{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "title" }, "source": [ "# 🤖 **Data Collection, Creation, Storage, and Processing**\n", "### Open Food Facts — Supermarket Product Pricing & Health Perception" ] }, { "cell_type": "markdown", "metadata": { "id": "install_md" }, "source": [ "## **1.** 📦 Install required packages" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "id": "install", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "a0658fe0-7174-4c44-9378-aa1bf2b3bf15" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Requirement already satisfied: beautifulsoup4 in /usr/local/lib/python3.12/dist-packages (4.13.5)\n", "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", "Requirement already satisfied: requests in /usr/local/lib/python3.12/dist-packages (2.32.4)\n", "Requirement already satisfied: soupsieve>1.2 in /usr/local/lib/python3.12/dist-packages (from beautifulsoup4) (2.8.3)\n", "Requirement already satisfied: typing-extensions>=4.0.0 in /usr/local/lib/python3.12/dist-packages (from beautifulsoup4) (4.15.0)\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) (2026.1)\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: charset_normalizer<4,>=2 in /usr/local/lib/python3.12/dist-packages (from requests) (3.4.7)\n", "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.12/dist-packages (from requests) (3.11)\n", "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.12/dist-packages (from requests) (2.5.0)\n", "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.12/dist-packages (from requests) (2026.2.25)\n", "Requirement already satisfied: click in /usr/local/lib/python3.12/dist-packages (from nltk>=3.9->textblob) (8.3.2)\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: regex>=2021.8.3 in /usr/local/lib/python3.12/dist-packages (from nltk>=3.9->textblob) (2025.11.3)\n", "Requirement already satisfied: tqdm in /usr/local/lib/python3.12/dist-packages (from nltk>=3.9->textblob) (4.67.3)\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" ] } ], "source": [ "!pip install beautifulsoup4 pandas matplotlib seaborn numpy textblob requests" ] }, { "cell_type": "markdown", "metadata": { "id": "scrape_md" }, "source": [ "## **2.** ⛏ Load real-world food data from Open Food Facts\n", "We download the official Open Food Facts CSV directly — no API needed, much more reliable!" ] }, { "cell_type": "markdown", "metadata": { "id": "setup_md" }, "source": [ "### *a. Download the Open Food Facts dataset directly*\n", "This downloads a pre-filtered CSV of 1000 products directly from Open Food Facts — no scraping needed." ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "id": "setup", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "11eda5f3-ac06-4ee2-aac1-c2a2bcbf3be2" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Libraries loaded ✅\n" ] } ], "source": [ "import pandas as pd\n", "import numpy as np\n", "import requests\n", "import time\n", "import io\n", "\n", "print('Libraries loaded ✅')\n" ] }, { "cell_type": "markdown", "metadata": { "id": "fetch_md" }, "source": [ "### *b. ✋🏻🛑⛔️ Load the data and create df_products*" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "id": "fetch", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "386f84c3-2f0f-45f8-9fc5-75bd8e8caba7" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Status for snacks: 200\n", " -> Got 50 products, 49 valid\n", "Status for dairies: 200\n", " -> Got 50 products, 39 valid\n", "Status for beverages: 503\n", " -> Error for beverages: Expecting value: line 1 column 1 (char 0)\n", "Status for cereals: 200\n", " -> Got 50 products, 50 valid\n", "Status for frozen-foods: 503\n", " -> Error for frozen-foods: Expecting value: line 1 column 1 (char 0)\n", "\n", "Total valid products: 138\n" ] } ], "source": [ "# Download Open Food Facts data directly via their export URL\n", "# This is the most reliable method — official data export\n", "url = \"https://static.openfoodfacts.org/data/en.openfoodfacts.org.products.csv.gz\"\n", "\n", "# Instead of downloading the huge full file, we use their search API with proper headers\n", "import requests\n", "\n", "categories_to_fetch = [\"snacks\", \"dairies\", \"beverages\", \"cereals\", \"frozen-foods\"]\n", "products = []\n", "\n", "for category in categories_to_fetch:\n", " url = f\"https://world.openfoodfacts.org/cgi/search.pl\"\n", " params = {\n", " \"action\": \"process\",\n", " \"tagtype_0\": \"categories\",\n", " \"tag_contains_0\": \"contains\",\n", " \"tag_0\": category,\n", " \"fields\": \"product_name,nutrition_grades,brands,categories_tags\",\n", " \"page_size\": 50,\n", " \"page\": 1,\n", " \"json\": \"true\"\n", " }\n", " headers = {\n", " \"User-Agent\": \"StudentProject/1.0 (escp-bdm-project@example.com)\"\n", " }\n", "\n", " try:\n", " r = requests.get(url, params=params, headers=headers, timeout=20)\n", " print(f\"Status for {category}: {r.status_code}\")\n", " data = r.json()\n", " fetched = data.get(\"products\", [])\n", " for p in fetched:\n", " name = str(p.get(\"product_name\", \"\")).strip()\n", " grade = str(p.get(\"nutrition_grades\", \"\")).strip().upper()\n", " brand = str(p.get(\"brands\", \"Unknown\")).strip()\n", " if name and len(name) > 2 and grade in [\"A\", \"B\", \"C\", \"D\", \"E\"]:\n", " products.append({\n", " \"product_name\": name,\n", " \"nutrition_grade\": grade,\n", " \"brand\": brand,\n", " \"category\": category\n", " })\n", " print(f\" -> Got {len(fetched)} products, {len([p for p in products if p['category']==category])} valid\")\n", " except Exception as e:\n", " print(f\" -> Error for {category}: {e}\")\n", " time.sleep(2)\n", "\n", "print(f\"\\nTotal valid products: {len(products)}\")\n", "\n", "# FALLBACK: if API fails completely, create a small hardcoded dataset so notebook still works\n", "if len(products) < 10:\n", " print(\"\\n⚠️ API returned too few results — using built-in fallback dataset\")\n", " products = [\n", " {\"product_name\": \"Organic Rolled Oats\", \"nutrition_grade\": \"A\", \"brand\": \"Quaker\", \"category\": \"cereals\"},\n", " {\"product_name\": \"Whole Grain Bread\", \"nutrition_grade\": \"A\", \"brand\": \"Warburtons\", \"category\": \"cereals\"},\n", " {\"product_name\": \"Greek Yogurt Natural\", \"nutrition_grade\": \"A\", \"brand\": \"Fage\", \"category\": \"dairies\"},\n", " {\"product_name\": \"Skyr Vanilla\", \"nutrition_grade\": \"A\", \"brand\": \"Arla\", \"category\": \"dairies\"},\n", " {\"product_name\": \"Sparkling Water\", \"nutrition_grade\": \"A\", \"brand\": \"Evian\", \"category\": \"beverages\"},\n", " {\"product_name\": \"Green Tea\", \"nutrition_grade\": \"A\", \"brand\": \"Lipton\", \"category\": \"beverages\"},\n", " {\"product_name\": \"Mixed Nuts\", \"nutrition_grade\": \"B\", \"brand\": \"Planters\", \"category\": \"snacks\"},\n", " {\"product_name\": \"Rice Cakes\", \"nutrition_grade\": \"B\", \"brand\": \"Kallo\", \"category\": \"snacks\"},\n", " {\"product_name\": \"Muesli Bar\", \"nutrition_grade\": \"B\", \"brand\": \"Jordan's\", \"category\": \"cereals\"},\n", " {\"product_name\": \"Semi-Skimmed Milk\", \"nutrition_grade\": \"B\", \"brand\": \"Arla\", \"category\": \"dairies\"},\n", " {\"product_name\": \"Orange Juice\", \"nutrition_grade\": \"C\", \"brand\": \"Tropicana\", \"category\": \"beverages\"},\n", " {\"product_name\": \"Cheddar Cheese\", \"nutrition_grade\": \"C\", \"brand\": \"Cathedral City\", \"category\": \"dairies\"},\n", " {\"product_name\": \"Granola Bar\", \"nutrition_grade\": \"C\", \"brand\": \"Nature Valley\", \"category\": \"snacks\"},\n", " {\"product_name\": \"Frozen Pizza Margherita\", \"nutrition_grade\": \"C\", \"brand\": \"Dr. Oetker\", \"category\": \"frozen-foods\"},\n", " {\"product_name\": \"Tomato Ketchup\", \"nutrition_grade\": \"C\", \"brand\": \"Heinz\", \"category\": \"snacks\"},\n", " {\"product_name\": \"Cola Drink\", \"nutrition_grade\": \"D\", \"brand\": \"Coca-Cola\", \"category\": \"beverages\"},\n", " {\"product_name\": \"Chocolate Biscuits\", \"nutrition_grade\": \"D\", \"brand\": \"McVitie's\", \"category\": \"snacks\"},\n", " {\"product_name\": \"Cheese Puffs\", \"nutrition_grade\": \"D\", \"brand\": \"Cheetos\", \"category\": \"snacks\"},\n", " {\"product_name\": \"Frozen Chicken Nuggets\", \"nutrition_grade\": \"D\", \"brand\": \"Birds Eye\", \"category\": \"frozen-foods\"},\n", " {\"product_name\": \"Energy Drink\", \"nutrition_grade\": \"D\", \"brand\": \"Red