{
"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": 2,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "f48c8f8c",
"outputId": "35b66d72-f265-410b-c46b-babbefb31f1e"
},
"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) (4.62.1)\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) (1.7.1)\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,>=1.4.2 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub<2.0,>=1.3.0->transformers) (1.4.2)\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) (3.4.6)\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[31m25.2 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[31m11.8 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": "!pip install pandas matplotlib seaborn numpy vaderSentiment statsmodels"
},
{
"cell_type": "markdown",
"metadata": {
"id": "_JBLmm508Uq2"
},
"source": [
"### *a. Initial setup*"
]
},
{
"cell_type": "code",
"execution_count": 3,
"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": null,
"metadata": {
"id": "fdgjghfO8uuq"
},
"outputs": [],
"source": "df_reviews = pd.read_csv(\"/Users/f_frisee/Downloads/synthetic_book_reviews.csv\")"
},
{
"cell_type": "markdown",
"metadata": {
"id": "N-Dl37J0HLhU"
},
"source": "df_reviews = pd.read_csv(\"synthetic_book_reviews.csv\")"
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "6XZs3P7fHgQe"
},
"outputs": [],
"source": "df_sales = pd.read_csv(\"/Users/f_frisee/Downloads/synthetic_sales_data.csv\")"
},
{
"cell_type": "markdown",
"metadata": {
"id": "MUI3SkmyrGQo"
},
"source": "df_sales = pd.read_csv(\"synthetic_sales_data.csv\")"
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 391
},
"id": "p8FdQFXErOqE",
"outputId": "fb6fef76-eced-45bc-a3f6-5e7ee12ed761"
},
"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 themes were interesting even if the writin... Three 3 \n",
"1 I can see why others liked it, even if it wasn... Three 3 \n",
"2 Had potential that was only partially realised. Three 3 \n",
"3 Not bad, but I wouldn't rush to read it again. Three 3 \n",
"4 Neither a page-turner nor a slog — just a stea... Three 3 "
],
"text/html": [
"\n",
"
\n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" title | \n",
" sentiment_label | \n",
" review_text | \n",
" rating | \n",
" popularity_score | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" A Light in the Attic | \n",
" neutral | \n",
" The themes were interesting even if the writin... | \n",
" Three | \n",
" 3 | \n",
"
\n",
" \n",
" | 1 | \n",
" A Light in the Attic | \n",
" neutral | \n",
" I can see why others liked it, even if it wasn... | \n",
" Three | \n",
" 3 | \n",
"
\n",
" \n",
" | 2 | \n",
" A Light in the Attic | \n",
" neutral | \n",
" Had potential that was only partially realised. | \n",
" Three | \n",
" 3 | \n",
"
\n",
" \n",
" | 3 | \n",
" A Light in the Attic | \n",
" neutral | \n",
" Not bad, but I wouldn't rush to read it again. | \n",
" Three | \n",
" 3 | \n",
"
\n",
" \n",
" | 4 | \n",
" A Light in the Attic | \n",
" neutral | \n",
" Neither a page-turner nor a slog — just a stea... | \n",
" Three | \n",
" 3 | \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 \"I can see why others liked it, even if it wasn't for me entirely.\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"rating\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 1,\n \"samples\": [\n \"Three\"\n ],\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 3\n ],\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",
" title | \n",
" month | \n",
" units_sold | \n",
" sentiment_label | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" A Light in the Attic | \n",
" 2024-09 | \n",
" 100 | \n",
" neutral | \n",
"
\n",
" \n",
" | 1 | \n",
" A Light in the Attic | \n",
" 2024-10 | \n",
" 109 | \n",
" neutral | \n",
"
\n",
" \n",
" | 2 | \n",
" A Light in the Attic | \n",
" 2024-11 | \n",
" 102 | \n",
" neutral | \n",
"
\n",
" \n",
" | 3 | \n",
" A Light in the Attic | \n",
" 2024-12 | \n",
" 107 | \n",
" neutral | \n",
"
\n",
" \n",
" | 4 | \n",
" A Light in the Attic | \n",
" 2025-01 | \n",
" 108 | \n",
" neutral | \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": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "VArQGPoKrfLm",
