{ "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": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "f48c8f8c", "outputId": "c601ea9b-36b4-4dab-ef5b-bdddde0668b8" }, "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", "Requirement already satisfied: vaderSentiment in /usr/local/lib/python3.12/dist-packages (3.3.2)\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) (26.1)\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: requests in /usr/local/lib/python3.12/dist-packages (from vaderSentiment) (2.32.4)\n", "Requirement already satisfied: click in /usr/local/lib/python3.12/dist-packages (from nltk>=3.9->textblob) (8.3.3)\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", "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) (3.13)\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) (2026.4.22)\n" ] } ], "source": [ "!pip install pandas matplotlib seaborn numpy textblob vaderSentiment\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from textblob import TextBlob\n", "from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer\n", "from pathlib import Path\n", "import os\n", "import json\n", "import warnings\n", "\n", "warnings.filterwarnings(\"ignore\")\n" ] }, { "cell_type": "markdown", "metadata": { "id": "NZd99NpKkKyp" }, "source": [ "## **2.** ✅️ Load & inspect input datasets" ] }, { "cell_type": "markdown", "metadata": { "id": "_JBLmm508Uq2" }, "source": [ "### *a. Initial setup*" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "id": "eBDXPQz18Xrs" }, "outputs": [], "source": [ "import pandas as pd\n", "from pathlib import Path\n", "import os\n", "\n", "# Setup folder architecture as per professor's template\n", "ROOT_DIR = Path(\".\")\n", "COMMON_DIR = ROOT_DIR / \"common\"\n", "PY_TAB = ROOT_DIR / \"py\" / \"tables\"\n", "PY_FIG = ROOT_DIR / \"py\" / \"figures\"\n", "\n", "os.makedirs(COMMON_DIR, exist_ok=True)\n", "os.makedirs(PY_TAB, exist_ok=True)\n", "os.makedirs(PY_FIG, exist_ok=True)\n", "\n", "# Load the artifacts from Notebook 1\n", "df_locations = pd.read_csv(\"books_data.csv\")\n", "df_history = pd.read_csv(\"delivery_history.csv\")\n", "df_reviews = pd.read_csv(\"synthetic_book_reviews.csv\")" ] }, { "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": 6, "metadata": { "id": "fdgjghfO8uuq", "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "outputId": "18d3474b-5bc1-4bfc-d0ef-848f01e42857" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " title sentiment_label \\\n", "0 12989986305 neutral \n", "1 12989986305 neutral \n", "2 12989986305 neutral \n", "3 12989986305 neutral \n", "4 12989986305 neutral \n", "\n", " review_text rating popularity_score \n", "0 An unremarkable but functional set of delivery... Medium 2 \n", "1 It's better than nothing, but still has room f... Medium 2 \n", "2 It's a decent tool for daily logistics planning. Medium 2 \n", "3 The sequence was fine, but some stops felt sli... Medium 2 \n", "4 The route was functional for the urban environ... Medium 2 " ], "text/html": [ "\n", "
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titlesentiment_labelreview_textratingpopularity_score
012989986305neutralAn unremarkable but functional set of delivery...Medium2
112989986305neutralIt's better than nothing, but still has room f...Medium2
212989986305neutralIt's a decent tool for daily logistics planning.Medium2
312989986305neutralThe sequence was fine, but some stops felt sli...Medium2
412989986305neutralThe route was functional for the urban environ...Medium2
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "variable_name": "df_reviews", "summary": "{\n \"name\": \"df_reviews\",\n \"rows\": 5000,\n \"fields\": [\n {\n \"column\": \"title\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3138086883,\n \"min\": 42421969,\n \"max\": 13409348445,\n \"num_unique_values\": 500,\n \"samples\": [\n 42431671,\n 42442943,\n 42430350\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"sentiment_label\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"neutral\",\n \"negative\",\n \"positive\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"review_text\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 48,\n \"samples\": [\n \"The stop-by-stop instructions were crystal clear.\",\n \"Highly frustrated with the illogical order of the destinations.\",\n \"The optimized route saved me nearly 20% on fuel today!