Bull\", \"category\": \"beverages\"},\n", " {\"product_name\": \"Chocolate Spread\", \"nutrition_grade\": \"E\", \"brand\": \"Nutella\", \"category\": \"snacks\"},\n", " {\"product_name\": \"Salted Crisps\", \"nutrition_grade\": \"E\", \"brand\": \"Lay's\", \"category\": \"snacks\"},\n", " {\"product_name\": \"Instant Noodles\", \"nutrition_grade\": \"E\", \"brand\": \"Pot Noodle\", \"category\": \"frozen-foods\"},\n", " {\"product_name\": \"Chocolate Bar\", \"nutrition_grade\": \"E\", \"brand\": \"Snickers\", \"category\": \"snacks\"},\n", " {\"product_name\": \"Cream Cheese\", \"nutrition_grade\": \"D\", \"brand\": \"Philadelphia\", \"category\": \"dairies\"},\n", " {\"product_name\": \"Butter Croissant\", \"nutrition_grade\": \"D\", \"brand\": \"La Boulangere\", \"category\": \"cereals\"},\n", " {\"product_name\": \"Whole Milk\", \"nutrition_grade\": \"C\", \"brand\": \"Lactel\", \"category\": \"dairies\"},\n", " {\"product_name\": \"Apple Juice\", \"nutrition_grade\": \"C\", \"brand\": \"Innocent\", \"category\": \"beverages\"},\n", " {\"product_name\": \"Frozen Lasagne\", \"nutrition_grade\": \"C\", \"brand\": \"Findus\", \"category\": \"frozen-foods\"},\n", " {\"product_name\": \"Protein Bar\", \"nutrition_grade\": \"B\", \"brand\": \"Grenade\", \"category\": \"snacks\"},\n", " ]\n", " # Repeat to get 150 products total\n", " import random\n", " random.seed(2025)\n", " extended = products.copy()\n", " for i in range(120):\n", " base = random.choice(products).copy()\n", " base[\"product_name\"] = base[\"product_name\"] + f\" #{i+2}\"\n", " extended.append(base)\n", " products = extended\n", " print(f\"Fallback dataset ready: {len(products)} products ✅\")\n" ] }, { "cell_type": "markdown", "metadata": { "id": "df_md" }, "source": [ "### *c. ✋🏻🛑⛔️ Create a dataframe df_products from the fetched products*" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "id": "df", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "e7173367-f053-46fc-d447-0c8656578350" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Products after cleaning: 128\n" ] } ], "source": [ "# Create DataFrame and remove duplicates\n", "df_products = pd.DataFrame(products).drop_duplicates(subset=\"product_name\").reset_index(drop=True)\n", "\n", "# Keep only first 200 products to keep things manageable\n", "df_products = df_products.head(200)\n", "\n", "print(f\"Products after cleaning: {len(df_products)}\")" ] }, { "cell_type": "markdown", "metadata": { "id": "save_md" }, "source": [ "### *d. Save the real-world dataframe as a CSV file*" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "id": "save" }, "outputs": [], "source": [ "df_products.to_csv(\"food_products_data.csv\", index=False)" ] }, { "cell_type": "markdown", "metadata": { "id": "view_md" }, "source": [ "### *e. ✋🏻🛑⛔️ View first few lines*" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "id": "view", "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "outputId": "03d95264-892f-42d4-c6fc-0d472c111995" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " product_name nutrition_grade \\\n", "0 Perly A \n", "1 Prince Goût Chocolat au blé complet E \n", "2 Edelbitter-Schokolade D \n", "3 Tartines craquantes au sarrasin imp A \n", "4 Sésame C \n", "\n", " brand category \n", "0 Jaouda snacks \n", "1 LU snacks \n", "2 Lindt snacks \n", "3 Ekibio,Le pain des Fleurs snacks \n", "4 Gerblé snacks " ], "text/html": [ "\n", "
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "variable_name": "df_products", "summary": "{\n \"name\": \"df_products\",\n \"rows\": 128,\n \"fields\": [\n {\n \"column\": \"product_name\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 128,\n \"samples\": [\n \"Cheddar\",\n \"Nestl\\u00e9 dessert Noir\",\n \"\\u0428\\u043e\\u043a\\u043e\\u043b\\u0430\\u0434 85% \\u043a\\u0430\\u043a\\u0430\\u043e\\u0432\\u0430 \\u043c\\u0430\\u0441\\u0430\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"nutrition_grade\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 5,\n \"samples\": [\n \"E\",\n \"B\",\n \"D\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"brand\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 72,\n \"samples\": [\n \"Gerbl\\u00e9\",\n \"Nestl\\u00e9,Chocapic\",\n \"nutella\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"category\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"snacks\",\n \"dairies\",\n \"cereals\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 50 } ], "source": [ "df_products.head()" ] }, { "cell_type": "markdown", "metadata": { "id": "synth_md" }, "source": [ "## **3.** 🧩 Create a meaningful connection between real & synthetic datasets\n", "We assign a synthetic price and a popularity score based on the nutrition grade (A = healthiest, E = least healthy)" ] }, { "cell_type": "markdown", "metadata": { "id": "setup2_md" }, "source": [ "### *a. Initial setup*" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "id": "setup2" }, "outputs": [], "source": [ "import numpy as np\n", "import random\n", "from datetime import datetime\n", "import warnings\n", "\n", "warnings.filterwarnings(\"ignore\")\n", "random.seed(2025)\n", "np.random.seed(2025)" ] }, { "cell_type": "markdown", "metadata": { "id": "price_md" }, "source": [ "### *b. Generate a synthetic price for each product based on its category*" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "id": "price" }, "outputs": [], "source": [ "# Price ranges (in EUR) per category\n", "price_ranges = {\n", " \"snacks\": (0.80, 4.50),\n", " \"dairy\": (0.60, 3.50),\n", " \"beverages\": (0.50, 5.00),\n", " \"cereals\": (1.50, 6.00),\n", " \"frozen-foods\": (2.00, 8.00)\n", "}\n", "\n", "def generate_price(category):\n", " low, high = price_ranges.get(category, (1.00, 5.00))\n", " return round(random.uniform(low, high), 2)\n", "\n", "df_products[\"price\"] = df_products[\"category\"].apply(generate_price)" ] }, { "cell_type": "markdown", "metadata": { "id": "pop_md" }, "source": [ "### *c. Generate popularity scores based on nutrition grade (with some randomness)*\n", "Grade A/B = higher popularity, Grade D/E = lower popularity" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "id": "pop" }, "outputs": [], "source": [ "def generate_popularity_score(grade):\n", " base = {\"A\": 4, \"B\": 4, \"C\": 3, \"D\": 2, \"E\": 2}.get(grade, 3)\n", " trend_factor = random.choices([-1, 0, 1], weights=[1, 3, 2])[0]\n", " return int(np.clip(base + trend_factor, 1, 5))\n", "\n", "df_products[\"popularity_score\"] = df_products[\"nutrition_grade\"].apply(generate_popularity_score)" ] }, { "cell_type": "markdown", "metadata": { "id": "sent_md" }, "source": [ "### *d. Decide on the sentiment_label based on the popularity score*" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "id": "sent" }, "outputs": [], "source": [ "def get_sentiment(popularity_score):\n", " if popularity_score <= 2:\n", " return \"negative\"\n", " elif popularity_score == 3:\n", " return \"neutral\"\n", " else:\n", " return \"positive\"\n", "\n", "df_products[\"sentiment_label\"] = df_products[\"popularity_score\"].apply(get_sentiment)" ] }, { "cell_type": "markdown", "metadata": { "id": "sales_md" }, "source": [ "## **4.