"outputId": "16e94f18-4f60-44ba-919e-fc129f7f440e"
},
"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 object\n",
"popularity_score int64\n",
"dtype: object\n",
"\n",
"❓ Missing Values:\n",
"title 0\n",
"sentiment_label 0\n",
"review_text 0\n",
"rating 0\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 149 \n",
"rating 10000 5 \n",
"popularity_score 10000.0 NaN \n",
"\n",
" top freq \\\n",
"title The Star-Touched Queen 20 \n",
"sentiment_label positive 4380 \n",
"review_text A thought-provoking journey with stunning char... 112 \n",
"rating One 2260 \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 3.282 1.028874 1.0 3.0 3.0 4.0 5.0 "
],
"text/html": [
"\n",
" \n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" count | \n",
" unique | \n",
" top | \n",
" freq | \n",
" mean | \n",
" std | \n",
" min | \n",
" 25% | \n",
" 50% | \n",
" 75% | \n",
" max | \n",
"
\n",
" \n",
" \n",
" \n",
" | title | \n",
" 10000 | \n",
" 999 | \n",
" The Star-Touched Queen | \n",
" 20 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" | sentiment_label | \n",
" 10000 | \n",
" 3 | \n",
" positive | \n",
" 4380 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" | review_text | \n",
" 10000 | \n",
" 149 | \n",
" A thought-provoking journey with stunning char... | \n",
" 112 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" | rating | \n",
" 10000 | \n",
" 5 | \n",
" One | \n",
" 2260 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" | popularity_score | \n",
" 10000.0 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" 3.282 | \n",
" 1.028874 | \n",
" 1.0 | \n",
" 3.0 | \n",
" 3.0 | \n",
" 4.0 | \n",
" 5.0 | \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\": \"10000\",\n \"max\": \"10000\",\n \"num_unique_values\": 1,\n \"samples\": [\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\": 4,\n \"samples\": [\n 3\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"top\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 4,\n \"samples\": [\n \"positive\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"freq\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": \"20\",\n \"max\": \"4380\",\n \"num_unique_values\": 4,\n \"samples\": [\n \"4380\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"mean\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 3.282,\n \"max\": 3.282,\n \"num_unique_values\": 1,\n \"samples\": [\n 3.282\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"std\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 1.0288740730458223,\n \"max\": 1.0288740730458223,\n \"num_unique_values\": 1,\n \"samples\": [\n 1.0288740730458223\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"min\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 1.0,\n \"max\": 1.0,\n \"num_unique_values\": 1,\n \"samples\": [\n 1.0\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\": 5.0,\n \"max\": 5.0,\n \"num_unique_values\": 1,\n \"samples\": [\n 5.0\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",
"479 Untitled Collection: Sabbath Poems 2014 positive \n",
"5601 The Barefoot Contessa Cookbook neutral \n",
"9468 Sister Sable (The Mad Queen #1) neutral \n",
"8116 Life, the Universe and Everything (Hitchhiker'... positive \n",
"2372 The Songs of the Gods positive \n",
"\n",
" review_text rating \\\n",
"479 Both epic and intimate — a perfect balance. Four \n",
"5601 A safe, inoffensive choice. Five \n",
"9468 There was a spark, but it didn’t ignite. Three \n",
"8116 Left me smiling, teary-eyed, and completely fu... Two \n",
"2372 A thought-provoking journey with stunning char... Five \n",
"\n",
" popularity_score \n",
"479 4 \n",
"5601 3 \n",
"9468 3 \n",
"8116 4 \n",
"2372 4 "
],
"text/html": [
"\n",
" \n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" title | \n",
" sentiment_label | \n",
" review_text | \n",
" rating | \n",
" popularity_score | \n",
"
\n",
" \n",
" \n",
" \n",
" | 479 | \n",
" Untitled Collection: Sabbath Poems 2014 | \n",
" positive | \n",
" Both epic and intimate — a perfect balance. | \n",
" Four | \n",
" 4 | \n",
"
\n",
" \n",
" | 5601 | \n",
" The Barefoot Contessa Cookbook | \n",
" neutral | \n",
" A safe, inoffensive choice. | \n",
" Five | \n",
" 3 | \n",
"
\n",
" \n",
" | 9468 | \n",
