{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "kz8lLSv6mVQo" }, "source": [ "# **🤖 Data Analysis & Visualization**" ] }, { "cell_type": "markdown", "metadata": { "id": "jpASMyIQMaAq" }, "source": [ "## **1.** 📦 Install required packages" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "f48c8f8c", "outputId": "12dcc5dc-f587-4d46-dbd3-e82fc315134e" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Requirement already satisfied: pandas in /usr/local/lib/python3.12/dist-packages (2.2.2)\n", "Requirement already satisfied: matplotlib in /usr/local/lib/python3.12/dist-packages (3.10.0)\n", "Requirement already satisfied: seaborn in /usr/local/lib/python3.12/dist-packages (0.13.2)\n", "Requirement already satisfied: numpy in /usr/local/lib/python3.12/dist-packages (2.0.2)\n", "Requirement already satisfied: textblob in /usr/local/lib/python3.12/dist-packages (0.19.0)\n", "Collecting faker\n", " Downloading faker-40.11.0-py3-none-any.whl.metadata (16 kB)\n", "Requirement already satisfied: transformers in /usr/local/lib/python3.12/dist-packages (5.0.0)\n", "Collecting vaderSentiment\n", " Downloading vaderSentiment-3.3.2-py2.py3-none-any.whl.metadata (572 bytes)\n", "Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.12/dist-packages (from pandas) (2.9.0.post0)\n", "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.12/dist-packages (from pandas) (2025.2)\n", "Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.12/dist-packages (from pandas) (2025.3)\n", "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (1.3.3)\n", "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (0.12.1)\n", "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (4.62.0)\n", "Requirement already satisfied: kiwisolver>=1.3.1 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (1.5.0)\n", "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (26.0)\n", "Requirement already satisfied: pillow>=8 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (11.3.0)\n", "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (3.3.2)\n", "Requirement already satisfied: nltk>=3.9 in /usr/local/lib/python3.12/dist-packages (from textblob) (3.9.1)\n", "Requirement already satisfied: filelock in /usr/local/lib/python3.12/dist-packages (from transformers) (3.25.2)\n", "Requirement already satisfied: huggingface-hub<2.0,>=1.3.0 in /usr/local/lib/python3.12/dist-packages (from transformers) (1.6.0)\n", "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.12/dist-packages (from transformers) (6.0.3)\n", "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.12/dist-packages (from transformers) (2025.11.3)\n", "Requirement already satisfied: tokenizers<=0.23.0,>=0.22.0 in /usr/local/lib/python3.12/dist-packages (from transformers) (0.22.2)\n", "Requirement already satisfied: typer-slim in /usr/local/lib/python3.12/dist-packages (from transformers) (0.24.0)\n", "Requirement already satisfied: safetensors>=0.4.3 in /usr/local/lib/python3.12/dist-packages (from transformers) (0.7.0)\n", "Requirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.12/dist-packages (from transformers) (4.67.3)\n", "Requirement already satisfied: requests in /usr/local/lib/python3.12/dist-packages (from vaderSentiment) (2.32.4)\n", "Requirement already satisfied: fsspec>=2023.5.0 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub<2.0,>=1.3.0->transformers) (2025.3.0)\n", "Requirement already satisfied: hf-xet<2.0.0,>=1.3.2 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub<2.0,>=1.3.0->transformers) (1.4.0)\n", "Requirement already satisfied: httpx<1,>=0.23.0 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub<2.0,>=1.3.0->transformers) (0.28.1)\n", "Requirement already satisfied: typer in /usr/local/lib/python3.12/dist-packages (from huggingface-hub<2.0,>=1.3.0->transformers) (0.24.1)\n", "Requirement already satisfied: typing-extensions>=4.1.0 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub<2.0,>=1.3.0->transformers) (4.15.0)\n", "Requirement already satisfied: click in /usr/local/lib/python3.12/dist-packages (from nltk>=3.9->textblob) (8.3.1)\n", "Requirement already satisfied: joblib in /usr/local/lib/python3.12/dist-packages (from nltk>=3.9->textblob) (1.5.3)\n", "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.12/dist-packages (from python-dateutil>=2.8.2->pandas) (1.17.0)\n", "Requirement already satisfied: charset_normalizer<4,>=2 in /usr/local/lib/python3.12/dist-packages (from requests->vaderSentiment) (3.4.5)\n", "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.12/dist-packages (from requests->vaderSentiment) (3.11)\n", "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.12/dist-packages (from requests->vaderSentiment) (2.5.0)\n", "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.12/dist-packages (from requests->vaderSentiment) (2026.2.25)\n", "Requirement already satisfied: anyio in /usr/local/lib/python3.12/dist-packages (from httpx<1,>=0.23.0->huggingface-hub<2.0,>=1.3.0->transformers) (4.12.1)\n", "Requirement already satisfied: httpcore==1.* in /usr/local/lib/python3.12/dist-packages (from httpx<1,>=0.23.0->huggingface-hub<2.0,>=1.3.0->transformers) (1.0.9)\n", "Requirement already satisfied: h11>=0.16 in /usr/local/lib/python3.12/dist-packages (from httpcore==1.*->httpx<1,>=0.23.0->huggingface-hub<2.0,>=1.3.0->transformers) (0.16.0)\n", "Requirement already satisfied: shellingham>=1.3.0 in /usr/local/lib/python3.12/dist-packages (from typer->huggingface-hub<2.0,>=1.3.0->transformers) (1.5.4)\n", "Requirement already satisfied: rich>=12.3.0 in /usr/local/lib/python3.12/dist-packages (from typer->huggingface-hub<2.0,>=1.3.0->transformers) (13.9.4)\n", "Requirement already satisfied: annotated-doc>=0.0.2 in /usr/local/lib/python3.12/dist-packages (from typer->huggingface-hub<2.0,>=1.3.0->transformers) (0.0.4)\n", "Requirement already satisfied: markdown-it-py>=2.2.0 in /usr/local/lib/python3.12/dist-packages (from rich>=12.3.0->typer->huggingface-hub<2.0,>=1.3.0->transformers) (4.0.0)\n", "Requirement already satisfied: pygments<3.0.0,>=2.13.0 in /usr/local/lib/python3.12/dist-packages (from rich>=12.3.0->typer->huggingface-hub<2.0,>=1.3.0->transformers) (2.19.2)\n", "Requirement already satisfied: mdurl~=0.1 in /usr/local/lib/python3.12/dist-packages (from markdown-it-py>=2.2.0->rich>=12.3.0->typer->huggingface-hub<2.0,>=1.3.0->transformers) (0.1.2)\n", "Downloading faker-40.11.0-py3-none-any.whl (2.0 MB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.0/2.0 MB\u001b[0m \u001b[31m22.