** 📈 Generate synthetic product sales data of 18 months" ] }, { "cell_type": "markdown", "metadata": { "id": "sales_func_md" }, "source": [ "### *a. Create a generate_sales_profile function that generates sales patterns based on sentiment_label*" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "id": "sales_func" }, "outputs": [], "source": [ "def generate_sales_profile(sentiment):\n", " months = pd.date_range(end=datetime.today(), periods=18, freq=\"M\")\n", "\n", " if sentiment == \"positive\":\n", " base = random.randint(300, 500)\n", " trend = np.linspace(base, base + random.randint(30, 80), len(months))\n", " elif sentiment == \"negative\":\n", " base = random.randint(30, 100)\n", " trend = np.linspace(base, base - random.randint(10, 30), len(months))\n", " else: # neutral\n", " base = random.randint(100, 200)\n", " trend = np.full(len(months), base + random.randint(-10, 10))\n", "\n", " seasonality = 15 * np.sin(np.linspace(0, 3 * np.pi, len(months)))\n", " noise = np.random.normal(0, 8, len(months))\n", " monthly_sales = np.clip(trend + seasonality + noise, a_min=0, a_max=None).astype(int)\n", "\n", " return list(zip(months.strftime(\"%Y-%m\"), monthly_sales))" ] }, { "cell_type": "markdown", "metadata": { "id": "sales_run_md" }, "source": [ "### *b. Run the function to build sales_data*" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "id": "sales_run" }, "outputs": [], "source": [ "sales_data = []\n", "for _, row in df_products.iterrows():\n", " records = generate_sales_profile(row[\"sentiment_label\"])\n", " for month, units in records:\n", " sales_data.append({\n", " \"product_name\": row[\"product_name\"],\n", " \"month\": month,\n", " \"units_sold\": units,\n", " \"sentiment_label\": row[\"sentiment_label\"]\n", " })" ] }, { "cell_type": "markdown", "metadata": { "id": "df_sales_md" }, "source": [ "### *c. ✋🏻🛑⛔️ Create a df_sales DataFrame from sales_data*" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "id": "df_sales" }, "outputs": [], "source": [ "df_sales = pd.DataFrame(sales_data)" ] }, { "cell_type": "markdown", "metadata": { "id": "save_sales_md" }, "source": [ "### *d. Save df_sales as synthetic_sales_data.csv & view first few lines*" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "id": "save_sales", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "978f739c-b8b4-419d-b9e8-f5c0b3cbcef4" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " product_name month units_sold sentiment_label\n", "0 Perly 2024-10 457 positive\n", "1 Perly 2024-11 475 positive\n", "2 Perly 2024-12 467 positive\n", "3 Perly 2025-01 479 positive\n", "4 Perly 2025-02 484 positive\n" ] } ], "source": [ "df_sales.to_csv(\"synthetic_sales_data.csv\", index=False)\n", "print(df_sales.head())" ] }, { "cell_type": "markdown", "metadata": { "id": "reviews_md" }, "source": [ "## **5.** 🎯 Generate synthetic customer reviews\n", "Reviews are food/health focused rather than book focused" ] }, { "cell_type": "markdown", "metadata": { "id": "reviews_pool_md" }, "source": [ "### *a. ✋🏻🛑⛔️ Define 50 synthetic food product reviews for each sentiment label*" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "id": "reviews_pool" }, "outputs": [], "source": [ "synthetic_reviews_by_sentiment = {\n", " \"positive\": [\n", " \"Absolutely love this product — healthy, tasty, and great value!\",\n", " \"One of the best healthy snacks I've found. Clean ingredients.\",\n", " \"Great nutritional profile and it actually tastes good too!\",\n", " \"My go-to product. High quality and genuinely nutritious.\",\n", " \"Impressive ingredients list — no junk, just real food.\",\n", " \"Fantastic taste without sacrificing nutrition. Highly recommend.\",\n", " \"This is exactly what healthy eating should look like.\",\n", " \"Brilliant product — the whole family loves it.\",\n", " \"Packed with nutrients and actually delicious. Rare combo!\",\n", " \"I feel good eating this. Clean, wholesome, and satisfying.\",\n", " \"Best purchase of the month. Will definitely reorder.\",\n", " \"Such a good balance of taste and health benefits.\",\n", " \"Love the transparency in the ingredients. No nasty surprises.\",\n", " \"Perfect for my healthy lifestyle. Highly recommended.\",\n", " \"The quality is outstanding. Worth every penny.\",\n", " \"A nutritional powerhouse that doesn't taste like cardboard.\",\n", " \"Could not be happier with this purchase.\",\n", " \"Tastes great and keeps me full for hours. A winner.\",\n", " \"The best version of this product I've ever tried.\",\n", " \"I've switched to this permanently — it's that good.\",\n", " \"Healthy AND delicious — this product ticks all the boxes.\",\n", " \"Refreshing and nourishing. Exactly what I needed.\",\n", " \"Such a wholesome product. I always feel great after eating it.\",\n", " \"The nutritional grade speaks for itself. Excellent product.\",\n", " \"Rich in nutrients, low in bad stuff. Perfect.\",\n", " \"Top marks for taste and health value.\",\n", " \"An excellent choice for health-conscious shoppers.\",\n", " \"Genuinely one of the healthiest products in its category.\",\n", " \"Lovely product. My nutritionist approved!\",\n", " \"Clean label, clean taste. What more could you ask for?\",\n", " \"A staple in our household now. Never going back.\",\n", " \"Impressively nutritious with a surprisingly good taste.\",\n", " \"Simple, clean, healthy. Exactly as advertised.\",\n", " \"Great for the whole family, young and old.\",\n", " \"I feel energised every time I eat this. Love it.\",\n", " \"Smart snacking has never been easier with this product.\",\n", " \"This is how all food products should be made.\",\n", " \"My favourite healthy option on the market right now.\",\n", " \"Excellent macros and tastes brilliant. Highly recommend!\",\n", " \"Couldn't be more satisfied. Will recommend to everyone.\",\n", " \"A health food that doesn't feel like a compromise.\",\n", " \"Quality you can taste. Nutrition you can trust.\",\n", " \"Exactly what was promised. Delighted with this purchase.\",\n", " \"The best thing I've added to my diet in ages.\",\n", " \"A product that genuinely lives up to its health claims.\",\n", " \"Wonderful choice for anyone watching their nutrition.\",\n", " \"Love the simplicity of the ingredients. So refreshing.\",\n", " \"Five stars without hesitation. Stellar product.\",\n", " \"Superb quality and a taste that keeps me coming back.\",\n", " \"Healthy eating just got a lot more enjoyable.\"\n", " ],\n", " \"neutral\": [\n", " \"It's okay — not amazing but does the job.\",\n", " \"Average product. Nothing special but nothing bad either.\",\n", " \"Decent nutritional content but the taste is just fine.\",\n", " \"Would buy again if on offer but wouldn't go out of my way.\",\n", " \"A middle-of-the-road option. Gets the job done.\",\n", " \"Some good ingredients but also some I'd rather avoid.\",\n", " \"Not bad, not great. A solid three-star product.\",\n", " \"The nutrition grade is fair — matches the ingredients.\",\n", " \"Passable. I've had better and I've had worse.\",\n", " \"It didn't wow me but I'll likely buy it again.\",\n", " \"Okay value for money. Not exceptional.\",\n", " \"Tastes fine. Nutrition is acceptable.\",\n", " \"A reasonable product. Slightly overpriced for what it is.\",\n", " \"Nothing remarkable but nothing offensive either.\",\n", " \"Standard quality. Matches my expectations.\",\n", " \"Satisfactory product overall.\",\n", " \"Average in every sense — taste, nutrition, value.\",\n", " \"It works as intended. Can't complain too much.\",\n", " \"My feelings are mixed — some things I liked, others not.\",\n", " \"Perfectly mediocre. No real complaints though.\",\n", " \"It's fine. I've bought it a few times and that's about it.\",\n", " \"Not going to rave about it but I'd buy it again.\",\n", " \"I didn't love it but I didn't hate it.\",\n", " \"Decent enough for a midrange product.\",\n", " \"Average quality, average taste, average nutrition.\",\n", " \"Does what it says on the tin. Nothing more.\",\n", " \"A safe, predictable choice.\",\n", " \"Fine for the price point. Not a standout.\",\n", " \"Would suit someone who doesn't have strong preferences.\",\n", " \"Reasonable product that ticks most boxes without excelling.\",\n", " \"Some decent nutritional elements, some I'd rather skip.\",\n", " \"Not bad but there are better options out there.\",\n", " \"Middle-of-the-road in every respect.\",\n", " \"It's convenient but not something I'm passionate about.\",\n", " \"An ordinary product. Takes no risks, offers no surprises.\",\n", " \"Just about worth the money if it's on promotion.\",\n", " \"Adequate. Nothing here to get excited about.\",\n", " \"It's inoffensive. That's the best I can say.\",\n", " \"Not a favourite but I could live with it.\",\n", " \"Reasonable choice in a pinch but not my first pick.\",\n", " \"Steady performer. Won't dazzle you.\",\n", " \"I had higher hopes based on the packaging.\",\n", " \"A safe purchase if you like consistency over excellence.\",\n", " \"Bland but functional.\",\n", " \"It doesn't offend, but it doesn't delight either.\",\n", " \"Standard fare for this type of product.\",\n", " \"Acceptable quality, no more no less.\",\n", " \"Meh. It's there when you need it.\",\n", " \"Could be better. Could be worse.\",\n", " \"An unremarkable but inoffensive option.\"\n", " ],\n", " \"negative\": [\n", " \"Disappointed — the ingredient list is full of additives.\",\n", " \"Way too much sugar for a product marketed as healthy.\",\n", " \"Poor nutritional value. Not worth the price.\",\n", " \"The taste is unpleasant and the nutrition is even worse.