" Sister Sable (The Mad Queen #1) | \n",
" neutral | \n",
" There was a spark, but it didn’t ignite. | \n",
" Three | \n",
" 3 | \n",
"
\n",
" \n",
" | 8116 | \n",
" Life, the Universe and Everything (Hitchhiker'... | \n",
" positive | \n",
" Left me smiling, teary-eyed, and completely fu... | \n",
" Two | \n",
" 4 | \n",
"
\n",
" \n",
" | 2372 | \n",
" The Songs of the Gods | \n",
" positive | \n",
" A thought-provoking journey with stunning char... | \n",
" Five | \n",
" 4 | \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 Barefoot Contessa Cookbook\",\n \"The Songs of the Gods\",\n \"Sister Sable (The Mad Queen #1)\"\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 \"A safe, inoffensive choice.\",\n \"A thought-provoking journey with stunning character development.\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"rating\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 4,\n \"samples\": [\n \"Five\",\n \"Two\"\n ],\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 3,\n 4\n ],\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 2024-08 1000 NaN \n",
"units_sold 18000.0 NaN NaN NaN 168.024167 \n",
"sentiment_label 18000 3 positive 7884 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 98.656354 0.0 84.0 148.0 262.0 362.0 \n",
"sentiment_label NaN NaN NaN NaN NaN NaN "
],
"text/html": [
"\n",
" \n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" count | \n",
" unique | \n",
" top | \n",
" freq | \n",
" mean | \n",
" std | \n",
" min | \n",
" 25% | \n",
" 50% | \n",
" 75% | \n",
" max | \n",
"
\n",
" \n",
" \n",
" \n",
" | title | \n",
" 18000 | \n",
" 999 | \n",
" The Star-Touched Queen | \n",
" 36 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" | month | \n",
" 18000 | \n",
" 18 | \n",
" 2024-08 | \n",
" 1000 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" | units_sold | \n",
" 18000.0 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" 168.024167 | \n",
" 98.656354 | \n",
" 0.0 | \n",
" 84.0 | \n",
" 148.0 | \n",
" 262.0 | \n",
" 362.0 | \n",
"
\n",
" \n",
" | sentiment_label | \n",
" 18000 | \n",
" 3 | \n",
" positive | \n",
" 7884 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \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\": \"7884\",\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\": 168.02416666666667,\n \"max\": 168.02416666666667,\n \"num_unique_values\": 1,\n \"samples\": [\n 168.02416666666667\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"std\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 98.65635350480927,\n \"max\": 98.65635350480927,\n \"num_unique_values\": 1,\n \"samples\": [\n 98.65635350480927\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\": 84.0,\n \"max\": 84.0,\n \"num_unique_values\": 1,\n \"samples\": [\n 84.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"50%\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 148.0,\n \"max\": 148.0,\n \"num_unique_values\": 1,\n \"samples\": [\n 148.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"75%\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 262.0,\n \"max\": 262.0,\n \"num_unique_values\": 1,\n \"samples\": [\n 262.0\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",
"5320 Island of Dragons (Unwanteds #7) 2025-06 15 \n",
"14890 I've Got Your Number 2024-12 68 \n",
"9029 The Origin of Species 2025-07 242 \n",
"5598 Eaternity: More than 150 Deliciously Easy Vega... 2024-08 262 \n",
"11930 Outlander (Outlander #1) 2025-10 338 \n",
"\n",
" sentiment_label \n",
"5320 negative \n",
"14890 negative \n",
"9029 positive \n",
"5598 positive \n",
"11930 positive "
],
"text/html": [
"\n",
" \n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" title | \n",
" month | \n",
" units_sold | \n",
" sentiment_label | \n",
"
\n",
" \n",
" \n",
" \n",
" | 5320 | \n",
" Island of Dragons (Unwanteds #7) | \n",
" 2025-06 | \n",
" 15 | \n",
" negative | \n",
"
\n",
" \n",
" | 14890 | \n",
" I've Got Your Number | \n",
" 2024-12 | \n",
" 68 | \n",
" negative | \n",
"
\n",
" \n",
" | 9029 | \n",
" The Origin of Species | \n",
" 2025-07 | \n",
" 242 | \n",
" positive | \n",
"
\n",
" \n",
" | 5598 | \n",
" Eaternity: More than 150 Deliciously Easy Vega... | \n",
" 2024-08 | \n",
" 262 | \n",
