08/2023 20:38 01-Aug-23 NaN NaN \n", + "3 01/08/2023 21:16 01-Aug-23 NaN NaN \n", + "4 01/08/2023 10:32 01-Aug-23 NaN NaN \n", + "\n", + " Item_price connected_handling_time Agent_name Supervisor \\\n", + "0 NaN NaN Richard Buchanan Mason Gupta \n", + "1 NaN NaN Vicki Collins Dylan Kim \n", + "2 NaN NaN Duane Norman Jackson Park \n", + "3 NaN NaN Patrick Flores Olivia Wang \n", + "4 NaN NaN Christopher Sanchez Austin Johnson \n", + "\n", + " Manager Tenure Bucket Agent Shift CSAT Score \n", + "0 Jennifer Nguyen On Job Training Morning 5 \n", + "1 Michael Lee >90 Morning 5 \n", + "2 William Kim On Job Training Evening 5 \n", + "3 John Smith >90 Evening 5 \n", + "4 Michael Lee 0-30 Morning 5 " + ], + "text/html": [ + "\n", + "
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{\n \"column\": \"Sub-category\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 57,\n \"samples\": [\n \"Life Insurance\",\n \"Fraudulent User\",\n \"Card/EMI\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Customer Remarks\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 18231,\n \"samples\": [\n \"Interaction in telephonically is good experience she talk very nyc n solve my problem thanx dear\",\n \"I am happy with the support received.\",\n \"Please remove your Shopzilla vendor from your service \"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Order_id\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 67675,\n \"samples\": [\n \"414c0688-adaf-4123-b342-e8bd2c050638\",\n \"110cba2e-b988-40b8-9967-716c8d6e7a71\",\n \"0058ad82-75ed-4253-821b-86553937658b\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"order_date_time\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": \"2022-01-16 13:15:00\",\n \"max\": \"2023-12-08 23:36:00\",\n \"num_unique_values\": 13766,\n \"samples\": [\n \"27/06/2023 08:27\",\n \"09/08/2023 06:19\",\n \"28/07/2023 19:02\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Issue_reported at\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 30923,\n \"samples\": [\n \"26/08/2023 17:45\",\n \"11/08/2023 01:02\",\n \"25/08/2023 22:00\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"issue_responded\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 30262,\n \"samples\": [\n \"11/08/2023 15:20\",\n \"05/08/2023 23:43\",\n \"06/08/2023 11:39\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Survey_response_Date\",\n \"properties\": {\n \"dtype\": \"object\",\n \"num_unique_values\": 31,\n \"samples\": [\n \"28-Aug-23\",\n \"16-Aug-23\",\n \"24-Aug-23\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Customer_City\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 1782,\n \"samples\": [\n \"FEROZEPUR JHIRKA\",\n \"NAMRUP\",\n \"MUZAFFARPUR\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Product_category\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 9,\n \"samples\": [\n \"GiftCard\",\n \"Electronics\",\n \"Home\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Item_price\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 12825.728411195778,\n \"min\": 0.0,\n \"max\": 164999.0,\n \"num_unique_values\": 2789,\n \"samples\": [\n 764.0,\n 1055.0,\n 2386.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"connected_handling_time\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 246.29503712116792,\n \"min\": 0.0,\n \"max\": 1986.0,\n \"num_unique_values\": 211,\n \"samples\": [\n 777.0,\n 282.0,\n 815.