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25hDownloading vaderSentiment-3.3.2-py2.py3-none-any.whl (125 kB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m126.0/126.0 kB\u001b[0m \u001b[31m2.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25hInstalling collected packages: faker, vaderSentiment\n", "Successfully installed faker-40.11.0 vaderSentiment-3.3.2\n" ] } ], "source": [ "!pip install pandas matplotlib seaborn numpy textblob faker transformers vaderSentiment\n" ] }, { "cell_type": "markdown", "metadata": { "id": "NZd99NpKkKyp" }, "source": [ "## **2.** ✅️ Load & inspect input datasets" ] }, { "cell_type": "markdown", "metadata": { "id": "_JBLmm508Uq2" }, "source": [ "### *a. Initial setup*" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "id": "eBDXPQz18Xrs" }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import random" ] }, { "cell_type": "markdown", "metadata": { "id": "IL8lZbMm8m3k" }, "source": [ "### *b. ✋🏻🛑⛔️ Create the df_reviews dataframe from the synthetic_book_reviews.csv file*" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "id": "fdgjghfO8uuq" }, "outputs": [], "source": [ "df_reviews = pd.read_csv(\"synthetic_book_reviews.csv\")" ] }, { "cell_type": "markdown", "metadata": { "id": "N-Dl37J0HLhU" }, "source": [ "### *c. ✋🏻🛑⛔️ Create the df_sales dataframe from the synthetic_sales_data.csv file*" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "id": "6XZs3P7fHgQe" }, "outputs": [], "source": [ "df_sales = pd.read_csv(\"synthetic_sales_data.csv\")" ] }, { "cell_type": "markdown", "metadata": { "id": "MUI3SkmyrGQo" }, "source": [ "### *d. ✋🏻🛑⛔️ Visualize the first few lines of the two final datasets: df_reviews and df_sales*" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 391 }, "id": "p8FdQFXErOqE", "outputId": "7a83cc41-1cd7-4cc2-ef3c-ed48cdd97fc9" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ " title sentiment_label \\\n", "0 A Light in the Attic neutral \n", "1 A Light in the Attic neutral \n", "2 A Light in the Attic neutral \n", "3 A Light in the Attic neutral \n", "4 A Light in the Attic neutral \n", "\n", " review_text rating popularity_score \n", "0 The book was fine for a casual read, but not e... NaN 3 \n", "1 It had a decent structure, though the emotiona... NaN 3 \n", "2 This was a fairly standard read with some inte... NaN 3 \n", "3 It passed the time well enough, but I was not ... NaN 3 \n", "4 Some elements worked better than others, makin... NaN 3 " ], "text/html": [ "\n", "
\n", "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
titlesentiment_labelreview_textratingpopularity_score
0A Light in the AtticneutralThe book was fine for a casual read, but not e...NaN3
1A Light in the AtticneutralIt had a decent structure, though the emotiona...NaN3
2A Light in the AtticneutralThis was a fairly standard read with some inte...NaN3
3A Light in the AtticneutralIt passed the time well enough, but I was not ...NaN3
4A Light in the AtticneutralSome elements worked better than others, makin...NaN3
\n", "
\n", "
\n", "\n", "
\n", " \n", "\n", " \n", "\n", " \n", "
\n", "\n", "\n", "
\n", "
\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "summary": "{\n \"name\": \"display(df_sales\",\n \"rows\": 5,\n \"fields\": [\n {\n \"column\": \"title\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 1,\n \"samples\": [\n \"A Light in the Attic\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"sentiment_label\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 1,\n \"samples\": [\n \"neutral\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"review_text\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 5,\n \"samples\": [\n \"It had a decent structure, though the emotional impact was limited.\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"rating\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": null,\n \"min\": null,\n \"max\": null,\n \"num_unique_values\": 0,\n \"samples\": [],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"popularity_score\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 3,\n \"max\": 3,\n \"num_unique_values\": 1,\n \"samples\": [],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ " title month units_sold sentiment_label\n", "0 A Light in the Attic 2024-09 100 neutral\n", "1 A Light in the Attic 2024-10 109 neutral\n", "2 A Light in the Attic 2024-11 102 neutral\n", "3 A Light in the Attic 2024-12 107 neutral\n", "4 A Light in the Attic 2025-01 108 neutral" ], "text/html": [ "\n", "
\n", "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
titlemonthunits_soldsentiment_label
0A Light in the Attic2024-09100neutral
1A Light in the Attic2024-10109neutral
2A Light in the Attic2024-11102neutral
3A Light in the Attic2024-12107neutral
4A Light in the Attic2025-01108neutral
\n", "
\n", "
\n", "\n", "
\n", " \n", "\n", " \n", "\n", " \n", "
\n", "\n", "\n", "
\n", "
\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "summary": "{\n \"name\": \"display(df_sales\",\n \"rows\": 5,\n \"fields\": [\n {\n \"column\": \"title\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 1,\n \"samples\": [\n \"A Light in the Attic\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"month\",\n \"properties\": {\n \"dtype\": \"object\",\n \"num_unique_values\": 5,\n \"samples\": [\n \"2024-10\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"units_sold\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3,\n \"min\": 100,\n \"max\": 109,\n \"num_unique_values\": 5,\n \"samples\": [\n 109\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"sentiment_label\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 1,\n \"samples\": [\n \"neutral\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {} } ], "source": [ "display(df_reviews.head())\n", "display(df_sales.head())" ] }, { "cell_type": "markdown", "metadata": { "id": "Y3oqGHsmrQzx" }, "source": [ "### *d. Run a quality check on the datasets*" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "VArQGPoKrfLm", "outputId": "a8d49dac-620d-4815-a427-8e647d3b4faf" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "🔍 Quality Check Report for: df_reviews\n", "===================================\n", "\n", "📏 Shape: (10000, 5)\n", "\n", "🔠 Column Types:\n", "title object\n", "sentiment_label object\n", "review_text object\n", "rating float64\n", "popularity_score int64\n", "dtype: object\n", "\n", "❓ Missing Values:\n", "title 0\n", "sentiment_label 0\n", "review_text 0\n", "rating 10000\n", "popularity_score 0\n", "dtype: int64\n", "\n", "📋 Duplicate Rows: 0\n", "\n", "📊 Summary Statistics:\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ " count unique \\\n", "title 10000 999 \n", "sentiment_label 10000 3 \n", "review_text 10000 150 \n", "rating 0.0 NaN \n", "popularity_score 10000.0 NaN \n", "\n", " top freq \\\n", "title The Star-Touched Queen 20 \n", "sentiment_label neutral 5110 \n", "review_text The book had potential, even if the execution ... 