\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"rating\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"Medium\",\n \"Low\",\n \"High\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"popularity_score\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 1,\n \"max\": 3,\n \"num_unique_values\": 3,\n \"samples\": [\n 2,\n 1,\n 3\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 6 } ], "source": [ "# 📂 Load the synthetic driver feedback/reviews dataset\n", "# This file was generated in the last section of Notebook 1\n", "df_reviews = pd.read_csv(\"synthetic_book_reviews.csv\")\n", "\n", "# ✋🏻🛑⛔️ View the first few lines to ensure correct loading\n", "df_reviews.head()" ] }, { "cell_type": "markdown", "metadata": { "id": "N-Dl37J0HLhU" }, "source": [ "### *c. ✋🏻🛑⛔️ Create the df_sales dataframe from the synthetic_sales_data.csv file*" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "id": "6XZs3P7fHgQe", "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "outputId": "e3b2fdee-b15f-4d41-c9ef-9e158246ae86" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " title month deliveries_completed sentiment_label\n", "0 12989986305 2024-11 63 neutral\n", "1 12989986305 2024-12 77 neutral\n", "2 12989986305 2025-01 65 neutral\n", "3 12989986305 2025-02 73 neutral\n", "4 12989986305 2025-03 75 neutral" ], "text/html": [ "\n", "
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titlemonthdeliveries_completedsentiment_label
0129899863052024-1163neutral
1129899863052024-1277neutral
2129899863052025-0165neutral
3129899863052025-0273neutral
4129899863052025-0375neutral
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "variable_name": "df_sales", "summary": "{\n \"name\": \"df_sales\",\n \"rows\": 9000,\n \"fields\": [\n {\n \"column\": \"title\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3137947394,\n \"min\": 42421969,\n \"max\": 13409348445,\n \"num_unique_values\": 500,\n \"samples\": [\n 42431671,\n 42442943,\n 42430350\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"month\",\n \"properties\": {\n \"dtype\": \"object\",\n \"num_unique_values\": 18,\n \"samples\": [\n \"2024-11\",\n \"2024-12\",\n \"2025-07\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"deliveries_completed\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 61,\n \"min\": 0,\n \"max\": 325,\n \"num_unique_values\": 314,\n \"samples\": [\n 58,\n 74,\n 195\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"sentiment_label\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"neutral\",\n \"negative\",\n \"positive\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 7 } ], "source": [ "# 📂 Load the synthetic delivery volume history (18 months of data)\n", "# This was the 'delivery_history.csv' we created in Notebook 1\n", "df_sales = pd.read_csv(\"delivery_history.csv\")\n", "\n", "# ✋🏻🛑⛔️ View the first few lines to check the monthly volume records\n", "df_sales.head()" ] }, { "cell_type": "markdown", "metadata": { "id": "MUI3SkmyrGQo" }, "source": [ "### *d. ✋🏻🛑⛔️ Visualize the first few lines of the two final datasets: df_reviews and df_sales*" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "id": "p8FdQFXErOqE", "outputId": "e9f7d5ff-15f6-4a50-b287-ca0792125442" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " title month deliveries_completed sentiment_label\n", "0 12989986305 2024-11 63 neutral\n", "1 12989986305 2024-12 77 neutral\n", "2 12989986305 2025-01 65 neutral\n", "3 12989986305 2025-02 73 neutral\n", "4 12989986305 2025-03 75 neutral" ], "text/html": [ "\n", "
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titlemonthdeliveries_completedsentiment_label
0129899863052024-1163neutral
1129899863052024-1277neutral
2129899863052025-0165neutral
3129899863052025-0273neutral
4129899863052025-0375neutral
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "variable_name": "df_sales", "summary": "{\n \"name\": \"df_sales\",\n \"rows\": 9000,\n \"fields\": [\n {\n \"column\": \"title\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3137947394,\n \"min\": 42421969,\n \"max\": 13409348445,\n \"num_unique_values\": 500,\n \"samples\": [\n 42431671,\n 42442943,\n 42430350\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"month\",\n \"properties\": {\n \"dtype\": \"object\",\n \"num_unique_values\": 18,\n \"samples\": [\n \"2024-11\",\n \"2024-12\",\n \"2025-07\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"deliveries_completed\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 61,\n \"min\": 0,\n \"max\": 325,\n \"num_unique_values\": 314,\n \"samples\": [\n 58,\n 74,\n 195\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"sentiment_label\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"neutral\",\n \"negative\",\n \"positive\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 8 } ], "source": [ "df_reviews.head()\n", "df_sales.head()" ] }, { "cell_type": "markdown", "metadata": { "id": "Y3oqGHsmrQzx" }, "source": [ "### *d. Run a quality check on the datasets*" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "VArQGPoKrfLm", "outputId": "bde57064-a3e6-4126-b3b6-957db17b458a" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "🔍 Quality Check Report for: Driver Feedback (df_reviews)\n", "=====================================================\n", "\n", "📏 Shape: (5000, 5)\n", "\n", "🔠 Column Types:\n", "title int64\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 5000.0 NaN \n", "sentiment_label 5000 3 \n", "review_text 5000 48 \n", "rating 5000 3 \n", "popularity_score 5000.0 NaN \n", "\n", " top freq \\\n", "title NaN NaN \n", "sentiment_label neutral 3200 \n", "review_text Completed the tasks without any significant de... 221 \n", "rating Medium 4030 \n", "popularity_score NaN NaN \n", "\n", " mean std min 25% \\\n", "title 1346446729.766 3138086883.533732 42421969.0 42434716.25 \n", "sentiment_label NaN NaN NaN NaN \n", "review_text NaN NaN NaN NaN \n", "rating NaN NaN NaN NaN \n", "popularity_score 1.904 0.592329 1.0 2.0 \n", "\n", " 50% 75% max \n", "title 42445009.5 427841054.5 13409348445.0 \n", "sentiment_label NaN NaN NaN \n", "review_text NaN NaN NaN \n", "rating NaN NaN NaN \n", "popularity_score 2.0 2.0 3.0 " ], "text/html": [ "\n", "
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277242439968neutralIt's a decent tool for daily logistics planning.Medium2
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titlemonthdeliveries_completedsentiment_label
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\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", " # We transpose the description for better readability of many columns\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 on the two main datasets\n", "quality_check(df_reviews, \"Driver Feedback (df_reviews)\")\n", "quality_check(df_sales, \"Delivery History (df_sales)\")\n" ] }, { "cell_type": "markdown", "metadata": { "id": "TTxUKDYINPxV" }, "source": [ "## **3.** 🎭 Perform sentiment analysis using VADER" ] }, { "cell_type": "markdown", "metadata": { "id": "OqhYU8rDxQRT" }, "source": [ "### *a. Initial setup*" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "id": "DNk5w8mNxSZ6" }, "outputs": [], "source": [ "from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer\n", "\n", "# 🤖 Initialize VADER analyzer\n", "# This object will be used to calculate the 'compound' sentiment score for each review\n", "analyzer = SentimentIntensityAnalyzer()" ] }, { "cell_type": "markdown", "metadata": { "id": "P123TwSWxVAr" }, "source": [ "### *b. Create a function get_sentiment_label that will return the label negative, neutral, or positive based on the VADER analyzer's scoring of the text*" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "id": "89809e6f" }, "outputs": [], "source": [ "def get_sentiment_label(text):\n", " # Calculate the compound score for the feedback\n", " score = analyzer.polarity_scores(text)[\"compound\"]\n", "\n", " # Classify based on the compound score\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", "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "outputId": "fc68c037-4dfa-4fb7-e783-1b2611482c4a" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " review_text sentiment_label\n", "0 An unremarkable but functional set of delivery... neutral\n", "1 It's better than nothing, but still has room f... positive\n", "2 It's a decent tool for daily logistics planning. neutral\n", "3 The sequence was fine, but some stops felt sli... negative\n", "4 The route was functional for the urban environ... neutral" ], "text/html": [ "\n", "
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review_textsentiment_label
0An unremarkable but functional set of delivery...neutral
1It's better than nothing, but still has room f...positive
2It's a decent tool for daily logistics planning.neutral
3The sequence was fine, but some stops felt sli...negative
4The route was functional for the urban environ...neutral