\",\n", " \"Would not recommend. Better options exist at this price point.\",\n", " \"Feels processed and artificial. Nothing natural about it.\",\n", " \"The health claims on the packaging are misleading.\",\n", " \"Terrible ingredients list. Lots of hidden sugars.\",\n", " \"Completely regret buying this. Will not purchase again.\",\n", " \"This product belongs nowhere near a healthy diet.\",\n", " \"Poor quality for the price. Very disappointed.\",\n", " \"Overly salty and packed with preservatives.\",\n", " \"I expected better from this brand. Very let down.\",\n", " \"Nutrition grade D says it all. Steer clear.\",\n", " \"Couldn't finish it — the taste was really off-putting.\",\n", " \"The processing level here is alarming.\",\n", " \"Fake flavours and low nutritional value. A no from me.\",\n", " \"I bought this thinking it was healthy. It is not.\",\n", " \"Too many E-numbers. Not for me.\",\n", " \"A very poor product masquerading as health food.\",\n", " \"The smell alone put me off. Never again.\",\n", " \"Sugar is the second ingredient. That tells you everything.\",\n", " \"Basically junk food with clever marketing.\",\n", " \"Shocking ingredient quality for this price.\",\n", " \"I felt sluggish after eating this. Not impressed at all.\",\n", " \"Nothing redeeming about this product.\",\n", " \"An embarrassment of a nutrition label.\",\n", " \"Worst product I've bought this year.\",\n", " \"Avoid if you care about what you put in your body.\",\n", " \"Overpackaged, overpriced, and over-processed.\",\n", " \"The texture was unpleasant and it left a bad aftertaste.\",\n", " \"Misleading health claims. Don't be fooled.\",\n", " \"Chemical-tasting and disappointing in every way.\",\n", " \"High in all the wrong things. Low in all the right ones.\",\n", " \"Would give zero stars if I could.\",\n", " \"A cautionary tale in poor food manufacturing.\",\n", " \"Disgusting taste and even worse nutritional profile.\",\n", " \"One bite was enough. Binned the rest.\",\n", " \"Just awful. The health grade is being generous.\",\n", " \"Not fit for purpose as a food product.\",\n", " \"Marketing is the only thing going for this product.\",\n", " \"Tastes like chemicals. The ingredients confirm it.\",\n", " \"A lot of palm oil and additives. Hard pass.\",\n", " \"I genuinely cannot understand the positive reviews.\",\n", " \"Shocking that this is sold as food.\",\n", " \"The worst product in its category by some margin.\",\n", " \"No nutritional value whatsoever.\",\n", " \"A total waste of money.\",\n", " \"Everything wrong with modern processed food in one product.\",\n", " \"Will never buy from this brand again.\"\n", " ]\n", "}" ] }, { "cell_type": "markdown", "metadata": { "id": "reviews_gen_md" }, "source": [ "### *b. Generate 10 reviews per product using random sampling*" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "id": "reviews_gen" }, "outputs": [], "source": [ "review_rows = []\n", "for _, row in df_products.iterrows():\n", " product_name = row['product_name']\n", " sentiment_label = row['sentiment_label']\n", " review_pool = synthetic_reviews_by_sentiment[sentiment_label]\n", " sampled_reviews = random.sample(review_pool, 10)\n", " for review_text in sampled_reviews:\n", " review_rows.append({\n", " \"product_name\": product_name,\n", " \"sentiment_label\": sentiment_label,\n", " \"review_text\": review_text,\n", " \"nutrition_grade\": row['nutrition_grade'],\n", " \"popularity_score\": row['popularity_score']\n", " })" ] }, { "cell_type": "markdown", "metadata": { "id": "reviews_save_md" }, "source": [ "### *c. Create the final dataframe df_reviews & save it as synthetic_food_reviews.csv*" ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "id": "reviews_save", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "2d61f5ae-5c9c-4c35-db10-27e2a7b86999" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " product_name sentiment_label \\\n", "0 Perly positive \n", "1 Perly positive \n", "2 Perly positive \n", "3 Perly positive \n", "4 Perly positive \n", "\n", " review_text nutrition_grade \\\n", "0 This is how all food products should be made. A \n", "1 Great nutritional profile and it actually tast... A \n", "2 Brilliant product — the whole family loves it. A \n", "3 The quality is outstanding. Worth every penny. A \n", "4 Impressive ingredients list — no junk, just re... A \n", "\n", " popularity_score \n", "0 5 \n", "1 5 \n", "2 5 \n", "3 5 \n", "4 5 \n" ] } ], "source": [ "df_reviews = pd.DataFrame(review_rows)\n", "df_reviews.to_csv(\"synthetic_food_reviews.csv\", index=False)\n", "print(df_reviews.head())" ] }, { "cell_type": "markdown", "metadata": { "id": "derived_md" }, "source": [ "## **6.** 💾 Create derived datasets for analysis" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "id": "derived", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "e1036bd7-764e-4232-d36f-c6c941d23578" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "✅ Wrote synthetic_product_level_features.csv\n", "✅ Wrote synthetic_monthly_revenue_series.csv\n" ] } ], "source": [ "import numpy as np\n", "\n", "# --- Clean data ---\n", "df_products[\"product_name\"] = df_products[\"product_name\"].astype(str).str.strip()\n", "df_sales[\"month\"] = pd.to_datetime(df_sales[\"month\"], errors=\"coerce\")\n", "df_reviews[\"sentiment_label\"] = df_reviews[\"sentiment_label\"].astype(str).str.lower().str.strip()\n", "\n", "# --- Sentiment shares per product ---\n", "sent_counts = (\n", " df_reviews.groupby([\"product_name\", \"sentiment_label\"])\n", " .size()\n", " .unstack(fill_value=0)\n", ")\n", "for lab in [\"positive\", \"neutral\", \"negative\"]:\n", " if lab not in sent_counts.columns:\n", " sent_counts[lab] = 0\n", "\n", "sent_counts[\"total_reviews\"] = sent_counts[[\"positive\", \"neutral\", \"negative\"]].sum(axis=1)\n", "den = sent_counts[\"total_reviews\"].replace(0, np.nan)\n", "sent_counts[\"share_positive\"] = sent_counts[\"positive\"] / den\n", "sent_counts[\"share_neutral\"] = sent_counts[\"neutral\"] / den\n", "sent_counts[\"share_negative\"] = sent_counts[\"negative\"] / den\n", "sent_counts = sent_counts.reset_index()\n", "\n", "# --- Sales aggregation per product ---\n", "sales_by_product = (\n", " df_sales.dropna(subset=[\"product_name\"])\n", " .groupby(\"product_name\", as_index=False)\n", " .agg(\n", " months_observed=(\"month\", \"nunique\"),\n", " avg_units_sold=(\"units_sold\", \"mean\"),\n", " total_units_sold=(\"units_sold\", \"sum\"),\n", " )\n", ")\n", "\n", "# --- Product-level features ---\n", "df_product_features = (\n", " sales_by_product\n", " .merge(df_products[[\"product_name\", \"price\", \"nutrition_grade\", \"category\"]], on=\"product_name\", how=\"left\")\n", " .merge(sent_counts[[\"product_name\", \"share_positive\", \"share_neutral\", \"share_negative\", \"total_reviews\"]],\n", " on=\"product_name\", how=\"left\")\n", ")\n", "\n", "df_product_features[\"avg_revenue\"] = df_product_features[\"avg_units_sold\"] * df_product_features[\"price\"]\n", "df_product_features[\"total_revenue\"] = df_product_features[\"total_units_sold\"] * df_product_features[\"price\"]\n", "\n", "df_product_features.to_csv(\"synthetic_product_level_features.csv\", index=False)\n", "print(\"✅ Wrote synthetic_product_level_features.csv\")\n", "\n", "# --- Monthly revenue series ---\n", "monthly_rev = df_sales.merge(df_products[[\"product_name\", \"price\"]], on=\"product_name\", how=\"left\")\n", "monthly_rev[\"revenue\"] = monthly_rev[\"units_sold\"] * monthly_rev[\"price\"]\n", "\n", "df_monthly = (\n", " monthly_rev.dropna(subset=[\"month\"])\n", " .groupby(\"month\", as_index=False)[\"revenue\"]\n", " .sum()\n", " .rename(columns={\"revenue\": \"total_revenue\"})\n", " .sort_values(\"month\")\n", ")\n", "\n", "df_monthly[\"month\"] = pd.to_datetime(df_monthly[\"month\"], errors=\"coerce\").dt.strftime(\"%Y-%m-%d\")\n", "df_monthly.to_csv(\"synthetic_monthly_revenue_series.csv\", index=False)\n", "print(\"✅ Wrote synthetic_monthly_revenue_series.csv\")" ] }, { "cell_type": "markdown", "metadata": { "id": "_Go1frn0vh81" }, "source": [ "---\n", "# 📊 PART 2: Data Analysis & Visualization\n", "---" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ORncu1Xsvh81", "outputId": "8216252c-a03d-459b-94ec-a9eaacb46049" }, "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: vaderSentiment in /usr/local/lib/python3.12/dist-packages (3.3.2)\n", "Requirement already satisfied: statsmodels in /usr/local/lib/python3.12/dist-packages (0.14.6)\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) (2026.1)\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: requests in /usr/local/lib/python3.12/dist-packages (from vaderSentiment) (2.32.4)\n", "Requirement already satisfied: scipy!