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Agent_name\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 1371,\n \"samples\": [\n \"Kimberly Morris\",\n \"Russell Ramsey\",\n \"Joshua Foster\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Supervisor\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 40,\n \"samples\": [\n \"Madison Kim\",\n \"Mia Patel\",\n \"Logan Lee\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Manager\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 6,\n \"samples\": [\n \"Jennifer Nguyen\",\n \"Michael Lee\",\n \"Emily Chen\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Tenure Bucket\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 5,\n \"samples\": [\n \">90\",\n \"61-90\",\n \"0-30\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Agent Shift\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 5,\n \"samples\": [\n \"Evening\",\n \"Night\",\n \"Split\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"CSAT Score\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1,\n \"min\": 1,\n \"max\": 5,\n \"num_unique_values\": 5,\n \"samples\": [\n 4,\n 2,\n 1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" + } + }, + "metadata": {}, + "execution_count": 29 + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "markdown", + "source": [ + "Check for the Rows and Columns in the data, know about the various features and their data types." + ], + "metadata": { + "id": "O8i7bkEgnF2y" + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "collapsed": true, + "id": "dcDPgoeUbaKa", + "outputId": "81ea7ffd-238c-433f-a20a-32415ff17f4b" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(85907, 20)" + ] + }, + "metadata": {}, + "execution_count": 30 + } + ], + "source": [ + "# shape and dimensions\n", + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "collapsed": true, + "id": "KrvTB5OLbaHz", + "outputId": "80fcd864-c2f9-43b8-a02c-4d7fb55ab1fc" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Index(['Unique id', 'channel_name', 'category', 'Sub-category',\n", + " 'Customer Remarks', 'Order_id', 'order_date_time', 'Issue_reported at',\n", + " 'issue_responded', 'Survey_response_Date', 'Customer_City',\n", + " 'Product_category', 'Item_price', 'connected_handling_time',\n", + " 'Agent_name', 'Supervisor', 'Manager', 'Tenure Bucket', 'Agent Shift',\n", + " 'CSAT Score'],\n", + " dtype='object')" + ] + }, + "metadata": {}, + "execution_count": 31 + } + ], + "source": [ + "# total columns in our data\n", + "df.columns" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "collapsed": true, + "id": "SJGieFDnbaFR", + "outputId": "478f09f2-6ffb-4876-c796-0b27fbce0660" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "RangeIndex: 85907 entries, 0 to 85906\n", + "Data columns (total 20 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Unique id 85907 non-null object \n", + " 1 channel_name 85907 non-null object \n", + " 2 category 85907 non-null object \n", + " 3 Sub-category 85907 non-null object \n", + " 4 Customer Remarks 28742 non-null object \n", + " 5 Order_id 67675 non-null object \n", + " 6 order_date_time 17214 non-null object \n", + " 7 Issue_reported at 85907 non-null object \n", + " 8 issue_responded 85907 non-null object \n", + " 9 Survey_response_Date 85907 non-null object \n", + " 10 Customer_City 17079 non-null object \n", + " 11 Product_category 17196 non-null object \n", + " 12 Item_price 17206 non-null float64\n", + " 13 connected_handling_time 242 non-null float64\n", + " 14 Agent_name 85907 non-null object \n", + " 15 Supervisor 85907 non-null object \n", + " 16 Manager 85907 non-null object \n", + " 17 Tenure Bucket 85907 non-null object \n", + " 18 Agent Shift 85907 non-null object \n", + " 19 CSAT Score 85907 non-null int64 \n", + "dtypes: float64(2), int64(1), object(17)\n", + "memory usage: 13.1+ MB\n" + ] + } + ], + "source": [ + "# data type of each column\n", + "df.info()" + ] + }, + { + "cell_type": "markdown", + "source": [ + "## ***Check for Unique Values across each feature.