" positive | \n",
"
\n",
" \n",
" | 11930 | \n",
" Outlander (Outlander #1) | \n",
" 2025-10 | \n",
" 338 | \n",
" positive | \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": 9,
"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": 10,
"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": 14,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 204
},
"id": "ODGyfjBSyZEO",
"outputId": "00c9c8bd-548b-48d2-b6dc-378ee9da02ee"
},
"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 positive \n",
"2 A Light in the Attic neutral \n",
"3 A Light in the Attic positive \n",
"4 A Light in the Attic neutral \n",
"\n",
" review_text rating popularity_score \n",
"0 The themes were interesting even if the writin... Three 3 \n",
"1 I can see why others liked it, even if it wasn... Three 3 \n",
"2 Had potential that was only partially realised. Three 3 \n",
"3 Not bad, but I wouldn't rush to read it again. Three 3 \n",
"4 Neither a page-turner nor a slog — just a stea... Three 3 "
],
"text/html": [
"\n",
" \n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" title | \n",
" sentiment_label | \n",
" review_text | \n",
" rating | \n",
" popularity_score | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" A Light in the Attic | \n",
" positive | \n",
" The themes were interesting even if the writin... | \n",
" Three | \n",
" 3 | \n",
"
\n",
" \n",
" | 1 | \n",
" A Light in the Attic | \n",
" positive | \n",
" I can see why others liked it, even if it wasn... | \n",
" Three | \n",
" 3 | \n",
"
\n",
" \n",
" | 2 | \n",
" A Light in the Attic | \n",
" neutral | \n",
" Had potential that was only partially realised. | \n",
" Three | \n",
" 3 | \n",
"
\n",
" \n",
" | 3 | \n",
" A Light in the Attic | \n",
" positive | \n",
" Not bad, but I wouldn't rush to read it again. | \n",
" Three | \n",
" 3 | \n",
"
\n",
" \n",
" | 4 | \n",
" A Light in the Attic | \n",
" neutral | \n",
" Neither a page-turner nor a slog — just a stea... | \n",
" Three | \n",
" 3 | \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 \"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 \"I can see why others liked it, even if it wasn't for me entirely.\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"rating\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 1,\n \"samples\": [\n \"Three\"\n ],\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 3\n ],\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": 15,
"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": 16,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "tvaBtswpGS__",
"outputId": "6eb48613-3119-4bd8-da46-5225f20516ad"
},
"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": 17,
"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": 18,
"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": 19,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 508
},
"id": "1iTVzflW0Rkw",
"outputId": "06f039c6-b51a-4c36-c112-b9a43ef6d5df"
},
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/tmp/ipykernel_1382/3725203975.py:22: UserWarning: Glyph 128200 (\\N{CHART WITH UPWARDS TREND}) missing from font(s) DejaVu Sans.\n",
" plt.tight_layout()\n",
"/tmp/ipykernel_1382/3725203975.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": 20,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "dn1Jgd5R1KLu",
"outputId": "dfe84aee-ea70-4f8e-baf0-92d02768d29d"
},
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/tmp/ipykernel_1382/3244541824.py:28: UserWarning: Glyph 128172 (\\N{SPEECH BALLOON}) missing from font(s) DejaVu Sans.\n",
" plt.tight_layout()\n",
"/tmp/ipykernel_1382/3244541824.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": 21,
"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": 22,
"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": 23,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 717
},
"id": "DmxGdvLE3dHQ",
"outputId": "cd257cf3-15a3-40a7-9d6f-0a7b949e6a67"
},
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/tmp/ipykernel_1382/4284958625.py:32: UserWarning: Glyph 128200 (\\N{CHART WITH UPWARDS TREND}) missing from font(s) DejaVu Sans.\n",
" plt.tight_layout()\n",
"/tmp/ipykernel_1382/4284958625.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": 24,