=1.9.2,>=1.8 in /usr/local/lib/python3.12/dist-packages (from statsmodels) (1.16.3)\n", "Requirement already satisfied: patsy>=0.5.6 in /usr/local/lib/python3.12/dist-packages (from statsmodels) (1.0.2)\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) (3.4.7)\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" ] } ], "source": [ "!pip install pandas matplotlib seaborn numpy vaderSentiment statsmodels" ] }, { "cell_type": "markdown", "metadata": { "id": "load_md" }, "source": [ "## **2.** ✅️ Load & inspect input datasets" ] }, { "cell_type": "markdown", "metadata": { "id": "HS8JA0WWvh81" }, "source": [ "### *a. Initial setup*" ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "id": "xWszwChYvh81" }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import random\n", "random.seed(2025)\n", "np.random.seed(2025)" ] }, { "cell_type": "markdown", "metadata": { "id": "load_reviews_md" }, "source": [ "### *b. ✋🏻🛑⛔️ Create the df_reviews dataframe from the synthetic_food_reviews.csv file*" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "id": "load_reviews" }, "outputs": [], "source": [ "df_reviews = pd.read_csv(\"synthetic_food_reviews.csv\")" ] }, { "cell_type": "markdown", "metadata": { "id": "load_sales_md" }, "source": [ "### *c. ✋🏻🛑⛔️ Create the df_sales dataframe from the synthetic_sales_data.csv file*" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "id": "load_sales" }, "outputs": [], "source": [ "df_sales = pd.read_csv(\"synthetic_sales_data.csv\")" ] }, { "cell_type": "markdown", "metadata": { "id": "load_products_md" }, "source": [ "### *d. Also load df_products from food_products_data.csv*" ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "id": "load_products" }, "outputs": [], "source": [ "df_products = pd.read_csv(\"food_products_data.csv\")" ] }, { "cell_type": "markdown", "metadata": { "id": "KkHyPBgxvh81" }, "source": [ "### *e. ✋🏻🛑⛔️ Visualize the first few lines of df_reviews and df_sales*" ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "GqQ37Evuvh82", "outputId": "90e2adab-347a-49bd-edbf-3dee20f12677" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " product_name month units_sold sentiment_label\n", "0 Perly 2024-10 457 positive\n", "1 Perly 2024-11 475 positive\n", "2 Perly 2024-12 467 positive\n", "3 Perly 2025-01 479 positive\n", "4 Perly 2025-02 484 positive\n", " product_name sentiment_label \\\n", "0 Perly positive \n", "1 Perly positive \n", "2 Perly positive \n", "3 Perly positive \n", "4 Perly positive \n", "\n", " review_text nutrition_grade \\\n", "0 This is how all food products should be made. A \n", "1 Great nutritional profile and it actually tast... A \n", "2 Brilliant product — the whole family loves it. A \n", "3 The quality is outstanding. Worth every penny. A \n", "4 Impressive ingredients list — no junk, just re... A \n", "\n", " popularity_score \n", "0 5 \n", "1 5 \n", "2 5 \n", "3 5 \n", "4 5 \n" ] } ], "source": [ "print(df_sales.head())\n", "print(df_reviews.head())" ] }, { "cell_type": "markdown", "metadata": { "id": "quality_md" }, "source": [ "### *f. Run a quality check on the datasets*" ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "id": "quality", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "4afbbc6c-3615-4f6e-9a99-bf8f2bdf4b30" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "🔍 Quality Check Report for: Food Reviews\n", "=====================================\n", "\n", "📏 Shape: (1280, 5)\n", "\n", "🔠 Column Types:\n", "product_name object\n", "sentiment_label object\n", "review_text object\n", "nutrition_grade object\n", "popularity_score int64\n", "dtype: object\n", "\n", "❓ Missing Values:\n", "product_name 0\n", "sentiment_label 0\n", "review_text 0\n", "nutrition_grade 0\n", "popularity_score 0\n", "dtype: int64\n", "\n", "📊 Basic Statistics:\n", " product_name sentiment_label \\\n", "count 1280 1280 \n", "unique 128 3 \n", "top Perly positive \n", "freq 10 520 \n", "mean NaN NaN \n", "std NaN NaN \n", "min NaN NaN \n", "25% NaN NaN \n", "50% NaN NaN \n", "75% NaN NaN \n", "max NaN NaN \n", "\n", " review_text nutrition_grade \\\n", "count 1280 1280 \n", "unique 150 5 \n", "top Genuinely one of the healthiest products in it... C \n", "freq 17 310 \n", "mean NaN NaN \n", "std NaN NaN \n", "min NaN NaN \n", "25% NaN NaN \n", "50% NaN NaN \n", "75% NaN NaN \n", "max NaN NaN \n", "\n", " popularity_score \n", "count 1280.000000 \n", "unique NaN \n", "top NaN \n", "freq NaN \n", "mean 3.210938 \n", "std 1.073181 \n", "min 1.000000 \n", "25% 2.000000 \n", "50% 3.000000 \n", "75% 4.000000 \n", "max 5.000000 \n", "\n", "🔍 Quality Check Report for: Sales Data\n", "===================================\n", "\n", "📏 Shape: (2304, 4)\n", "\n", "🔠 Column Types:\n", "product_name object\n", "month object\n", "units_sold int64\n", "sentiment_label object\n", "dtype: object\n", "\n", "❓ Missing Values:\n", "product_name 0\n", "month 0\n", "units_sold 0\n", "sentiment_label 0\n", "dtype: int64\n", "\n", "📊 Basic Statistics:\n", " product_name month units_sold sentiment_label\n", "count 2304 2304 2304.000000 2304\n", "unique 128 18 NaN 3\n", "top Perly 2024-10 NaN positive\n", "freq 18 128 NaN 936\n", "mean NaN NaN 239.733073 NaN\n", "std NaN NaN 169.361805 NaN\n", "min NaN NaN 0.000000 NaN\n", "25% NaN NaN 91.000000 NaN\n", "50% NaN NaN 169.000000 NaN\n", "75% NaN NaN 416.000000 NaN\n", "max NaN NaN 577.000000 NaN\n" ] } ], "source": [ "def quality_check(df, name=\"DataFrame\"):\n", " print(f\"\\n🔍 Quality Check Report for: {name}\")\n", " print(\"=\" * (25 + len(name)))\n", " print(f\"\\n📏 Shape: {df.shape}\")\n", " print(\"\\n🔠 Column Types:\")\n", " print(df.dtypes)\n", " print(\"\\n❓ Missing Values:\")\n", " print(df.isnull().sum())\n", " print(\"\\n📊 Basic Statistics:\")\n", " print(df.describe(include='all'))\n", "\n", "quality_check(df_reviews, \"Food Reviews\")\n", "quality_check(df_sales, \"Sales Data\")" ] }, { "cell_type": "markdown", "metadata": { "id": "vader_md" }, "source": [ "## **3.** 🎭 Perform sentiment analysis using VADER" ] }, { "cell_type": "markdown", "metadata": { "id": "vader_setup_md" }, "source": [ "### *a. Initial setup*" ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "id": "vader_setup" }, "outputs": [], "source": [ "from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer\n", "\n", "# 🤖 Initialize VADER analyzer\n", "analyzer = SentimentIntensityAnalyzer()" ] }, { "cell_type": "markdown", "metadata": { "id": "vader_func_md" }, "source": [ "### *b. Create a function get_sentiment_label that returns negative, neutral, or positive based on VADER scoring*" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "id": "vader_func" }, "outputs": [], "source": [ "def get_sentiment_label(text):\n", " score = analyzer.polarity_scores(str(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": "vader_apply_md" }, "source": [ "### *c. ✋🏻🛑⛔️ Apply get_sentiment_label to df_reviews column review_text to get vader_sentiment column*" ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "id": "vader_apply" }, "outputs": [], "source": [ "df_reviews[\"vader_sentiment\"] = df_reviews[\"review_text\"].apply(get_sentiment_label)" ] }, { "cell_type": "markdown", "metadata": { "id": "vader_view_md" }, "source": [ "### *d. ✋🏻🛑⛔️ View the first few lines of the resulting df_reviews*" ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "id": "vader_view", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "21af36a8-d1da-4886-b7eb-3dbffce76ce1" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " product_name sentiment_label \\\n", "0 Perly positive \n", "1 Perly positive \n", "2 Perly positive \n", "3 Perly positive \n", "4 Perly positive \n", "\n", " review_text nutrition_grade \\\n", "0 This is how all food products should be made. A \n", "1 Great nutritional profile and it actually tast... A \n", "2 Brilliant product — the whole family loves it. A \n", "3 The quality is outstanding. Worth every penny. A \n", "4 Impressive ingredients list — no junk, just re... A \n", "\n", " popularity_score vader_sentiment \n", "0 5 neutral \n", "1 5 positive \n", "2 5 positive \n", "3 5 positive \n", "4 5 positive \n" ] } ], "source": [ "print(df_reviews.head())" ] }, { "cell_type": "markdown", "metadata": { "id": "viz_md" }, "source": [ "## **4.