***" + ], + "metadata": { + "id": "bhQNvkFYo2Fy" + } + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "_C01kfTVBL0l" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 711 + }, + "collapsed": true, + "id": "RB9gfmvfbaC0", + "outputId": "8fcadaca-0fe6-4cc6-cf8f-565906c5418e" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Unique id 85907\n", + "channel_name 3\n", + "category 12\n", + "Sub-category 57\n", + "Customer Remarks 18231\n", + "Order_id 67675\n", + "order_date_time 13766\n", + "Issue_reported at 30923\n", + "issue_responded 30262\n", + "Survey_response_Date 31\n", + "Customer_City 1782\n", + "Product_category 9\n", + "Item_price 2789\n", + "connected_handling_time 211\n", + "Agent_name 1371\n", + "Supervisor 40\n", + "Manager 6\n", + "Tenure Bucket 5\n", + "Agent Shift 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" + ] + }, + "metadata": {}, + "execution_count": 33 + } + ], + "source": [ + "# check for the unique values across each column\n", + "df.nunique()" + ] + }, + { + "cell_type": "markdown", + "source": [ + "## ***Check for the Duplicate Values.***" + ], + "metadata": { + "id": "i9vTDDOQpFdS" + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "collapsed": true, + "id": "yM6xxg52baAR", + "outputId": "04dd31fd-16b3-4b31-a015-a2c85b20aa91" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Total duplicate values: 0\n" + ] + } + ], + "source": [ + "# check for duplicate values in entire dataset\n", + "print(\"Total duplicate values:\",df.duplicated().sum())" + ] + }, + { + "cell_type": "markdown", + "source": [ + "## ***Check for the Missing values.***" + ], + "metadata": { + "id": "Q-l8AZsBNMHd" + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true, + "id": "ZEQat69pbZ9a", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 711 + }, + "outputId": "a5102f5a-dfe6-42a9-c7bf-319af0aff406" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Unique id 0\n", + "channel_name 0\n", + "category 0\n", + "Sub-category 0\n", + "Customer Remarks 57165\n", + "Order_id 18232\n", + "order_date_time 68693\n", + "Issue_reported at 0\n", + "issue_responded 0\n", + "Survey_response_Date 0\n", + "Customer_City 68828\n", + "Product_category 68711\n", + "Item_price 68701\n", + "connected_handling_time 85665\n", + "Agent_name 0\n", + "Supervisor 0\n", + "Manager 0\n", + "Tenure Bucket 0\n", + "Agent Shift 0\n", + "CSAT Score 0\n", + "dtype: int64" + ], + "text/html": [ + "
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" + ] + }, + "metadata": {}, + "execution_count": 35 + } + ], + "source": [ + "# check for null or missing values in our data across each feature\n", + "df.isnull().sum()" + ] + }, + { + "cell_type": "markdown", + "source": [ + "### **Understanding the Dataset: What we know this far!!!**\n", + "\n", + "#### **1. Structure and Dimensions**\n", + "- The dataset consists of **csv file**, named **Customer_support_data** has a total of **85907 instances or records** and **20 features**.\n", + "\n", + "#### **2. Data Quality & Missing Value**\n", + "- There is a mix of complete and incomplete information for various features of both the dataset. We need to handle these in order to ease our analysis.\n", + "\n", + "#### **3. Duplicate Records**\n", + "- There are no duplicate or redundant records in the entire dataset. \n", + "\n", + "#### **4. Potential Next Steps**\n", + "- **Data Cleaning**: Address missing values, duplicates, and inconsistencies. \n", + "- **Feature Engineering**: Create new features or transform existing ones for better modeling. \n", + "- **Summary Statistics**: Generate the statistical summary of the data from the newly formed features.\n", + "- **Exploratory Data Analysis (EDA)**: Perform deeper insights into patterns and trends. \n", + "- **Predictive Modeling**: Build machine learning models based on cleaned and processed data." + ], + "metadata": { + "id": "T79xKgANNlqP" + } + }, + { + "cell_type": "markdown", + "metadata": { + "id": "tk0tAnFGbZ6h" + }, + "source": [ + "# **Data Cleaning**" + ] + }, + { + "cell_type": "markdown", + "source": [ + "- First, lets fill all the missing values in the Customer Remarks column by *No remarks available*." + ], + "metadata": { + "id": "Qkl_mdN4JpIy" + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "cXbZLCGgbZ1a" + }, + "outputs": [], + "source": [ + "# first filling up all the customer remarks with \"No remarks available\" for al the missing values\n", + "df['Customer Remarks'] = df['Customer Remarks'].fillna(\"No remarks available\")" + ] + }, + { + "cell_type": "markdown", + "source": [ + "- Now, we fill filter our records on the basis of some condition as we have a large amout of missing data across most of the fields and for these records we can't perform analysis on them." + ], + "metadata": { + "id": "nU1SvDYPJ2zB" + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "DcI-H8RAbZy7" + }, + "outputs": [], + "source": [ + "# now dropping those records for which we have no information available\n", + "# here we have used multiple conditions based on different fields\n", + "# filter out only that data thats is useful to us\n", + "update_df = df.loc[~((df['Customer_City'].isnull()) &\n", + "(df['Order_id'].isnull()) &\n", + "(df['order_date_time'].isnull()) &\n", + " (df['Item_price'].isnull()) &\n", + " (df['Product_category'].isnull()) &\n", + " (df['connected_handling_time'].isnull()) &\n", + " (df['Customer Remarks'] == \"No remarks available\"))]" + ] + }, + { + "cell_type": "markdown", + "source": [ + "- We will drop the **order_data_time** column from our dataset, because it has about 80% of the missing values." + ], + "metadata": { + "id": "iI9lPqUGKRHp" + } + }, + { + "cell_type": "code", + "source": [ + "update_df.drop(columns='order_date_time', inplace=True)" + ], + "metadata": { + "id": "wyGTPJ7HyOXt" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "- Filling the **connected_handling_time** using the SimpleImputer by taking median of the whole data." + ], + "metadata": { + "id": "beQmEQUyKsSi" + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true, + "id": "3eclbQYtbZtr" + }, + "outputs": [], + "source": [ + "# filling the item connection_handling_time by the median\n", + "from sklearn.impute import SimpleImputer\n", + "\n", + "# median imputer\n", + "med_imputer = SimpleImputer(strategy = 'median')\n", + "update_df[['connected_handling_time']] = med_imputer.fit_transform(update_df[['connected_handling_time']])" + ] + }, + { + "cell_type": "markdown", + "source": [ + "- Fill the missing values in the **Item_price** field by taking median price of each category and sub-category respectively for each record." + ], + "metadata": { + "id": "6XIh44lIK5JJ" + } + }, + { + "cell_type": "code", + "source": [ + "# filling the item price by median prices of the sub categories\n", + "update_df['Item_price'] = update_df.groupby(['category','Sub-category'])['Item_price'].transform(lambda x: x.fillna(x.median()))" + ], + "metadata": { + "id": "W1WtsNEJw3Z5" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "- For the missing **Customer_city**, we will fill them with **Unknown**." + ], + "metadata": { + "id": "aiWDx9XAbZok" + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true, + "id": "oRTyEUxFbZeB" + }, + "outputs": [], + "source": [ + "# Make a seperate category of unknown for unknown city\n", + "update_df['Customer_City'] = update_df['Customer_City'].fillna('Unknown')" + ] + }, + { + "cell_type": "markdown", + "source": [ + "- We will do the same for **Product_category** as we don't have any idea about it." + ], + "metadata": { + "id": "XBxnkz1MLa06" + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true, + "id": "cYqPTPCfHDRI" + }, + "outputs": [], + "source": [ + "# Make a seperate category of unknown for unknown product category\n", + "update_df['Product_category'] = update_df['Product_category'].fillna('Unknown')" + ] + }, + { + "cell_type": "code", + "source": [ + "# lets see our cleaned data frame\n", + "update_df.head()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 503 + }, + "id": "2YqOu26WLnxq", + "outputId": "5b30bd05-4512-4756-94f6-56852473c65e" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Unique id channel_name category \\\n", + "0 7e9ae164-6a8b-4521-a2d4-58f7c9fff13f