121 \n", "rating NaN NaN \n", "popularity_score NaN NaN \n", "\n", " mean std min 25% 50% 75% max \n", "title NaN NaN NaN NaN NaN NaN NaN \n", "sentiment_label NaN NaN NaN NaN NaN NaN NaN \n", "review_text NaN NaN NaN NaN NaN NaN NaN \n", "rating NaN NaN NaN NaN NaN NaN NaN \n", "popularity_score 3.133 0.686555 2.0 3.0 3.0 4.0 4.0 " ], "text/html": [ "\n", "
\n", "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
countuniquetopfreqmeanstdmin25%50%75%max
title10000999The Star-Touched Queen20NaNNaNNaNNaNNaNNaNNaN
sentiment_label100003neutral5110NaNNaNNaNNaNNaNNaNNaN
review_text10000150The book had potential, even if the execution ...121NaNNaNNaNNaNNaNNaNNaN
rating0.0NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
popularity_score10000.0NaNNaNNaN3.1330.6865552.03.03.04.04.0
\n", "
\n", "
\n", "\n", "
\n", " \n", "\n", " \n", "\n", " \n", "
\n", "\n", "\n", "
\n", "
\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "summary": "{\n \"name\": \"quality_check(df_sales, \\\"df_sales\\\")\",\n \"rows\": 5,\n \"fields\": [\n {\n \"column\": \"count\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 0.0,\n \"max\": \"10000\",\n \"num_unique_values\": 2,\n \"samples\": [\n 0.0,\n \"10000\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"unique\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 3,\n \"max\": 999,\n \"num_unique_values\": 3,\n \"samples\": [\n 999,\n 3\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"top\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"The Star-Touched Queen\",\n \"neutral\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"freq\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": \"20\",\n \"max\": \"5110\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"20\",\n \"5110\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"mean\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 3.133,\n \"max\": 3.133,\n \"num_unique_values\": 1,\n \"samples\": [\n 3.133\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"std\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 0.686555267850712,\n \"max\": 0.686555267850712,\n \"num_unique_values\": 1,\n \"samples\": [\n 0.686555267850712\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"min\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 2.0,\n \"max\": 2.0,\n \"num_unique_values\": 1,\n \"samples\": [\n 2.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"25%\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 3.0,\n \"max\": 3.0,\n \"num_unique_values\": 1,\n \"samples\": [\n 3.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"50%\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 3.0,\n \"max\": 3.0,\n \"num_unique_values\": 1,\n \"samples\": [\n 3.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"75%\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 4.0,\n \"max\": 4.0,\n \"num_unique_values\": 1,\n \"samples\": [\n 4.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"max\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 4.0,\n \"max\": 4.0,\n \"num_unique_values\": 1,\n \"samples\": [\n 4.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "\n", "👀 Sample Rows:\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ " title sentiment_label \\\n", "7628 The Complete Stories and Poems (The Works of E... positive \n", "7569 The Disappearing Spoon: And Other True Tales o... neutral \n", "1129 Crown of Midnight (Throne of Glass #2) positive \n", "657 The Inefficiency Assassin: Time Management Tac... neutral \n", "1326 Throne of Glass (Throne of Glass #1) positive \n", "\n", " review_text rating \\\n", "7628 A truly enjoyable book that I would gladly rec... NaN \n", "7569 This was a competent but fairly ordinary book. NaN \n", "1129 I enjoyed this far more than I expected to. NaN \n", "657 An acceptable book with a mix of strengths and... NaN \n", "1326 A beautifully crafted story with memorable cha... NaN \n", "\n", " popularity_score \n", "7628 4 \n", "7569 3 \n", "1129 4 \n", "657 3 \n", "1326 4 " ], "text/html": [ "\n", "
\n", "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
titlesentiment_labelreview_textratingpopularity_score
7628The Complete Stories and Poems (The Works of E...positiveA truly enjoyable book that I would gladly rec...NaN4
7569The Disappearing Spoon: And Other True Tales o...neutralThis was a competent but fairly ordinary book.NaN3
1129Crown of Midnight (Throne of Glass #2)positiveI enjoyed this far more than I expected to.NaN4
657The Inefficiency Assassin: Time Management Tac...neutralAn acceptable book with a mix of strengths and...NaN3
1326Throne of Glass (Throne of Glass #1)positiveA beautifully crafted story with memorable cha...NaN4
\n", "
\n", "
\n", "\n", "
\n", " \n", "\n", " \n", "\n", " \n", "
\n", "\n", "\n", "
\n", "