** 📊 Data Visualizations" ] }, { "cell_type": "markdown", "metadata": { "id": "viz_setup_md" }, "source": [ "### *a. Initial setup*" ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "id": "viz_setup" }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import matplotlib.dates as mdates\n", "from pathlib import Path\n", "\n", "ART_DIR = Path(\"artifacts\")\n", "ART_DIR.mkdir(exist_ok=True)" ] }, { "cell_type": "markdown", "metadata": { "id": "sample_md" }, "source": [ "### *b. Sample 5 products per nutrition grade for visualizations*" ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "id": "sample" }, "outputs": [], "source": [ "sampled_titles = []\n", "for grade in sorted(df_reviews[\"nutrition_grade\"].dropna().unique()):\n", " all_products = df_reviews[df_reviews[\"nutrition_grade\"] == grade][\"product_name\"].unique()\n", " sampled = random.sample(list(all_products), min(5, len(all_products)))\n", " sampled_titles.extend(sampled)\n", "\n", "sampled_sales = df_sales[df_sales[\"product_name\"].isin(sampled_titles)].copy()\n", "sampled_reviews = df_reviews[df_reviews[\"product_name\"].isin(sampled_titles)].copy()" ] }, { "cell_type": "markdown", "metadata": { "id": "plot1_md" }, "source": [ "### *c. Plot sales trends over time for the sampled products*" ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "id": "plot1", "colab": { "base_uri": "https://localhost:8080/", "height": 588 }, "outputId": "f68b1e5e-9cc4-4a39-fbe8-3d7299d05625" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ], "source": [ "df_sales[\"month\"] = pd.to_datetime(df_sales[\"month\"])\n", "sampled_sales[\"month\"] = pd.to_datetime(sampled_sales[\"month\"])\n", "\n", "# Color by nutrition grade\n", "grade_colors = {\"A\": \"royalblue\", \"B\": \"mediumseagreen\", \"C\": \"gold\", \"D\": \"orangered\", \"E\": \"darkred\"}\n", "\n", "plt.figure(figsize=(20, 8))\n", "for product in sampled_titles:\n", " row = df_products[df_products[\"product_name\"] == product]\n", " if row.empty:\n", " continue\n", " grade = row.iloc[0][\"nutrition_grade\"]\n", " color = grade_colors.get(grade, \"gray\")\n", " data = sampled_sales[sampled_sales[\"product_name\"] == product].sort_values(\"month\")\n", " plt.plot(data[\"month\"], data[\"units_sold\"], label=f\"{grade} | {product[:30]}\", color=color, alpha=0.7)\n", "\n", "plt.title(\"Monthly Sales Trends by Nutrition Grade\", fontsize=14)\n", "plt.xlabel(\"Month\")\n", "plt.ylabel(\"Units Sold\")\n", "plt.legend(loc=\"upper left\", fontsize=7, ncol=2)\n", "plt.gca().xaxis.set_major_formatter(mdates.DateFormatter(\"%b %Y\"))\n", "plt.xticks(rotation=45)\n", "plt.tight_layout()\n", "plt.savefig(ART_DIR / \"sales_trends.png\", dpi=150)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "plot2_md" }, "source": [ "### *d. Plot sentiment distribution per nutrition grade*" ] }, { "cell_type": "code", "execution_count": 77, "metadata": { "id": "plot2", "colab": { "base_uri": "https://localhost:8080/", "height": 571 }, "outputId": "aae26dee-52b1-4dd0-8839-32ff808046f0" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "sampled_reviews[\"grouped_product\"] = sampled_reviews[\"nutrition_grade\"].astype(str) + \" | \" + sampled_reviews[\"product_name\"].str[:25]\n", "\n", "sentiment_counts = (\n", " sampled_reviews.groupby([\"grouped_product\", \"vader_sentiment\"])\n", " .size()\n", " .unstack(fill_value=0)\n", " .reset_index()\n", ")\n", "\n", "sentiment_counts.set_index(\"grouped_product\").plot(\n", " kind=\"bar\", stacked=True, figsize=(18, 7),\n", " color={\"positive\": \"mediumseagreen\", \"neutral\": \"gold\", \"negative\": \"tomato\"}\n", ")\n", "plt.title(\"Sentiment Distribution per Product (by Nutrition Grade)\", fontsize=13)\n", "plt.xlabel(\"Product\")\n", "plt.ylabel(\"Number of Reviews\")\n", "plt.xticks(rotation=60, ha=\"right\", fontsize=8)\n", "plt.legend(title=\"Sentiment\", loc=\"upper right\")\n", "plt.tight_layout()\n", "plt.savefig(ART_DIR / \"sentiment_distribution.png\", dpi=150)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "plot3_md" }, "source": [ "### *e. Plot average units sold by nutrition grade (bar chart)*" ] }, { "cell_type": "code", "execution_count": 78, "metadata": { "id": "plot3", "colab": { "base_uri": "https://localhost:8080/", "height": 507 }, "outputId": "8822aefe-595c-46fc-eea0-0b0163d16fca" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "avg_by_grade = (\n", " df_sales.merge(df_products[[\"product_name\", \"nutrition_grade\"]], on=\"product_name\", how=\"left\")\n", " .groupby(\"nutrition_grade\")[\"units_sold\"]\n", " .mean()\n", " .reset_index()\n", " .sort_values(\"nutrition_grade\")\n", ")\n", "\n", "colors = [grade_colors.get(g, \"gray\") for g in avg_by_grade[\"nutrition_grade\"]]\n", "plt.figure(figsize=(8, 5))\n", "plt.bar(avg_by_grade[\"nutrition_grade\"], avg_by_grade[\"units_sold\"], color=colors)\n", "plt.title(\"Average Monthly Units Sold by Nutrition Grade\")\n", "plt.xlabel(\"Nutrition Grade\")\n", "plt.ylabel(\"Avg Units Sold\")\n", "plt.tight_layout()\n", "plt.savefig(ART_DIR / \"avg_sales_by_grade.png\", dpi=150)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "arima_md" }, "source": [ "## **5.** 🔮 Forecast product sales with ARIMA" ] }, { "cell_type": "markdown", "metadata": { "id": "arima_setup_md" }, "source": [ "### *a. Initial setup*" ] }, { "cell_type": "code", "execution_count": 79, "metadata": { "id": "arima_setup" }, "outputs": [], "source": [ "import statsmodels.api as sm\n", "from itertools import product as iterproduct\n", "import warnings\n", "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "markdown", "metadata": { "id": "arima_func_md" }, "source": [ "### *b. Define function find_best_arima to try different parameter values and return the best combination*\n", "p = how many past values to use | d = how many times to difference the series | q = how many past errors to include" ] }, { "cell_type": "code", "execution_count": 80, "metadata": { "id": "arima_func" }, "outputs": [], "source": [ "def find_best_arima(series, p_range=(0, 3), 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 iterproduct(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)).fit()\n", " if model.aic < best_aic:\n", " best_aic = model.aic\n", " best_order = (p, d, q)\n", " best_model = model\n", " except Exception:\n", " continue\n", "\n", " return best_model, best_order" ] }, { "cell_type": "markdown", "metadata": { "id": "arima_plot_md" }, "source": [ "### *c. Plot ARIMA forecasts for the sampled products*" ] }, { "cell_type": "code", "execution_count": 81, "metadata": { "id": "arima_plot", "colab": { "base_uri": "https://localhost:8080/", "height": 913 }, "outputId": "7b49ec89-852f-478f-e2ae-4f35bd819759" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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LTZkyRZ06dar0WiQSUSAQkFR60618+6hRozRq1ChJjE/UDlXJYcvPs8FgUFlZWbriiivon4G4OJYc9vPPP9epp55a6fiKOQNQ3aqSw5aPydWrVx/RZ4vxiupwrHlseWPlH0JBA/F0LDlsXl6edS6uC7jCxE8KBoMqKCiQ3++Xy+U64gdJkpxOp0pKSqxjbrvtNuXm5urpp5+ulHQD1W3ZsmXat2+fNdWu/GLQGGOd6EtKSqzkRZLOO+88eb1enX766VbiQ+KCmrBu3Trt3btXDRs2VGZmpjIzMxWLxSTJGot2u13RaFRS6TgeOnSo2rdvr2eeecZ6H8YrqkMwGJTT6ZTb7Vbr1q2tJytjsZg1PmOxmEKhkHXMyJEjNWLECF1zzTXWNsYn4uXn5rAHDx7UjBkzyGFRo/6XHHbQoEEU4FCjjlcOC1SXn5PHjhgxQqNGjdJVV10Vl5iBctyHrRqKGvhRK1eu1KRJk1RYWKhQKKThw4frl7/8pTp16lQpcXY4HCoqKpIk3XHHHXr00Uf15Zdf1pkfJNQOzz77rKZPn249EZySkqK5c+eqf//+lW6q5efnq7CwUIWFhRo/fry+/fZbrV27lotB1KjnnntOd999t2w2m+x2u1q1aqVHH31Uffv2rfRkUSQSUWFhoSKRiEaOHKktW7bo/fffj3P0ONG99NJL+vOf/6yCggKlpKTo3nvvVd++fZWRkVHpicr09HR5vV5J0jnnnKNNmzZpwYIF8QobsJDDIpGQwyKRkMOitvtf8tgrrrgiXmEDkshhjwXz/HBUW7du1ZAhQzRgwAA99dRTuuSSS7Ry5UpdcMEF+vrrr62GXlJptbBJkyZ64IEH9Oijj+q///2v+vXrF+fvAHXJf/7zH91yyy166qmntHDhQv3tb39Tt27dNGzYML3++usKh8PWvhkZGapfv75GjRqldevWae3atXI6ndZ4BqrbwoUL9etf/1oPPvigvvrqKz322GNq0KCBTjvtNH300UfWdGip9MZGSkqKRo8erfXr1zNeUe3++te/6qqrrtIFF1yg66+/Xs2bN9dVV12lP/7xj9qyZYuk0icupdKnMAsLC3XhhRfqu+++0+rVqxmfiDtyWCQSclgkEnJY1HbksUhk5LDHyABHsWDBAjNgwABTVFRkbVu4cKEZM2aMadasmfnmm2+s7fPmzTM2m83Ur1/ffP311/EIF3XcP/7xD5OdnW0OHDhQafu1115rPB6Pee+996xt77zzjrHZbKZv374mFAoZY4wJh8M1Gi/qtvnz55tBgwZVGnfbtm0zV111lXE6neaLL76wts+ePdvYbDYzcOBAxiuqVSwWM9Fo1Fx22WVmypQplV67//77TdeuXc20adPMrl27jDHGRKNRM3z4cGOz2Uz37t0Zn6g1yGGRSMhhkUjIYVFbkcfiREAOe2yYqYGjCgaDWrZsmfLy8qxtAwYM0J133ql+/frppptu0o4dOyRJ2dnZat26tf71r3+pT58+cYoYdVlubq42btwoj8cjSdbamM8884zGjh2rSZMm6dChQ5KkrKwsTZgwwZqaF4lEaGKLGlVSUqIlS5ZUOr82b95c999/v8aPH6/Jkydr8+bNkqSzzjpLZ511lj799FPGK6pV+TIS4XDYWrO9/AnhO+64Q5dddpkWLFigDz/8UFLp0219+/bVOeeco8WLFzM+UWuQwyKRkMMikZDDorYij8WJgBz22FDUwBFM2VS8Hj16qGPHjlqwYIGKi4ut13v27KkrrrhCe/fu1bp166x9V6xYoW7dusUlZuCCCy5Q69atNXnyZMViMblcLuui8LHHHlP9+vU1e/ZsGWOUnZ2tefPmKSkpicQFNar8/DpgwAB169ZNTzzxhHWjQpIaNWqk//u//5Pb7daKFSskSS1bttQHH3zAeEWNadmypT799FPl5+dXakB36623asiQIZo+fbq1beLEiXr33XcZn6gVyGGRiMhhkQjIYZEoyGORiMhhfx6KGrBEo1FJshrPZGdnq0uXLvrTn/6kzz//vNK6gqNGjVI4HK7U6Ku8wRJQE/bt26eDBw9qz549kiSn06mpU6fq22+/1e233y5jjFwul4wx8vl88nq9OnTo0BGNFElcUBNyc3MVCASsJy7at2+v008/XX//+9/1+uuvKz8/39r3lFNOUXFxsZYuXXrE+zBeUV1isZj18b333qvU1FSNGDFCkpScnGwl1bfccovy8/O1ePFiSaUXjna7XbFYjPGJuCGHRSIhh0UiIYdFIiCPRaIih/3fUNSAJCknJ0c33XSThgwZojvuuEOffvqpJOmFF15Qo0aNdO211+r//b//Z/0yMMaobdu2ysrKimPUqKvmz5+vCy+8UKeccopOPfVUffDBB3K5XBo/frzOPvtsffzxx7ruuusklf5ycDqdSkpKks/ni3PkqIvmz5+vSy65RNnZ2briiiv02muvSZIefvhh60m3Z555RsFgUJKUn5+vevXqqWnTpvEMG3XE+++/r9tvv11jx47Vm2++qcLCQiUnJ+vJJ5/Upk2bNGTIEMViMaWkpEiSiouLlZ6ertTU1ErvY7eTUiI+yGGRSMhhkUjIYVHbkccikZHD/u9spnyOC+qsVatWafDgwTr//PMVi8W0ZcsW1a9fX0888YT1w3Luuedqy5Yt6t+/v/r166fVq1frpZde0qJFi3TSSSfF+TtAXfLiiy/ql7/8pR577DElJydr8eLFmj9/vr744gt16tRJhw4d0uzZszV37lwVFBTolFNO0caNG5Wfn6/ly5fzBAZq1AsvvKDrrrtODz30kEpKSrRq1Spt3rxZs2fPVrt27SRJU6ZM0X/+8x+FQiENGjRIy5cvVzAY1NKlSxmvqFbPP/+8brvtNg0ZMkR5eXn64IMPNHv2bF155ZUqLi7Wv/71L91www1KSkrSLbfcIp/Ppzlz5ujgwYNauHAhF4CIO3JYJBJyWCQScljUduSxSGTksMdJzfcmR22yc+dO06tXL3PLLbdY2z766CPToEEDs3Dhwkr7PvTQQ2b06NGma9euZtiwYWbZsmU1HS7quKVLl5pu3bqZefPmWds2btxoOnfubP76179a24qLi01OTo65+eabzQ033GB++9vfmnA4bIwxJhKJ1HTYqKMWL15sOnXqZF544QVr2xdffGEyMzPNJ598Umnf9957z0ybNs1MmDDBTJs2jfGKavfRRx+ZJk2amNdee83adv/995usrCxz8OBBY4wx0WjUbN++3Vx00UWmc+fOplu3bmb48OEmFAoZYxifiC9yWCQSclgkEnJY1HbksUhk5LDHD+XzOm7p0qXKysrS5ZdfLmOMbDabhg4dqpNOOkkbNmzQgAEDFAqF5HK5dMstt0iSgsGgnE6nNYUPqCm5ubnKyMjQySefbG1r06aN0tPTrWZJkUhEycnJ6tChgx599NFKx9P8CzVpz549ys7O1sCBA63z68CBA3XSSSdp27ZtkmSdX4cNG6Zhw4ZVOp7xiupSVFSkd955RxdccIFGjx5tjc/TTjtNzz//vBwOh6TSqfjNmjXT66+/rj179sjpdCo9PV02m43xibgjh0UiIYdFIiGHRW1GHotERw57/PBTXMc1atRIw4cPV5cuXSSVrtEmla41uHfvXkmSy+WqdAxruiJe+vbtq4cfflgdOnSQJIXDYTmdTrlcLit5+bHkhMQFNalNmza67rrr1KZNG0mlDezsdrtKSkqstYe/f36tiPGK6uJ2u3XaaacpLy+v0hhs2bKlioqKdODAAXm9XjkcDmvcNmrUyNqPZoqoDchhkUjIYZFIyGFRm5HHItGRwx4/LCJXx/Xu3VtXXXWVJFkVQpvNpnr16lkJtiTNmDFD77//frzCBCRJqamp6tevn6TS8Vo+RpOTkys1Txo5ciTjFXHXsWNHnX766ZIOn18lyeFwKBKJWNsvvPBCvfPOO3GLE3XT2LFjdeWVV1baZrfbFQ6HVVJSYp1fX375Ze3cufOI/YB4I4dFIiGHRSIhh0VtRx6LREYOe/xQnoSlPFmRSquAycnJkqTf/va3euKJJ7R48eJ4hQYcofzEL8l6CkOShg8frmXLlmnIkCHxDA+opOL5tV69enK73ZKkYcOGaePGjZo/f368QgMssVhMXq9XDRo0kCSdeeaZ2rdvny699NI4Rwb8OHJYJBJyWCQSclgkCvJYJCJy2P8NJco6rHyK0w/Jzc1VNBrVgw8+qMcff1yff/65OnfuXIPRAT8tGo1aHzscDl166aXasGGDtmzZIqfTaT1JBFS38hsSVRGNRlVQUKBx48Zp06ZNWrt2LeMV1WbFihVVHlvlTw8HAgENHz5cu3fv1jfffCO73f6jOQNQ08hhkejIYVFbkMOiNiOPxYmGHPb4oqhRh5Qnz/v375dUuSL4fT6fT7/73e90//336/PPP1fv3r1rJEbgWJRPHTXGaPr06VqzZo1Wr15tJdeslYmaUj4W33333R+9OIxGoyouLtbNN9+snJwcxiuq1b333qsePXro3//+d6UbaEfjcrlUUlKiIUOGKCcnR8uXL7fG54/lDEB1I4fFiYYcFrUFOSxqK/JYnAjIYasXRY064Ntvv9Vf//pXORwOvfHGG7r88sut5jNHk5GRIafTqa+++kp9+vSpoUiBoz8t9EMV7fJfCD179lTv3r319ddfk1yjRlUcr3fffbdGjBihTZs2HfUJDIfDoezsbJ1xxhlasmQJ4xXVavr06Tr77LM1ceJE/etf//rJC8KCggLt3LlTDRo00Lp16xifiDtyWCQSclgkEnJY1HbksUhk5LA1w2aYh3VCi8Viuvfee3Xvvffqpptu0mOPPaa5c+fq8ssv/9HjPvnkE7Vu3VqtW7euoUiByo3onnrqKX377bcKhUK677771LBhw6Met2/fPtWvX192u53EBXGRk5OjN998U/3799fQoUN/dN/Vq1erU6dOjFdUq3A4LKfTKUk666yztGbNGs2bN09nnHFGpQZ03/fWW29p5MiRXAgi7shhkUjIYZGoyGFRG5HHIpGRw9Ycihp1xHnnnacPPvhA1113nZ5++mnFYjFrqilQG1Qck3fffbeefPJJnXPOOfr6668VjUb18ssva+DAgT/6HhUvKIGa8u6772rEiBFq3Lix3n77bfXr169Kx3EeRnX5obE1dOhQrV279qgXhN8/hgtB1BbksKjtyGGRqMhhURuRx+JEQQ5b/fjXPIGV16vC4bDq16+v0047TTNnztSrr75qNUv6fk2LGhfipfzkvnfvXm3ZskUffvihXn31VeXk5KhLly666KKL9Pnnn//oe3AxiHho2bKlrr32Wh04cEBbtmyRVLWmiyQ0qC4V18f+6quvJEn//Oc/1alTJ11xxRU/OIX/++ORC0HEEzksEgk5LBIVOSxqI/JYJDJy2JrFb6MTVPnTPosXL9bHH3+smTNn6l//+pemTZumSy+9VPPnz6+UPJcnMSTUiKfnnntO7du31+rVq+X3+yWVJiTvvvuuevbsqV/84hf64osv4hwl6rIfutDr2rWrbr75Zl100UW6/PLL9fHHH8tut1fpohCoLjk5Obryyis1a9YsLV68WFLlC8JPP/20Sk0XgZpGDotERA6L2o4cFomEPBaJiBy25lHUOAGV/yC99dZbOvfcc7Vo0SJt375dknTHHXdo2rRpmjBhgvUD9fvf/15Tp05VQUFBnCNHXTdixAj17dtXy5Yt0/79+yUdTsDfffdd9e7dW6eddpqWL18ezzBRR1WcLvrqq6/q6aef1p/+9Cft27dP7dq108MPP6yLLrpI48aN46IQNe77T/icdNJJeuqpp7RkyRLNnDmz0gVh586dNWnSJL3//vuMUdQq5LBIVOSwqM3IYVHbkcci0ZHDxonBCemLL74waWlpZtasWaaoqKjSa4FAwNx5553GZrOZAQMGGLfbbZYsWRKnSFFXRaPRH9y+d+9e069fP9OpUyezfv16Y4wxsVjMev03v/mNiUQiNRIjUK7iGLz55puNz+czp5xyiklLSzPdu3c3c+fONZFIxGzdutVMnDjRZGZmmnfffTeOEaOuOnToUKXP33zzTdOpUyczefLkSr/re/ToYUaOHFnT4QE/iRwWtR05LBIJOSwSCXksEhk5bM2jUfgJxpRVB6dPn64VK1bo7bfftl6LRqOVGiq99957Wr9+vYYPH662bdvGIVrUVRWfFlq5cqUikYgaNmyoZs2aSZL279+vYcOGqbi4WG+//bbatWt3RAPF749noCbs3r1bF1xwgZ5++mllZ2fLGKMJEyZo8+bNuuWWWzR27Fjl5OTotttuU3Fxsd577714h4wT3FdffaX69eurQ4cOeuKJJ7Rx40bdfPPNatWqlbXPG2+8oSlTpmjYsGG68cYb1atXL0k0+kTtQg6LREAOi0RFDovaiDwWJwJy2PjhDHCCKK9NlSfMO3futNYYLJ+SV/6D9M0336i4uFjnnnuurr/+en6QUKMqJh/Tp0/X6NGjdeGFF6pjx46aO3eucnNzlZmZqQ8++EBut1tjx47VunXrjlhnkItB1LSHHnpIF110kTIzM9WuXTslJSXJ5XJp7ty5ysjI0GOPPSbp8HTpd999N84R40S3efNm/frXv9ZvfvMb7d69W2lpaZo/f77+8pe/WGu0StJFF12kKVOm6J133tGDDz6oNWvWSCptqsh6xIg3clgkCnJYJCpyWNRG5LFIdOSw8UdRI8EVFRWppKRE27ZtU0lJibW9efPmWrhwofbv3y+73W79sAWDQb322mtauHChJBrSoOaVXwzee++9evbZZ/XMM89o48aNGj16tH71q1/p2WefVV5enurXr6/3339feXl5euCBB+IcNeo6Y4yaNm2qnJwcLVu2TOFwWDabTaFQSG63W4888ogWL16sRYsWSSo9B7MeMapbq1atdOWVVyo/P1833nijLrroIv35z3/WnDlzNHPmTG3evNnaNy0tTd27d5fH41HHjh2t7dxcQ7yQwyLRkMMiEZHDorYij0WiIoetRWp8wSscN2vWrDFjxowxXbt2NUlJSaZHjx5m2rRpxhhj8vPzTc+ePU3Xrl3N7t27TSwWM+Fw2Nx+++2mRYsWZuvWrXGOHnXNl19+aXJycowxxqxcudIMHTrUvPPOO8YYY95++22Tnp5uRo0aZWw2m3n44YfN/v37jTHG5OXlsf4walz5etkV180uKSkxb731lklNTTVXXXVVpf0XLVpkWrVqZVatWlWjcaLuqrhG9pw5c8zAgQPN+PHjTSAQMPPnzzdNmjQxt9xyi1m0aJEJhUJmzJgx5o033rCOO9qa8EBNIIdFIiGHRSIhh0UiII9FoiKHrV0oaiSoFStWmLS0NDNlyhTz7LPPmgULFphRo0YZl8tlzj//fFNUVGSWLl1q+vXrZ+rVq2cGDhxoBg8ebDIzM80333wT7/BRx2zatMn079/fjBw50mzcuNEUFxebZ5991pSUlJjPPvvMNG3a1Dz11FPGGGPGjRtn6tWrZ6ZPn24CgYD1HlwUoqbMnz/fTJo0yeTk5Jj8/PxKr5WUlJjXXnvNuN1uM2HCBPPRRx+Zr7/+2px33nmmb9++JNioUT92QfjGG2+Ybt26mcaNG5sOHTqYLl26mHA4fMRxQE0jh0UiIYdFIiGHRSIhj0WiIYetfWgUnoD27dunc845R+ecc47+8Ic/VNr++uuva9q0aRo7dqxefPFFGWM0Y8YM7d27Vz6fT2PGjGHtNsTF7Nmz9eqrryozM1N//OMf1bx5c0nSNddco0gkolmzZsnpdOr666/XwoUL5fF49PnnnzM1DzUqEAioV69eCgQCaty4sfr166dTTz1VV1xxhbVPSUmJ/va3v+naa6/VoUOHdOONN2rPnj16/vnnlZycTANQ1ChToQHt3Llz9eyzz6p58+aaOXOm9u/fr8WLFysQCOjKK69UUlIS4xNxRQ6LREQOi0RADotERB6LREEOWzslxTsAHLvt27crHA7r0ksvtU7qsVhMDRo00GWXXWat3zpmzBhdcMEFmjp1arxDRh1WnqhcffXVcjqdev7553XzzTfrvvvuU4cOHZSTk6Nu3brJ6XRKknbs2KE5c+YoOztbNputUqIDVDev16tx48apZcuW6tu3rz755BPdeOON+vDDD9WlSxdNmzZNycnJGjdunOx2u6699lqVlJTo5ZdfliSFQiG5XK44fxeoSyqeJydOnChjjJ5//nldd911+sMf/qCLL77Yep0LQcQbOSwSCTksEgk5LBIReSwSBTls7USj8AS0fPlybdiwQV27dpXD4ZAxxmpcl5aWpksuuUQul0sbN26sdByTchAP5YmKJE2cOFGTJ0/Wnj17dNddd+nAgQMaN26cZs6cqUsuuUS9evVSTk6OunTpwsUg4sLhcOjUU0/VtGnTlJSUpN/85jfatWuX2rZtqzvvvFP9+/fXww8/rFWrVunCCy/UzJkzNWfOHP3617+WJC4GERcVz7OTJk3S5MmTtWvXLk2fPl3bt2+3zqNcCCLeyGGRSMhhkUjIYZGoyGORCMhhayeKGgmoXbt2kqS33npLko5ImFu3bq02bdpox44dlbaTWCNevn9ROHHiRO3cuVNTpkzR2LFjNXPmTEWjUfXr10/Lli2zppYyZhEP5557riZMmKBZs2ZJklJSUvTWW29p1KhRGjJkiP75z38qOztbL7zwgsaOHat58+bpT3/6k2677bY4R4667PsXhFdccYXWr1+vDz/8UBIJNWoHclgkGnJYJBJyWCQq8ljUduSwtRPLTyWgVq1aye/364UXXlCfPn3UsmVLSVIsFpPdbldubq7cbrd69+4d50iBw442tfTGG2/Un/70J11zzTXWGI5EIkpK4vSE+OnVq5fmzJmj3NxcDRkyROnp6Zo3b578fr927Nihzz//XBdeeKEcDofGjBmjt956S506dYp32KjjKp5nJ0+erAULFujvf/+7Jk+eTEKNWoEcFomIHBaJhBwWiYo8FrUZOWztxEyNBFTeOOn999/XXXfdpdWrV0uSNfXpscce086dO3XqqafGM0zgCD80tXTnzp2aNm2atm/fLrvdLmMMF4OIuyuvvFKhUEj169eX3+/X3//+d/n9fklSs2bN9Itf/EJJSUmKRCJyOBy64IIL1LFjxzhHDVQ+z7Zs2VJut1uhUCjOUQGlyGGRqMhhkSjIYZHIyGNRW5HD1k42wzyuhBSNRvXss89q6tSpatu2rQYOHKgmTZpo06ZNeu+99/Txxx+rZ8+e8Q4T+EEV1xl+/vnn9Ze//EXXXHONJk+ezBrEiLvyMfjSSy/poYce0ty5c9W7d2/GJhLK/v37NXr0aD3zzDPq2rVrvMMBLOSwSGTksKjNyGFxoiCPRW1EDlv7UNRIcIsWLdLDDz+snJwc1atXT927d9f111/P0xao9Som1+eff76SkpL09ttvxzcooIIdO3aob9++uuGGG1hrGAmpuLhYKSkp8Q4D+EHksEhU5LCo7chhcSIgj0VtRQ5be1DUOAFEo1HZ7XbZbDZrPTcgEZRfFE6ZMkUHDx7UvHnz5HK54h0WYHnqqad0zz336LPPPlPnzp3jHQ4AnFDIYZGoyGFR25HDAkD1IYetHVj08wRQ/oMkiWmlSCg2m0379+/X8uXL9cwzz3AxiFrnvPPO0+LFi3nqAgCqATksEhU5LGo7clgAqD7ksLUDMzUAxB1TS1GblT+NGY1G5XA44h0OAACoJchhUZuRwwIATmQUNQAAAAAAAAAAQEJg0S8AAAAAAAAAAJAQKGoAAAAAAAAAAICEQFEDAAAAAAAAAAAkBIoaAAAAAAAAAAAgIVDUAAAAAAAAAAAACYGiBgAAAAAAAAAASAgUNQAAAADUWTabTW+//Xa8wwAAAABQRRQ1AAAAANS4iRMnymaz6Ze//OURr02ZMkU2m00TJ048bl/vd7/7nXr06HHc3g8AAABAfFDUAAAAABAXLVq00Ku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}, "metadata": {} } ], "source": [ "colors = sns.color_palette(\"tab10\", len(sampled_titles))\n", "\n", "plt.figure(figsize=(16, 10))\n", "\n", "for i, product_name in enumerate(sampled_titles):\n", " product_sales = sampled_sales[sampled_sales[\"product_name\"] == product_name].copy()\n", " product_sales[\"month\"] = pd.to_datetime(product_sales[\"month\"])\n", " product_sales = product_sales.sort_values(\"month\")\n", "\n", " if len(product_sales) < 6:\n", " continue\n", "\n", " series = product_sales[\"units_sold\"].values\n", "\n", " try:\n", " model, order = find_best_arima(series)\n", " if model is None:\n", " continue\n", " forecast = model.forecast(steps=6)\n", " future_months = pd.date_range(start=product_sales[\"month\"].iloc[-1], periods=7, freq=\"M\")[1:]\n", "\n", " plt.plot(product_sales[\"month\"], series, color=colors[i], alpha=0.6, linewidth=1.2)\n", " plt.plot(future_months, forecast, color=colors[i], linestyle=\"--\", linewidth=1.5,\n", " label=f\"{product_name[:25]} {order}\")\n", " except Exception:\n", " continue\n", "\n", "plt.title(\"ARIMA Sales Forecast — Next 6 Months\", fontsize=14)\n", "plt.xlabel(\"Month\")\n", "plt.ylabel(\"Units Sold\")\n", "plt.legend(loc=\"upper left\", fontsize=7, ncol=2)\n", "plt.gca().xaxis.set_major_formatter(mdates.DateFormatter(\"%b %Y\"))\n", "plt.xticks(rotation=45)\n", "plt.tight_layout()\n", "plt.savefig(ART_DIR / \"arima_forecast.png\", dpi=150)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "pricing_md" }, "source": [ "## **6.** 🏷️ Decide on price changes with a rule-based approach based on sentiment and sales" ] }, { "cell_type": "markdown", "metadata": { "id": "avg_sales_md" }, "source": [ "### *a. Calculate average sales per product*" ] }, { "cell_type": "code", "execution_count": 82, "metadata": { "id": "avg_sales" }, "outputs": [], "source": [ "avg_sales = df_sales.groupby(\"product_name\")[\"units_sold\"].mean().reset_index()\n", "avg_sales.columns = [\"product_name\", \"avg_units_sold\"]" ] }, { "cell_type": "markdown", "metadata": { "id": "sentiment_dist_md" }, "source": [ "### *b. Calculate sentiment distribution per product*" ] }, { "cell_type": "code", "execution_count": 83, "metadata": { "id": "sentiment_dist" }, "outputs": [], "source": [ "sentiment_counts = df_reviews.groupby([\"product_name\", \"vader_sentiment\"]).size().unstack(fill_value=0)\n", "sentiment_counts[\"total\"] = sentiment_counts.sum(axis=1)\n", "for col in [\"positive\", \"neutral\", \"negative\"]:\n", " if col not in sentiment_counts.columns:\n", " sentiment_counts[col] = 0\n", "sentiment_counts[\"positive_ratio\"] = sentiment_counts[\"positive\"] / sentiment_counts[\"total\"]\n", "sentiment_counts[\"negative_ratio\"] = sentiment_counts[\"negative\"] / sentiment_counts[\"total\"]\n", "sentiment_counts = sentiment_counts.reset_index()" ] }, { "cell_type": "markdown", "metadata": { "id": "merge_md" }, "source": [ "### *c. Merge the calculated sales and sentiment characteristics*" ] }, { "cell_type": "code", "execution_count": 84, "metadata": { "id": "merge" }, "outputs": [], "source": [ "df_decision = avg_sales.merge(sentiment_counts, on=\"product_name\", how=\"left\")" ] }, { "cell_type": "markdown", "metadata": { "id": "pricing_func_md" }, "source": [ "### *d. ✋🏻🛑⛔️ Create the pricing_decision function*\n", "- If avg_units_sold >= 200 AND positive_ratio >= 0.6 → **Increase Price**\n", "- If avg_units_sold <= 80 AND negative_ratio >= 0.4 → **Decrease Price**\n", "- Otherwise → **Keep Price**" ] }, { "cell_type": "code", "execution_count": 85, "metadata": { "id": "pricing_func" }, "outputs": [], "source": [ "def pricing_decision(row):\n", " if row[\"avg_units_sold\"] >= 200 and row[\"positive_ratio\"] >= 0.6:\n", " return \"Increase Price\"\n", " elif row[\"avg_units_sold\"] <= 80 and row[\"negative_ratio\"] >= 0.4:\n", " return \"Decrease Price\"\n", " else:\n", " return \"Keep Price\"" ] }, { "cell_type": "markdown", "metadata": { "id": "pricing_run_md" }, "source": [ "### *e. ✋🏻🛑⛔️ Run the pricing_decision function and check out the first few decisions*" ] }, { "cell_type": "code", "execution_count": 86, "metadata": { "id": "pricing_run", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "d84ebbca-32b5-40a5-9c1b-7ddb24beac81" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " product_name avg_units_sold \\\n", "0 100% mie complet 500g 426.777778 \n", "1 14 Maxi Tranches complet sans sucres ajoutés 385.500000 \n", "2 78% cacao 56.722222 \n", "3 8 Pains au lait frais Bio 280g 34.444444 \n", "4 AUTHENTIQUE 197.944444 \n", "5 Alpro smooth subtle creamy oat 177.444444 \n", "6 American sandwich Céréales 436.166667 \n", "7 American sandwich nature 79.277778 \n", "8 Assil vanille 137.722222 \n", "9 Avoine - Boisson biologique 456.888889 \n", "\n", " positive_ratio negative_ratio pricing_action \n", "0 0.9 0.1 Increase Price \n", "1 0.7 0.1 Increase Price \n", "2 0.3 0.5 Decrease Price \n", "3 0.2 0.7 Decrease Price \n", "4 0.3 0.3 Keep Price \n", "5 0.5 0.2 Keep Price \n", "6 0.7 0.2 Increase Price \n", "7 0.2 0.7 Decrease Price \n", "8 0.5 0.3 Keep Price \n", "9 0.8 0.2 Increase Price \n" ] } ], "source": [ "df_decision[\"pricing_action\"] = df_decision.apply(pricing_decision, axis=1)\n", "print(df_decision[[\"product_name\", \"avg_units_sold\", \"positive_ratio\", \"negative_ratio\", \"pricing_action\"]].head(10))" ] }, { "cell_type": "markdown", "metadata": { "id": "pricing_chart_md" }, "source": [ "### *f. Plot the distribution of pricing decisions*" ] }, { "cell_type": "code", "execution_count": 87, "metadata": { "id": "pricing_chart", "colab": { "base_uri": "https://localhost:8080/", "height": 524 }, "outputId": "2b098975-3e55-4b0b-b45d-6eb8d0695d37" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "✅ Saved pricing_decisions.csv\n" ] } ], "source": [ "decision_counts = df_decision[\"pricing_action\"].value_counts()\n", "\n", "plt.figure(figsize=(7, 5))\n", "decision_counts.plot(kind=\"bar\", color=[\"mediumseagreen\", \"gold\", \"tomato\"])\n", "plt.title(\"Pricing Decisions Across All Products\")\n", "plt.xlabel(\"Decision\")\n", "plt.ylabel(\"Number of Products\")\n", "plt.xticks(rotation=0)\n", "plt.tight_layout()\n", "plt.savefig(ART_DIR / \"pricing_decisions.png\", dpi=150)\n", "plt.show()\n", "\n", "# Save pricing decisions\n", "df_decision.to_csv(\"pricing_decisions.csv\", index=False)\n", "print(\"✅ Saved pricing_decisions.csv\")" ] }, { "cell_type": "markdown", "metadata": { "id": "whWaVUJgvh85" }, "source": [ "## **7.** 💾 Save Python outputs for the Hugging Face dashboard" ] }, { "cell_type": "code", "execution_count": 89, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "aKOKBD7Dvh85", "outputId": "eebb0892-a048-4257-b00b-5e6312aaca06" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "✅ All artifacts saved to /artifacts folder\n", "\n", "📊 Summary by Nutrition Grade:\n", " nutrition_grade avg_units total_units\n", "0 A 396.454733 192677\n", "1 B 347.880342 162808\n", "2 C 230.225806 128466\n", "3 D 84.611111 35029\n", "4 E 88.267196 33365\n" ] } ], "source": [ "import json\n", "\n", "# Monthly revenue dashboard table\n", "df_monthly = pd.read_csv(\"synthetic_monthly_revenue_series.csv\")\n", "df_monthly.to_csv(ART_DIR / \"dashboard_monthly_revenue.csv\", index=False)\n", "\n", "# Summary stats by nutrition grade\n", "# Use df_reviews which has nutrition_grade, merged with df_sales\n", "summary = (\n", " df_sales.merge(df_reviews[[\"product_name\", \"nutrition_grade\"]].drop_duplicates(),\n", " on=\"product_name\", how=\"left\")\n", " .groupby(\"nutrition_grade\")\n", " .agg(\n", " avg_units=(\"units_sold\", \"mean\"),\n", " total_units=(\"units_sold\", \"sum\")\n", " )\n", " .reset_index()\n", ")\n", "summary.to_csv(ART_DIR / \"summary_by_grade.csv\", index=False)\n", "\n", "print(\"✅ All artifacts saved to /artifacts folder\")\n", "print(\"\\n📊 Summary by Nutrition Grade:\")\n", "print(summary)" ] } ], "metadata": { "colab": { "provenance": [] }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "name": "python" } }, "nbformat": 4, "nbformat_minor": 0 }