Outcall Product Queries \n", + "1 b07ec1b0-f376-43b6-86df-ec03da3b2e16 Outcall Product Queries \n", + "2 200814dd-27c7-4149-ba2b-bd3af3092880 Inbound Order Related \n", + "3 eb0d3e53-c1ca-42d3-8486-e42c8d622135 Inbound Returns \n", + "4 ba903143-1e54-406c-b969-46c52f92e5df Inbound Cancellation \n", + "\n", + " Sub-category Customer Remarks \\\n", + "0 Life Insurance No remarks available \n", + "1 Product Specific Information No remarks available \n", + "2 Installation/demo No remarks available \n", + "3 Reverse Pickup Enquiry No remarks available \n", + "4 Not Needed No remarks available \n", + "\n", + " Order_id Issue_reported at issue_responded \\\n", + "0 c27c9bb4-fa36-4140-9f1f-21009254ffdb 01/08/2023 11:13 01/08/2023 11:47 \n", + "1 d406b0c7-ce17-4654-b9de-f08d421254bd 01/08/2023 12:52 01/08/2023 12:54 \n", + "2 c273368d-b961-44cb-beaf-62d6fd6c00d5 01/08/2023 20:16 01/08/2023 20:38 \n", + "3 5aed0059-55a4-4ec6-bb54-97942092020a 01/08/2023 20:56 01/08/2023 21:16 \n", + "4 e8bed5a9-6933-4aff-9dc6-ccefd7dcde59 01/08/2023 10:30 01/08/2023 10:32 \n", + "\n", + " Survey_response_Date Customer_City Product_category Item_price \\\n", + "0 01-Aug-23 Unknown Unknown NaN \n", + "1 01-Aug-23 Unknown Unknown 1502.0 \n", + "2 01-Aug-23 Unknown Unknown 7499.0 \n", + "3 01-Aug-23 Unknown Unknown 779.0 \n", + "4 01-Aug-23 Unknown Unknown 1259.5 \n", + "\n", + " connected_handling_time Agent_name Supervisor \\\n", + "0 427.0 Richard Buchanan Mason Gupta \n", + "1 427.0 Vicki Collins Dylan Kim \n", + "2 427.0 Duane Norman Jackson Park \n", + "3 427.0 Patrick Flores Olivia Wang \n", + "4 427.0 Christopher Sanchez Austin 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1b07ec1b0-f376-43b6-86df-ec03da3b2e16OutcallProduct QueriesProduct Specific InformationNo remarks availabled406b0c7-ce17-4654-b9de-f08d421254bd01/08/2023 12:5201/08/2023 12:5401-Aug-23UnknownUnknown1502.0427.0Vicki CollinsDylan KimMichael Lee>90Morning5
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\"\"\n }\n },\n {\n \"column\": \"Sub-category\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 57,\n \"samples\": [\n \"Life Insurance\",\n \"Fraudulent User\",\n \"Card/EMI\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Customer Remarks\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 18232,\n \"samples\": [\n \"Solv immmideately\",\n \"She listen my issue carefully and resolve me in wonderful way... ????\",\n \"Its so broken, hard to write anything constructive...\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Order_id\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 67675,\n \"samples\": [\n \"414c0688-adaf-4123-b342-e8bd2c050638\",\n \"110cba2e-b988-40b8-9967-716c8d6e7a71\",\n \"0058ad82-75ed-4253-821b-86553937658b\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Issue_reported at\",\n 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" + ] + }, + "metadata": {}, + "execution_count": 44 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "As we can see, we handled a large amount of missing / null values in our dataset. We can now move forward with this cleaned dataset for our analysis." + ], + "metadata": { + "id": "psmKzPO0L7-i" + } + }, + { + "cell_type": "markdown", + "source": [ + "# **Data Wrangling**" + ], + "metadata": { + "id": "xrageDwL2eK2" + } + }, + { + "cell_type": "markdown", + "source": [ + "Here, in the Wrangling part of the project, we will try to convert most of the features into appropriate data types to ease our analysis." + ], + "metadata": { + "id": "0Jz9nrPuMLda" + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true, + "id": "NmH3eFnOHk0C" + }, + "outputs": [], + "source": [ + "# first we will change the Item_price to float datatype\n", + "update_df['Item_price'] = update_df['Item_price'].astype(float)" + ] + }, + { + "cell_type": "markdown", + "source": [ + "- We will convert the **Tenure Bucket** to **Categorical** data type