\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "summary": "{\n \"name\": \"quality_check(df_sales, \\\"df_sales\\\")\",\n \"rows\": 5,\n \"fields\": [\n {\n \"column\": \"title\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 5,\n \"samples\": [\n \"The Disappearing Spoon: And Other True Tales of Madness, Love, and the History of the World from the Periodic Table of the Elements\",\n \"Throne of Glass (Throne of Glass #1)\",\n \"Crown of Midnight (Throne of Glass #2)\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"sentiment_label\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"neutral\",\n \"positive\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"review_text\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 5,\n \"samples\": [\n \"This was a competent but fairly ordinary book.\",\n \"A beautifully crafted story with memorable characters and strong emotions.\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"rating\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": null,\n \"min\": null,\n \"max\": null,\n \"num_unique_values\": 0,\n \"samples\": [],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"popularity_score\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 3,\n \"max\": 4,\n \"num_unique_values\": 2,\n \"samples\": [],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "\n", "🔍 Quality Check Report for: df_sales\n", "=================================\n", "\n", "📏 Shape: (18000, 4)\n", "\n", "🔠 Column Types:\n", "title object\n", "month object\n", "units_sold int64\n", "sentiment_label object\n", "dtype: object\n", "\n", "❓ Missing Values:\n", "title 0\n", "month 0\n", "units_sold 0\n", "sentiment_label 0\n", "dtype: int64\n", "\n", "📋 Duplicate Rows: 0\n", "\n", "📊 Summary Statistics:\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ " count unique top freq mean \\\n", "title 18000 999 The Star-Touched Queen 36 NaN \n", "month 18000 18 2024-09 1000 NaN \n", "units_sold 18000.0 NaN NaN NaN 154.081889 \n", "sentiment_label 18000 3 neutral 9198 NaN \n", "\n", " std min 25% 50% 75% max \n", "title NaN NaN NaN NaN NaN NaN \n", "month NaN NaN NaN NaN NaN NaN \n", "units_sold 88.411202 0.0 93.0 132.0 240.0 362.0 \n", "sentiment_label NaN NaN NaN NaN NaN NaN " ], "text/html": [ "\n", "
\n", "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
countuniquetopfreqmeanstdmin25%50%75%max
title18000999The Star-Touched Queen36NaNNaNNaNNaNNaNNaNNaN
month18000182024-091000NaNNaNNaNNaNNaNNaNNaN
units_sold18000.0NaNNaNNaN154.08188988.4112020.093.0132.0240.0362.0
sentiment_label180003neutral9198NaNNaNNaNNaNNaNNaNNaN
\n", "
\n", "
\n", "\n", "
\n", " \n", "\n", " \n", "\n", " \n", "
\n", "\n", "\n", "
\n", "
\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "summary": "{\n \"name\": \"quality_check(df_sales, \\\"df_sales\\\")\",\n \"rows\": 4,\n \"fields\": [\n {\n \"column\": \"count\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": \"18000\",\n \"max\": \"18000\",\n \"num_unique_values\": 1,\n \"samples\": [\n \"18000\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"unique\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 3,\n \"max\": 999,\n \"num_unique_values\": 3,\n \"samples\": [\n 999\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"top\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"The Star-Touched Queen\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"freq\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": \"36\",\n \"max\": \"9198\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"36\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"mean\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 154.0818888888889,\n \"max\": 154.0818888888889,\n \"num_unique_values\": 1,\n \"samples\": [\n 154.0818888888889\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"std\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 88.4112021045961,\n \"max\": 88.4112021045961,\n \"num_unique_values\": 1,\n \"samples\": [\n 88.4112021045961\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"min\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 0.0,\n \"max\": 0.0,\n \"num_unique_values\": 1,\n \"samples\": [\n 0.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"25%\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 93.0,\n \"max\": 93.0,\n \"num_unique_values\": 1,\n \"samples\": [\n 93.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"50%\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 132.0,\n \"max\": 132.0,\n \"num_unique_values\": 1,\n \"samples\": [\n 132.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"75%\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 240.0,\n \"max\": 240.0,\n \"num_unique_values\": 1,\n \"samples\": [\n 240.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"max\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 362.0,\n \"max\": 362.0,\n \"num_unique_values\": 1,\n \"samples\": [\n 362.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "\n", "👀 Sample Rows:\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ " title month units_sold \\\n", "6076 Aristotle and Dante Discover the Secrets of th... 2025-07 212 \n", "4073 Unbroken: A World War II Story of Survival, Re... 2025-02 323 \n", "1464 Princess Between Worlds (Wide-Awake Princess #5) 2025-03 29 \n", "9512 John Adams 2025-05 44 \n", "15493 Civilization and Its Discontents 2025-10 108 \n", "\n", " sentiment_label \n", "6076 positive \n", "4073 positive \n", "1464 negative \n", "9512 negative \n", "15493 neutral " ], "text/html": [ "\n", "
\n", "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
titlemonthunits_soldsentiment_label
6076Aristotle and Dante Discover the Secrets of th...2025-07212positive
4073Unbroken: A World War II Story of Survival, Re...2025-02323positive
1464Princess Between Worlds (Wide-Awake Princess #5)2025-0329negative
9512John Adams2025-0544negative
15493Civilization and Its Discontents2025-10108neutral
\n", "
\n", "
\n", "\n", "
\n", " \n", "\n", " \n", "\n", " \n", "
\n", "\n", "\n", "
\n", "