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "summary": "{\n \"name\": \"df_reviews[['review_text', 'sentiment_label']]\",\n \"rows\": 5,\n \"fields\": [\n {\n \"column\": \"review_text\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 5,\n \"samples\": [\n \"It's better than nothing, but still has room for improvement.\",\n \"The route was functional for the urban environment.\",\n \"It's a decent tool for daily logistics planning.\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"sentiment_label\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"neutral\",\n \"positive\",\n \"negative\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 12 } ], "source": [ "# Run the sentiment classification\n", "df_reviews[\"sentiment_label\"] = df_reviews[\"review_text\"].apply(get_sentiment_label)\n", "\n", "# ✋🏻🛑⛔️ View the first few lines to see the text and its new AI-generated label\n", "df_reviews[['review_text', 'sentiment_label']].head()" ] }, { "cell_type": "markdown", "metadata": { "id": "5cnPCFFnyXN6" }, "source": [ "### *d. ✋🏻🛑⛔️ View the first few lines of the resulting table df_reviews*" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ODGyfjBSyZEO", "outputId": "c421c5e4-ca50-4ab1-80dd-83f0386b18c6" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " title sentiment_label \\\n", "0 12989986305 neutral \n", "1 12989986305 positive \n", "2 12989986305 neutral \n", "3 12989986305 negative \n", "4 12989986305 neutral \n", "\n", " review_text rating popularity_score \n", "0 An unremarkable but functional set of delivery... Medium 2 \n", "1 It's better than nothing, but still has room f... Medium 2 \n", "2 It's a decent tool for daily logistics planning. Medium 2 \n", "3 The sequence was fine, but some stops felt sli... Medium 2 \n", "4 The route was functional for the urban environ... Medium 2 \n" ] } ], "source": [ "# 🔍 Final verification of the sentiment analysis results\n", "# This shows the original feedback and the new sentiment category side-by-side\n", "print(df_reviews.head())" ] }, { "cell_type": "markdown", "metadata": { "id": "Qy3Hqm-FojvT" }, "source": [ "## **4.** 📊 Use the following data visualization code snippets" ] }, { "cell_type": "markdown", "metadata": { "id": "lcjGSw2bzqtZ" }, "source": [ "### *a. Initial setup*" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "id": "p5LV2o1rzsiC", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "9b7c7c25-49ae-464f-9057-ca4bfdbd5233" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "✅ Output folders ready:\n", " - Figures Path: /content/artifacts/py/figures\n", " - Tables Path: /content/artifacts/py/tables\n" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import matplotlib.dates as mdates\n", "import random\n", "from pathlib import Path\n", "\n", "# ----------------------------\n", "# Outputs (for Project Artifacts)\n", "# ----------------------------\n", "# We define paths for figures (images) and tables (CSV/Excel)\n", "ART_DIR = Path(\"artifacts\")\n", "PY_FIG = ART_DIR / \"py\" / \"figures\"\n", "PY_TAB = ART_DIR / \"py\" / \"tables\"\n", "\n", "# Create the directories if they don't exist\n", "for p in [PY_FIG, PY_TAB]:\n", " p.mkdir(parents=True, exist_ok=True)\n", "\n", "print(\"✅ Output folders ready:\")\n", "print(\" - Figures Path:\", PY_FIG.resolve())\n", "print(\" - Tables Path:\", PY_TAB.resolve())" ] }, { "cell_type": "markdown", "metadata": { "id": "b9T1rkBe0AJU" }, "source": [ "### *b. Sample of 5 books for each popularity level for visualizations*" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "id": "sLdFmGqXqo_t", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "0c6c36cb-93f8-4277-c87b-d81a732a1ce5" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "✅ Sampled 15 locations for focused visualization.\n", "Sampled Node IDs: [np.int64(42432451), np.int64(9019680390), np.int64(427842140), np.int64(42438674), np.int64(427842069), np.int64(42446949), np.int64(9421943093), np.int64(42435646), np.int64(42427427), np.int64(62915549), np.int64(42430375), np.int64(42428268), np.int64(427841062), np.int64(42446987), np.int64(6176628861)]\n" ] } ], "source": [ "import random\n", "\n", "# Initialize the list for sampled locations\n", "sampled_titles = []\n", "\n", "# Loop through each unique priority score (1, 2, 3)\n", "for pop_score in sorted(df_reviews[\"popularity_score\"].dropna().unique()):\n", " # Get all unique Node IDs for this priority level\n", " all_titles = df_reviews[df_reviews[\"popularity_score\"] == pop_score][\"title\"].unique()\n", "\n", " # Randomly sample up to 5 locations\n", " sampled = random.sample(list(all_titles), min(5, len(all_titles)))\n", "\n", " # Add them to our visualization list\n", " sampled_titles.extend(sampled)\n", "\n", "print(f\"✅ Sampled {len(sampled_titles)} locations for focused visualization.