with categories as;\n", + " - **>90 : Senior Agent**\n", + " - **0-30: Fresher Agent**\n", + " - **31-60: New Agent**\n", + " -**61-90: Mid Senior Agent**" + ], + "metadata": { + "id": "8lIPETUk_bEt" + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true, + "id": "5lsEc4Zv8mZL" + }, + "outputs": [], + "source": [ + "# Replace values in a tenure bucket column into categorical strings\n", + "update_df['Tenure Bucket'].unique()\n", + "update_df['Tenure Bucket'] = update_df['Tenure Bucket'].replace({'>90': 'Senior Agent',\n", + " '0-30': 'Fresher Agent',\n", + " '31-60': 'New Agent',\n", + " '61-90': 'Mid senior Agent'})\n", + "\n", + "# converting to categorical type\n", + "update_df['Tenure Bucket'] = update_df['Tenure Bucket'].astype('category')" + ] + }, + { + "cell_type": "markdown", + "source": [ + "- We will convert the **Issue_repoted at and issue_responded** to datetime data type." + ], + "metadata": { + "id": "ST5FfSwPNkhp" + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true, + "id": "0QH4cfJGirzc" + }, + "outputs": [], + "source": [ + "#convert issue resported at column into date time format\n", + "update_df['Issue_reported at'] = pd.to_datetime(update_df['Issue_reported at'], format = 'mixed')\n", + "\n", + "#convert issue redponded column into date time format\n", + "update_df['issue_responded'] = pd.to_datetime(update_df['issue_responded'], format = 'mixed')" + ] + }, + { + "cell_type": "markdown", + "source": [ + "- We will create a new feature, **Response_time** using the **Issue_repoted at and issue_responded** features in the dataset. It contains the time difference between the two." + ], + "metadata": { + "id": "kh4EtRFjN3sp" + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true, + "id": "4Ki97RRUbYr8" + }, + "outputs": [], + "source": [ + "# Making new feature response time\n", + "update_df['Response_time'] = update_df['issue_responded']-update_df['Issue_reported at']" + ] + }, + { + "cell_type": "markdown", + "source": [ + "- Converting the data in the **Response_time** into appropriate format for our analysis." + ], + "metadata": { + "id": "JypALwqlOKnS" + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "oDPBZOOD1Pji" + }, + "outputs": [], + "source": [ + "# Convert the duration to timedelta and then into hours (time delta has attribute .total_seconds, .days)\n", + "update_df['Response_time'] = round(pd.to_timedelta(update_df['Response_time']).dt.total_seconds() / 3600,3)" + ] + }, + { + "cell_type": "markdown", + "source": [ + "- Finally, let us create a copy of our updated_df, this copy contains features that are **Encoded** using the **OneHotEncoder**." + ], + "metadata": { + "id": "f3WrTvHpOW8S" + } + }, + { + "cell_type": "markdown", + "source": [ + "Now, we are done with all the Data cleaning and Wrangling part in our dataset, now our data is ready to be analyzed using various appropriate Data Visualization techniques and we can also depol various Machine Learning models on this data." + ], + "metadata": { + "id": "_fJeFJawOp4Q" + } + }, + { + "cell_type": "markdown", + "metadata": { + "id": "PnJHij4_mVM7" + }, + "source": [ + "# **Visualization**" + ] + }, + { + "cell_type": "markdown", + "source": [ + "For the Visualization part of the project we have used the **Power BI** software to create an interactive dashboard. The Screenshots of the Dashboards are as follows:\n", + "\n", + "![Screenshot 2025-03-18 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)![Screenshot 2025-03-18 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)" + ], + "metadata": { + "id": "2UdvWTypSjrD" + } + }, + { + "cell_type": "markdown", + "source": [ + "The link for the interactive Power BI dashboard has been provided below, you can visit the github repository and checkout the Dashboard created." + ], + "metadata": { + "id": "FBVzdkkY8p09" + } + }, + { + "cell_type": "code", + "source": [ + "# URL for the dashboard created for the following project\n", + "url = \"https://github.com/MohammadWaleed339/internship_collab_file/blob/main/Labmentix_internship_project/Flipkart_report.pbix\"\n" + ], + "metadata": { + "id": "6_Gdvy7hgM1P" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "# **Business Solutions & Recommendations:**" + ], + "metadata": { + "id": "1eM0tbrO0cls" + } + }, + { + "cell_type": "markdown", + "source": [ + "1.