\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "repr_error": "0" } }, "metadata": {} } ], "source": [ "def quality_check(df, name=\"DataFrame\"):\n", " print(f\"\\n🔍 Quality Check Report for: {name}\")\n", " print(\"=\" * (25 + len(name)))\n", "\n", " # Basic info\n", " print(f\"\\n📏 Shape: {df.shape}\")\n", " print(\"\\n🔠 Column Types:\")\n", " print(df.dtypes)\n", "\n", " # Missing values\n", " print(\"\\n❓ Missing Values:\")\n", " print(df.isnull().sum())\n", "\n", " # Duplicates\n", " duplicate_count = df.duplicated().sum()\n", " print(f\"\\n📋 Duplicate Rows: {duplicate_count}\")\n", "\n", " # Summary stats\n", " print(\"\\n📊 Summary Statistics:\")\n", " display(df.describe(include='all').transpose())\n", "\n", " # Sample rows\n", " print(\"\\n👀 Sample Rows:\")\n", " display(df.sample(5))\n", "\n", "# Run checks\n", "quality_check(df_reviews, \"df_reviews\")\n", "quality_check(df_sales, \"df_sales\")\n" ] }, { "cell_type": "markdown", "metadata": { "id": "TTxUKDYINPxV" }, "source": [ "## **3.** 🎭 Perform sentiment analysis using VADER" ] }, { "cell_type": "markdown", "metadata": { "id": "OqhYU8rDxQRT" }, "source": [ "### *a. Initial setup*" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "id": "DNk5w8mNxSZ6" }, "outputs": [], "source": [ "from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer\n", "\n", "# 🤖 Initialize VADER analyzer\n", "analyzer = SentimentIntensityAnalyzer()" ] }, { "cell_type": "markdown", "metadata": { "id": "P123TwSWxVAr" }, "source": [ "### *b. Create a function get_sentiment_label that will return the label negative, neutral, or positive based on the VADER analyzer's scoring of the text*" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "id": "89809e6f" }, "outputs": [], "source": [ "def get_sentiment_label(text):\n", " score = analyzer.polarity_scores(text)[\"compound\"]\n", " if score >= 0.05:\n", " return \"positive\"\n", " elif score <= -0.05:\n", " return \"negative\"\n", " else:\n", " return \"neutral\"" ] }, { "cell_type": "markdown", "metadata": { "id": "DS9eCZ95yQn3" }, "source": [ "### *c. ✋🏻🛑⛔️ Apply get_sentiment_label to df_reviews column named review_text to get sentiment_label column*" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "id": "SpXzFaDfyM7I" }, "outputs": [], "source": [ "df_reviews[\"sentiment_label\"] = df_reviews[\"review_text\"].apply(get_sentiment_label)" ] }, { "cell_type": "markdown", "metadata": { "id": "5cnPCFFnyXN6" }, "source": [ "### *d. ✋🏻🛑⛔️ View the first few lines of the resulting table df_reviews*" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 204 }, "id": "ODGyfjBSyZEO", "outputId": "9e65cace-22ce-4326-bbf4-1f8fa5611cde" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ " title sentiment_label \\\n", "0 A Light in the Attic positive \n", "1 A Light in the Attic negative \n", "2 A Light in the Attic positive \n", "3 A Light in the Attic positive \n", "4 A Light in the Attic positive \n", "\n", " review_text rating popularity_score \n", "0 The book was fine for a casual read, but not e... NaN 3 \n", "1 It had a decent structure, though the emotiona... NaN 3 \n", "2 This was a fairly standard read with some inte... NaN 3 \n", "3 It passed the time well enough, but I was not ... NaN 3 \n", "4 Some elements worked better than others, makin... NaN 3 " ], "text/html": [ "\n", "
\n", "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
titlesentiment_labelreview_textratingpopularity_score
0A Light in the AtticpositiveThe book was fine for a casual read, but not e...NaN3
1A Light in the AtticnegativeIt had a decent structure, though the emotiona...NaN3
2A Light in the AtticpositiveThis was a fairly standard read with some inte...NaN3
3A Light in the AtticpositiveIt passed the time well enough, but I was not ...NaN3
4A Light in the AtticpositiveSome elements worked better than others, makin...NaN3
\n", "
\n", "
\n", "\n", "
\n", " \n", "\n", " \n", "\n", " \n", "
\n", "\n", "\n", "
\n", "
\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "summary": "{\n \"name\": \"display(df_reviews\",\n \"rows\": 5,\n \"fields\": [\n {\n \"column\": \"title\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 1,\n \"samples\": [\n \"A Light in the Attic\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"sentiment_label\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"negative\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"review_text\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 5,\n \"samples\": [\n \"It had a decent structure, though the emotional impact was limited.\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"rating\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": null,\n \"min\": null,\n \"max\": null,\n \"num_unique_values\": 0,\n \"samples\": [],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"popularity_score\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 3,\n \"max\": 3,\n \"num_unique_values\": 1,\n \"samples\": [],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {} } ], "source": [ "display(df_reviews.head())" ] }, { "cell_type": "markdown", "metadata": { "id": "Qy3Hqm-FojvT" }, "source": [ "## **4.** 📊 Use the following data visualization code snippets" ] }, { "cell_type": "markdown", "metadata": { "id": "lcjGSw2bzqtZ" }, "source": [ "### *a. Initial setup*" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "id": "p5LV2o1rzsiC" }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import matplotlib.dates as mdates" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "tvaBtswpGS__", "outputId": "f90a9756-8367-4cc2-9c96-65371d7f604d" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "✅ Output folders:\n", " - /content/artifacts/py/figures\n", " - /content/artifacts/py/tables\n" ] } ], "source": [ "# ----------------------------\n", "# Outputs (for Hugging Face app)\n", "# ----------------------------\n", "# In the notebook: you still SEE interactive tables/plots inline.\n", "# For the Space dashboard: we also SAVE the same outputs as files.\n", "\n", "from pathlib import Path\n", "\n", "ART_DIR = Path(\"artifacts\")\n", "PY_FIG = ART_DIR / \"py\" / \"figures\"\n", "PY_TAB = ART_DIR / \"py\" / \"tables\"\n", "\n", "for p in [PY_FIG, PY_TAB]:\n", " p.mkdir(parents=True, exist_ok=True)\n", "\n", "print(\"✅ Output folders:\")\n", "print(\" -\", PY_FIG.resolve())\n", "print(\" -\", PY_TAB.resolve())\n" ] }, { "cell_type": "markdown", "metadata": { "id": "b9T1rkBe0AJU" }, "source": [ "### *b. Sample of 5 books for each popularity level for visualizations*" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "id": "sLdFmGqXqo_t" }, "outputs": [], "source": [ "sampled_titles = []\n", "for pop_score in sorted(df_reviews[\"popularity_score\"].dropna().unique()):\n", " all_titles = df_reviews[df_reviews[\"popularity_score\"] == pop_score][\"title\"].unique()\n", " sampled = random.sample(list(all_titles), min(5, len(all_titles)))\n", " sampled_titles.extend(sampled)" ] }, { "cell_type": "markdown", "metadata": { "id": "xq7-C8m70mMH" }, "source": [ "### *c. Copy relevant sales, reviews, and book names*" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "id": "laDdMece0qrq" }, "outputs": [], "source": [ "sampled_sales = df_sales[df_sales[\"title\"].isin(sampled_titles)].copy()\n", "sampled_reviews = df_reviews[df_reviews[\"title\"].isin(sampled_titles)].copy()\n", "sampled_books = df_reviews[df_reviews[\"title\"].isin(sampled_titles)].copy()" ] }, { "cell_type": "markdown", "metadata": { "id": "8YtfkG_A0wTy" }, "source": [ "### *d. Plot sales trends over time for the sampled books*" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 668 }, "id": "1iTVzflW0Rkw", "outputId": "f3f4de4a-07b5-4c5e-e0a7-bfa0e5c05ad6" }, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "/tmp/ipykernel_1226/3725203975.py:22: UserWarning: Glyph 128200 (\\N{CHART WITH UPWARDS TREND}) missing from font(s) DejaVu Sans.