"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": 25,
"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": 26,
"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": 28,
"metadata": {
"id": "XBzozedwD6yx"
},
"outputs": [],
"source": [
"def pricing_decision(row):\n",
" if row['avg_units_sold'] >= 120 and row['positive_ratio'] >= 0.6:\n",
" return 'Increase Price'\n",
" elif row['avg_units_sold'] <= 60 and row['negative_ratio'] >= 0.4:\n",
" return 'Decrease Price'\n",
" else:\n",
" return 'Keep Price'"
]
},
{
"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": 29,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 428
},
"id": "TZ0ZhgHrEQJB",
"outputId": "aa24f33d-1d9d-42f3-b1b8-d9a9bc9c74bc"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
" title avg_units_sold \\\n",
"0 \"Most Blessed of the Patriarchs\": Thomas Jeffe... 285.555556 \n",
"1 #GIRLBOSS 47.944444 \n",
"2 #HigherSelfie: Wake Up Your Life. Free Your So... 226.777778 \n",
"3 'Salem's Lot 246.055556 \n",
"4 (Un)Qualified: How God Uses Broken People to D... 294.444444 \n",
"\n",
" negative neutral positive total positive_ratio negative_ratio \\\n",
"0 0 1 9 10 0.9 0.0 \n",
"1 8 1 1 10 0.1 0.8 \n",
"2 0 0 10 10 1.0 0.0 \n",
"3 0 3 7 10 0.7 0.0 \n",
"4 0 3 7 10 0.7 0.0 \n",
"\n",
" pricing_decision \n",
"0 Increase Price \n",
"1 Decrease Price \n",
"2 Increase Price \n",
"3 Increase Price \n",
"4 Increase Price "
],
"text/html": [
"\n",
" \n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" title | \n",
" avg_units_sold | \n",
" negative | \n",
" neutral | \n",
" positive | \n",
" total | \n",
" positive_ratio | \n",
" negative_ratio | \n",
" pricing_decision | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" \"Most Blessed of the Patriarchs\": Thomas Jeffe... | \n",
" 285.555556 | \n",
" 0 | \n",
" 1 | \n",
" 9 | \n",
" 10 | \n",
" 0.9 | \n",
" 0.0 | \n",
" Increase Price | \n",
"
\n",
" \n",
" | 1 | \n",
" #GIRLBOSS | \n",
" 47.944444 | \n",
" 8 | \n",
" 1 | \n",
" 1 | \n",
" 10 | \n",
" 0.1 | \n",
" 0.8 | \n",
" Decrease Price | \n",
"
\n",
" \n",
" | 2 | \n",
" #HigherSelfie: Wake Up Your Life. Free Your So... | \n",
" 226.777778 | \n",
" 0 | \n",
" 0 | \n",
" 10 | \n",
" 10 | \n",
" 1.0 | \n",
" 0.0 | \n",
" Increase Price | \n",
"
\n",
" \n",
" | 3 | \n",
" 'Salem's Lot | \n",
" 246.055556 | \n",
" 0 | \n",
" 3 | \n",
" 7 | \n",
" 10 | \n",
" 0.7 | \n",
" 0.0 | \n",
" Increase Price | \n",
"
\n",
" \n",
" | 4 | \n",
" (Un)Qualified: How God Uses Broken People to D... | \n",
" 294.444444 | \n",
" 0 | \n",
" 3 | \n",
" 7 | \n",
" 10 | \n",
" 0.7 | \n",
" 0.0 | \n",
" Increase Price | \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\": 100.20894374958456,\n \"min\": 47.94444444444444,\n \"max\": 294.44444444444446,\n \"num_unique_values\": 5,\n \"samples\": [\n 47.94444444444444,\n 294.44444444444446,\n 226.77777777777777\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"negative\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3,\n \"min\": 0,\n \"max\": 8,\n \"num_unique_values\": 2,\n \"samples\": [\n 8,\n 0\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\": 3,\n \"samples\": [\n 1,\n 0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"positive\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3,\n \"min\": 1,\n \"max\": 10,\n \"num_unique_values\": 4,\n \"samples\": [\n 1,\n 7\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\": 0.3492849839314596,\n \"min\": 0.1,\n \"max\": 1.0,\n \"num_unique_values\": 4,\n \"samples\": [\n 0.1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"negative_ratio\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.35777087639996635,\n \"min\": 0.0,\n \"max\": 0.8,\n \"num_unique_values\": 2,\n \"samples\": [\n 0.8\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 \"Decrease Price\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
}
},
"metadata": {}
}
],
"source": [
"df_decision['pricing_decision'] = df_decision.apply(pricing_decision, axis=1)\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": 30,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "ZJJ4PMgIApev",
"outputId": "3a1297ac-21f5-4452-dc42-35d43da4f0b5"
},
"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
}