**Improve Customer Satisfaction (CSAT) Scores**\n", + "\n", + " **Issue:** Variability in CSAT scores across managers and supervisors.\n", + "\n", + "🔹**Solution:**\n", + "\n", + "* Implement weekly coaching sessions for agents with lower CSAT scores.\n", + "* Use CSAT trend analysis to identify common customer pain points and address them.\n", + "* Reward high-performing agents with incentives to maintain consistency in customer service.\n", + "\n" + ], + "metadata": { + "id": "4sGPpbxk03Gd" + } + }, + { + "cell_type": "markdown", + "source": [ + "**2️. Reduce Response Time for Key Queries**\n", + "\n", + "**Issue:** High response time for email cancellations, refunds, and shopping-related inquiries.\n", + "\n", + "**🔹 Solution:**\n", + "\n", + "* Introduce AI-powered chatbots for instant responses to FAQs.\n", + "* Reallocate resources to high-delay categories (cancellations, refunds) to improve efficiency.\n", + "* Establish response time SLAs(Service level agreement) for agents and supervisors to ensure timely resolutions." + ], + "metadata": { + "id": "_BZIHvDn02zB" + } + }, + { + "cell_type": "markdown", + "source": [ + "**3 Balance Product Sales & Improve Underperforming Categories**\n", + "\n", + "**Issue:** Electronics and Lifestyle dominate, while Furniture & Gift Cards lag.\n", + "\n", + "**🔹 Solution:**\n", + "\n", + "* Launch personalized promotions and discounts on underperforming categories.\n", + "* Offer bundled deals (e.g., Furniture + Home Appliances) to increase sales.\n", + "* Optimize category placement on the website/app to highlight less popular products." + ], + "metadata": { + "id": "5mG9csk53zHT" + } + }, + { + "cell_type": "markdown", + "source": [ + "**4 Improve Managerial Efficiency & Workload Distribution**\n", + "\n", + "**Issue:** Uneven workload among managers affecting supervision quality.\n", + "\n", + "**🔹 Solution:**\n", + "\n", + "* Redistribute agent assignments to ensure balanced supervision.\n", + "* Set up monthly performance reviews to track manager effectiveness.\n", + "* Deploy a real-time monitoring dashboard to track supervisor efficiency." + ], + "metadata": { + "id": "plbpugoG3y5c" + } + }, + { + "cell_type": "markdown", + "source": [ + "**Final Recommendation**\n", + "\n", + "By enhancing customer support, optimizing pricing, and improving managerial oversight, Flipkart can boost customer satisfaction, reduce response times, and drive sales growth." + ], + "metadata": { + "id": "AVN230ey3yro" + } + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "gpuType": "T4", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + }, + "language_info": { + "name": "python" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file diff --git a/Labmentix_internship_project/datasets/Test (2).csv b/Labmentix_internship_project/datasets/Test (2).csv new file mode 100644 index 0000000..f3452ad --- /dev/null +++ b/Labmentix_internship_project/datasets/Test (2).csv @@ -0,0 +1,163 @@ +YEAR,MONTH,TYPE,Incident_Counts +2013,6,Vehicle Collision or Pedestrian Struck (with Injury), +2013,6,Theft of Vehicle, +2013,6,Theft of Bicycle, +2013,6,Theft from Vehicle, +2013,6,Other Theft, +2013,6,Offence Against a Person, +2013,6,Mischief, +2013,6,Break and Enter Residential/Other, +2013,6,Break and Enter Commercial, +2013,5,Vehicle Collision or Pedestrian Struck (with Injury), +2013,5,Theft of Vehicle, +2013,5,Theft of Bicycle, +2013,5,Theft from Vehicle, +2013,5,Other Theft, +2013,5,Offence Against a 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