\n", " plt.tight_layout()\n", "/tmp/ipykernel_1226/3725203975.py:24: UserWarning: Glyph 128200 (\\N{CHART WITH UPWARDS TREND}) missing from font(s) DejaVu Sans.\n", " plt.savefig(PY_FIG / 'sales_trends_sampled_titles.png', dpi=150)\n", "/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 128200 (\\N{CHART WITH UPWARDS TREND}) missing from font(s) DejaVu Sans.\n", " fig.canvas.print_figure(bytes_io, **kw)\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ], "source": [ "# 🕒 Ensure datetime format\n", "df_sales[\"month\"] = pd.to_datetime(df_sales[\"month\"])\n", "# 🎨 Color mapping\n", "popularity_colors = {\n", " 1: \"darkred\", 2: \"orangered\", 3: \"gold\", 4: \"mediumseagreen\", 5: \"royalblue\"\n", "}\n", "\n", "# 📈 Plot 1: Sales trends\n", "plt.figure(figsize=(20, 8))\n", "for title in sampled_titles:\n", " row = sampled_books[sampled_books[\"title\"] == title].iloc[0]\n", " color = popularity_colors.get(row[\"popularity_score\"], \"gray\")\n", " subset = sampled_sales[sampled_sales[\"title\"] == title]\n", " plt.plot(subset[\"month\"], subset[\"units_sold\"], label=f\"{title} (Pop. {row['popularity_score']})\", color=color)\n", "\n", "plt.title(\"📈 Sales Trends Over Time (5 per Popularity Level)\")\n", "plt.xlabel(\"Month\")\n", "plt.ylabel(\"Units Sold\")\n", "plt.xticks(rotation=45)\n", "plt.legend(loc='center left', bbox_to_anchor=(1, 0.5), fontsize='small')\n", "plt.grid(True)\n", "plt.tight_layout()\n", "plt.gca().xaxis.set_major_formatter(mdates.DateFormatter('%b %Y'))\n", "plt.savefig(PY_FIG / 'sales_trends_sampled_titles.png', dpi=150)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "lDpMkjDP1K6j" }, "source": [ "### *e. Plot sentiment_label distribution per book*" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "dn1Jgd5R1KLu", "outputId": "f9891f48-42cb-4f36-c907-2e540b3f8b6f" }, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "/tmp/ipykernel_1226/3244541824.py:28: UserWarning: Glyph 128172 (\\N{SPEECH BALLOON}) missing from font(s) DejaVu Sans.\n", " plt.tight_layout()\n", "/tmp/ipykernel_1226/3244541824.py:29: UserWarning: Glyph 128172 (\\N{SPEECH BALLOON}) missing from font(s) DejaVu Sans.\n", " plt.savefig(PY_FIG / 'sentiment_distribution_sampled_titles.png', dpi=150)\n", "/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 128172 (\\N{SPEECH BALLOON}) missing from font(s) DejaVu Sans.\n", " fig.canvas.print_figure(bytes_io, **kw)\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ], "source": [ "# 🎨 Give a new name to each book that includes the rating together with the title\n", "sampled_reviews[\"grouped_title\"] = sampled_reviews[\"rating\"].astype(str) + \"★ | \" + sampled_reviews[\"title\"]\n", "\n", "# 📊 Aggregate sentiment counts\n", "sentiment_counts = (\n", " sampled_reviews.groupby([\"grouped_title\", \"sentiment_label\"])\n", " .size()\n", " .unstack(fill_value=0)[[\"negative\", \"neutral\", \"positive\"]] # consistent order\n", ")\n", "\n", "# 💾 Save table for HF dashboard\n", "sentiment_counts.reset_index().to_csv(PY_TAB / 'sentiment_counts_sampled.csv', index=False)\n", "\n", "\n", "# ✅ Plot stacked horizontal bars\n", "fig, ax = plt.subplots(figsize=(12, 14))\n", "sentiment_counts.plot.barh(\n", " stacked=True,\n", " ax=ax,\n", " color={\"negative\": \"royalblue\", \"neutral\": \"lightgray\", \"positive\": \"crimson\"}\n", ")\n", "\n", "plt.title(\"💬 Sentiment Distribution in Reviews (5 Books per Popularity Level)\", fontsize=14)\n", "plt.xlabel(\"Number of Reviews\")\n", "plt.ylabel(\"Book Title (Grouped by Popularity Score)\")\n", "plt.legend(title=\"Sentiment\", loc=\"lower right\")\n", "plt.grid(axis=\"x\", linestyle=\"--\", alpha=0.6)\n", "plt.tight_layout()\n", "plt.savefig(PY_FIG / 'sentiment_distribution_sampled_titles.png', dpi=150)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "rmgylC1ENCHy" }, "source": [ "## **5.** 🔮 Forecast book sales with the following ARIMA code" ] }, { "cell_type": "markdown", "metadata": { "id": "jFV4JE1R3FKH" }, "source": [ "### *a. Initial setup*" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "id": "Mh8Alha03H22" }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.dates as mdates\n", "import statsmodels.api as sm\n", "from itertools import product\n", "import matplotlib.cm as cm\n", "import warnings" ] }, { "cell_type": "markdown", "metadata": { "id": "gHucD8OW3U0w" }, "source": [ "### *b. Define function find_best_arima to try different ARIMA parameter values and return the best combination for each book's price forecast*" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "id": "477fa43f" }, "outputs": [], "source": [ "def find_best_arima(series, p_range=(0, 5), d_range=(0, 2), q_range=(0, 1)):\n", " best_aic = float(\"inf\")\n", " best_order = None\n", " best_model = None\n", "\n", " for p, d, q in product(range(p_range[0], p_range[1] + 1),\n", " range(d_range[0], d_range[1] + 1),\n", " range(q_range[0], q_range[1] + 1)):\n", " try:\n", " model = sm.tsa.ARIMA(series, order=(p, d, q))\n", " results = model.fit()\n", " if results.aic < best_aic:\n", " best_aic = results.aic\n", " best_order = (p, d, q)\n", " best_model = results\n", " except:\n", " continue\n", "\n", " return best_order, best_model" ] }, { "cell_type": "markdown", "metadata": { "id": "Rq5t1Hey3jkD" }, "source": [ "### *c. Plot the figure*" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 978 }, "id": "DmxGdvLE3dHQ", "outputId": "2419255a-6095-4bcf-90d5-a2d4a98b2690" }, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "/tmp/ipykernel_1226/4284958625.py:32: UserWarning: Glyph 128200 (\\N{CHART WITH UPWARDS TREND}) missing from font(s) DejaVu Sans.\n", " plt.tight_layout()\n", "/tmp/ipykernel_1226/4284958625.py:33: UserWarning: Glyph 128200 (\\N{CHART WITH UPWARDS TREND}) missing from font(s) DejaVu Sans.\n", " plt.savefig(PY_FIG / 'arima_forecasts_sampled_titles.png', dpi=150)\n", "/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 128200 (\\N{CHART WITH UPWARDS TREND}) missing from font(s) DejaVu Sans.\n", " fig.canvas.print_figure(bytes_io, **kw)\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ], "source": [ "# 🎨 Generate 25 highly distinct colors using HUSL (hue-saturation-lightness)\n", "colors = sns.color_palette(\"tab10\", len(sampled_titles))\n", "\n", "plt.figure(figsize=(16, 10))\n", "\n", "for i, title in enumerate(sampled_titles):\n", " book_sales = sampled_sales[sampled_sales[\"title\"] == title].copy()\n", " book_sales[\"month\"] = pd.to_datetime(book_sales[\"month\"])\n", " book_sales = book_sales.sort_values(\"month\").set_index(\"month\")\n", "\n", " with warnings.catch_warnings():\n", " warnings.simplefilter(\"ignore\")\n", " best_order, best_model = find_best_arima(book_sales[\"units_sold\"])\n", " if best_model is not None:\n", " forecast = best_model.get_forecast(steps=6)\n", " forecast_index = pd.date_range(start=book_sales.index[-1] + pd.DateOffset(months=1), periods=6, freq='MS')\n", "\n", " # 🟦 Plot observed sales (solid line)\n", " plt.plot(book_sales.index, book_sales[\"units_sold\"], color=colors[i], label=title, linewidth=2)\n", "\n", " # 🟠 Plot forecast (dotted line, same color)\n", " plt.plot(forecast_index, forecast.predicted_mean, linestyle=\"--\", color=colors[i], linewidth=2)\n", "\n", "# 📈 Final formatting\n", "plt.title(\"📈 ARIMA Forecasts for Sampled Books (1 per Popularity Level)\", fontsize=14)\n", "plt.xlabel(\"Month\")\n", "plt.ylabel(\"Units Sold\")\n", "plt.xticks(rotation=45)\n", "plt.gca().xaxis.set_major_formatter(mdates.DateFormatter('%b %Y'))\n", "plt.grid(True)\n", "plt.legend(loc=\"center left\", bbox_to_anchor=(1, 0.5), fontsize=\"small\")\n", "plt.tight_layout()\n", "plt.savefig(PY_FIG / 'arima_forecasts_sampled_titles.png', dpi=150)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "SKBcx3fyCFly" }, "source": [ "## **6.** 🏷️ Decide on price changes with a rule-based approach based on sentiment and future revenue" ] }, { "cell_type": "markdown", "metadata": { "id": "nY-vV2JJDZqu" }, "source": [ "### *a. Calculate average sales per book*" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "id": "nbDT_RHaDD2R" }, "outputs": [], "source": [ "avg_sales = df_sales.groupby(\"title\")[\"units_sold\"].mean().reset_index()\n", "avg_sales.columns = [\"title\", \"avg_units_sold\"]" ] }, { "cell_type": "markdown", "metadata": { "id": "94wi-RvkDf2z" }, "source": [ "### *b. Calculate sentiment distribution per book*" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "id": "fWjQ9IOXDk-M" }, "outputs": [], "source": [ "sentiment_counts = df_reviews.groupby([\"title\", \"sentiment_label\"]).size().unstack(fill_value=0)\n", "sentiment_counts[\"total\"] = sentiment_counts.sum(axis=1)\n", "sentiment_counts[\"positive_ratio\"] = sentiment_counts.get(\"positive\") / sentiment_counts[\"total\"]\n", "sentiment_counts[\"negative_ratio\"] = sentiment_counts.get(\"negative\") / sentiment_counts[\"total\"]" ] }, { "cell_type": "markdown", "metadata": { "id": "Vm10ym_iDtEW" }, "source": [ "### *c. Merge the calculated sales and sentiment characteristics*" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "id": "T-zlh6rBDpxg" }, "outputs": [], "source": [ "df_decision = avg_sales.merge(sentiment_counts, on=\"title\", how=\"left\")" ] }, { "cell_type": "markdown", "metadata": { "id": "1WIWDojyD7fK" }, "source": [ "### *d. ✋🏻🛑⛔️ Create the pricing_decision function as a basic rule-based pricing decider based on sentiment and revenue*\n", "\n", "\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "b5qJCb46Dxfb" }, "source": [ "* If there are 120 or more average units sold and 0.6 or higher positive ratio, the decision should be to increase price.\n", "* If there are 60 or less average units sold and 0.4 or higher negative ratio, the decision should be to decrease price.\n", "* Otherwise, the price should be kept the same." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "id": "XBzozedwD6yx" }, "outputs": [], "source": [ "def pricing_decision(avg_units_sold, positive_ratio, negative_ratio):\n", " if avg_units_sold >= 120 and positive_ratio >= 0.6:\n", " return \"increase price\"\n", " elif avg_units_sold <= 60 and negative_ratio >= 0.4:\n", " return \"decrease price\"\n", " else:\n", " return \"keep price the same\"" ] }, { "cell_type": "markdown", "metadata": { "id": "xmLEdF14EPAA" }, "source": [ "### *e. ✋🏻🛑⛔️ Run the pricing_decision function and check out the first few decisions*" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 204 }, "id": "TZ0ZhgHrEQJB", "outputId": "6ecc1740-3c20-4868-b0aa-9d45a22b6e69" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ " title avg_units_sold \\\n", "0 \"Most Blessed of the Patriarchs\": Thomas Jeffe... 128.500000 \n", "1 #GIRLBOSS 129.500000 \n", "2 #HigherSelfie: Wake Up Your Life. Free Your So... 107.333333 \n", "3 'Salem's Lot 93.555556 \n", "4 (Un)Qualified: How God Uses Broken People to D... 224.388889 \n", "\n", " negative neutral positive total positive_ratio negative_ratio \\\n", "0 2 1 7 10 0.7 0.2 \n", "1 2 2 6 10 0.6 0.2 \n", "2 3 1 6 10 0.6 0.3 \n", "3 1 3 6 10 0.6 0.1 \n", "4 0 0 10 10 1.0 0.0 \n", "\n", " pricing_decision \n", "0 increase price \n", "1 increase price \n", "2 keep price the same \n", "3 keep price the same \n", "4 increase price " ], "text/html": [ "\n", "
\n", "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
titleavg_units_soldnegativeneutralpositivetotalpositive_rationegative_ratiopricing_decision
0\"Most Blessed of the Patriarchs\": Thomas Jeffe...128.500000217100.70.2increase price
1#GIRLBOSS129.500000226100.60.2increase price
2#HigherSelfie: Wake Up Your Life. Free Your So...107.333333316100.60.3keep price the same
3'Salem's Lot93.555556136100.60.1keep price the same
4(Un)Qualified: How God Uses Broken People to D...224.3888890010101.00.0increase price
\n", "
\n", "
\n", "\n", "
\n", " \n", "\n", " \n", "\n", " \n", "
\n", "\n", "\n", "
\n", "
\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "summary": "{\n \"name\": \"display(df_decision\",\n \"rows\": 5,\n \"fields\": [\n {\n \"column\": \"title\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 5,\n \"samples\": [\n \"#GIRLBOSS\",\n \"(Un)Qualified: How God Uses Broken People to Do Big Things\",\n \"#HigherSelfie: Wake Up Your Life. Free Your Soul. Find Your Tribe.\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"avg_units_sold\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 51.31338898269036,\n \"min\": 93.55555555555556,\n \"max\": 224.38888888888889,\n \"num_unique_values\": 5,\n \"samples\": [\n 129.5,\n 224.38888888888889,\n 107.33333333333333\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"negative\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1,\n \"min\": 0,\n \"max\": 3,\n \"num_unique_values\": 4,\n \"samples\": [\n 3,\n 0,\n 2\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"neutral\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1,\n \"min\": 0,\n \"max\": 3,\n \"num_unique_values\": 4,\n \"samples\": [\n 2,\n 0,\n 1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"positive\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1,\n \"min\": 6,\n \"max\": 10,\n \"num_unique_values\": 3,\n \"samples\": [\n 7,\n 6,\n 10\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"total\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 10,\n \"max\": 10,\n \"num_unique_values\": 1,\n \"samples\": [\n 10\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"positive_ratio\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.17320508075688773,\n \"min\": 0.6,\n \"max\": 1.0,\n \"num_unique_values\": 3,\n \"samples\": [\n 0.7\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"negative_ratio\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.11401754250991379,\n \"min\": 0.0,\n \"max\": 0.3,\n \"num_unique_values\": 4,\n \"samples\": [\n 0.3\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"pricing_decision\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"keep price the same\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {} } ], "source": [ "df_decision[\"pricing_decision\"] = df_decision.apply(\n", " lambda row: pricing_decision(\n", " row[\"avg_units_sold\"],\n", " row[\"positive_ratio\"],\n", " row[\"negative_ratio\"]\n", " ),\n", " axis=1\n", ")\n", "\n", "display(df_decision.head())" ] }, { "cell_type": "markdown", "metadata": { "id": "WTkP2_-EApev" }, "source": [ "\n", "## **7.** 💾 Save Python outputs for the Hugging Face dashboard" ] }, { "cell_type": "markdown", "metadata": { "id": "3EIjfnokGpJv" }, "source": [ "\n", "This section exports **HF-ready artifacts** into a consistent folder structure:\n", "\n", "- `(root folder)py/figures/` (Python-generated visuals)\n", "- `(root folder)py/tables/` (tables/metrics)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ZJJ4PMgIApev", "outputId": "5a2119a6-944f-4a4c-a204-d0c541980006" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "✅ Exports written to artifacts/:\n", " - common/: df_dashboard.csv, kpis.json\n", " - py/tables/: top_titles_by_units_sold.csv (+ optional top_titles_by_revenue.csv)\n" ] } ], "source": [ "\n", "import json\n", "\n", "# -------------------------\n", "# 1) Dashboard table (monthly) — reuse if already built\n", "# -------------------------\n", "if \"df_monthly\" in globals() and df_monthly is not None:\n", " df_dashboard = df_monthly.copy()\n", "else:\n", " # fallback: monthly units sold only\n", " df_dashboard = (\n", " df_sales.groupby(\"month\", as_index=False)\n", " .agg(total_units_sold=(\"units_sold\", \"sum\"))\n", " .sort_values(\"month\")\n", " )\n", "\n", "# Save the single overview dashboard table\n", "df_dashboard.to_csv(PY_TAB / \"df_dashboard.csv\", index=False)\n", "\n", "# -------------------------\n", "# 2) KPI summary (small json) — computed from raw df_sales + df_dashboard\n", "# -------------------------\n", "kpis = {\n", " \"n_titles\": int(df_sales[\"title\"].nunique()),\n", " \"n_months\": int(df_dashboard[\"month\"].nunique()),\n", " \"total_units_sold\": float(df_sales[\"units_sold\"].sum()),\n", "}\n", "\n", "# Only include revenue KPIs if df_dashboard contains it (since you said monthly revenue already exists)\n", "if \"total_revenue\" in df_dashboard.columns and df_dashboard[\"total_revenue\"].notna().any():\n", " kpis[\"total_revenue\"] = float(df_dashboard[\"total_revenue\"].sum())\n", "\n", "with open(PY_FIG / \"kpis.json\", \"w\", encoding=\"utf-8\") as f:\n", " json.dump(kpis, f, indent=2)\n", "\n", "# -------------------------\n", "# 3) Python tables (title-level quick inspection)\n", "# -------------------------\n", "df_by_title_units = (\n", " df_sales.groupby(\"title\", as_index=False)\n", " .agg(total_units_sold=(\"units_sold\", \"sum\"))\n", " .sort_values(\"total_units_sold\", ascending=False)\n", ")\n", "df_by_title_units.head(10).to_csv(PY_TAB / \"top_titles_by_units_sold.csv\", index=False)\n", "\n", "# Optional: title-level revenue table ONLY if df_sales already has per-row revenue\n", "if \"revenue\" in df_sales.columns and df_sales[\"revenue\"].notna().any():\n", " df_by_title_rev = (\n", " df_sales.groupby(\"title\", as_index=False)\n", " .agg(total_revenue=(\"revenue\", \"sum\"))\n", " .sort_values(\"total_revenue\", ascending=False)\n", " )\n", " df_by_title_rev.head(10).to_csv(PY_TAB / \"top_titles_by_revenue.csv\", index=False)\n", "\n", "print(\"✅ Exports written to artifacts/:\")\n", "print(\" - common/: df_dashboard.csv, kpis.json\")\n", "print(\" - py/tables/: top_titles_by_units_sold.csv (+ optional top_titles_by_revenue.csv)\")\n" ] }, { "cell_type": "markdown", "metadata": { "id": "0b4e76d3" }, "source": [ "✅ **Extra outputs for the R notebook**: `(root folder)common/r_input_title_level.csv` and `(root folder)common/r_input_monthly_revenue.csv` (these are the only two files the R portion needs)." ] } ], "metadata": { "colab": { "collapsed_sections": [ "jpASMyIQMaAq", "NZd99NpKkKyp", "TTxUKDYINPxV", "Qy3Hqm-FojvT", "rmgylC1ENCHy", "SKBcx3fyCFly", "WTkP2_-EApev" ], "provenance": [] }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "name": "python" } }, "nbformat": 4, "nbformat_minor": 0 }