\")\n", "print(f\"Sampled Node IDs: {sampled_titles}\")" ] }, { "cell_type": "markdown", "metadata": { "id": "xq7-C8m70mMH" }, "source": [ "### *c. Copy relevant sales, reviews, and book names*" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "id": "laDdMece0qrq", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "45f62dba-dc4c-42bb-c596-83d0ccd5053c" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "✅ Filtered data for 15 sampled nodes.\n" ] } ], "source": [ "# Create focused copies of the data for the sampled delivery nodes\n", "# 'sampled_sales' handles the quantitative volume trends\n", "sampled_sales = df_sales[df_sales[\"title\"].isin(sampled_titles)].copy()\n", "\n", "# 'sampled_reviews' handles the qualitative sentiment analysis\n", "sampled_reviews = df_reviews[df_reviews[\"title\"].isin(sampled_titles)].copy()\n", "\n", "# 'sampled_books' acts as a metadata reference for these specific locations\n", "sampled_books = df_reviews[df_reviews[\"title\"].isin(sampled_titles)].copy()\n", "\n", "print(f\"✅ Filtered data for {len(sampled_titles)} sampled nodes.\")" ] }, { "cell_type": "markdown", "metadata": { "id": "8YtfkG_A0wTy" }, "source": [ "### *d. Plot sales trends over time for the sampled books*" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 613 }, "id": "1iTVzflW0Rkw", "outputId": "4836147c-6dda-444a-bb7c-204aec2e42d4" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ], "source": [ "# 🕒 Ensure the month column is in datetime format for proper plotting\n", "df_sales[\"month\"] = pd.to_datetime(df_sales[\"month\"])\n", "sampled_sales[\"month\"] = pd.to_datetime(sampled_sales[\"month\"])\n", "\n", "# 🎨 Color mapping for Priority Levels (1=Low, 2=Medium, 3=High)\n", "# Matches the professor's use of colors for different popularity scores\n", "priority_colors = {\n", " 1: \"darkred\", # Low Priority (Negative Sentiment potential)\n", " 2: \"royalblue\", # Medium Priority (Neutral)\n", " 3: \"gold\" # High Priority (Positive/VIP)\n", "}\n", "\n", "# 📈 Plot: Delivery Trends over 18 Months\n", "plt.figure(figsize=(15, 7))\n", "\n", "for title in sampled_titles:\n", " # Get the priority score for this specific location\n", " node_info = sampled_books[sampled_books[\"title\"] == title].iloc[0]\n", " color = priority_colors.get(node_info[\"popularity_score\"], \"gray\")\n", "\n", " # Filter the sales data for this specific node\n", " subset = sampled_sales[sampled_sales[\"title\"] == title].sort_values(\"month\")\n", "\n", " # Plot the line\n", " plt.plot(subset[\"month\"], subset[\"deliveries_completed\"],\n", " label=f\"Node {title} (Pri: {node_info['popularity_score']})\",\n", " color=color, linewidth=2, alpha=0.8)\n", "\n", "plt.title(\"📈 18-Month Delivery Volume Trends (Sampled Nodes by Priority)\")\n", "plt.xlabel(\"Timeline\")\n", "plt.ylabel(\"Completed Deliveries\")\n", "plt.xticks(rotation=45)\n", "\n", "# Place the legend outside the plot for better visibility\n", "plt.legend(loc='center left', bbox_to_anchor=(1, 0.5), fontsize='small', title=\"Node & Priority\")\n", "\n", "plt.grid(True, linestyle=\"--\", alpha=0.5)\n", "plt.tight_layout()\n", "\n", "# Format the dates on the X-axis\n", "plt.gca().xaxis.set_major_formatter(mdates.DateFormatter('%b %Y'))\n", "\n", "# 💾 Save the figure as an artifact (consistent with the template)\n", "plt.savefig(PY_FIG / 'delivery_trends_sampled_nodes.png', dpi=150)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "lDpMkjDP1K6j" }, "source": [ "### *e. Plot sentiment_label distribution per book*" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "dn1Jgd5R1KLu", "outputId": "3542ad18-4d28-4826-ee0f-8375fe5b1d4e" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "# 🎨 Create a grouped label combining priority and location ID\n", "# This matches the professor's \"Rating | Title\" format\n", "sampled_reviews[\"grouped_title\"] = \"Pri: \" + sampled_reviews[\"rating\"].astype(str) + \" | \" + sampled_reviews[\"title\"].astype(str)\n", "\n", "# 📊 Aggregate sentiment counts for each node\n", "# We unstack to create columns for negative, neutral, and positive counts\n", "sentiment_counts = (\n", " sampled_reviews.groupby([\"grouped_title\", \"sentiment_label\"])\n", " .size()\n", " .unstack(fill_value=0)[[\"negative\", \"neutral\", \"positive\"]] # Maintain consistent order\n", ")\n", "\n", "# 💾 Save this data for the dashboard artifact\n", "sentiment_counts.reset_index().to_csv(PY_TAB / 'sentiment_counts_sampled.csv', index=False)\n", "\n", "# ✅ Plot stacked horizontal bars\n", "# We use the specific color palette from the professor's template\n", "fig, ax = plt.subplots(figsize=(12, 10))\n", "sentiment_counts.plot.barh(\n", " stacked=True,\n", " ax=ax,\n", " color={\"negative\": \"royalblue\", \"neutral\": \"lightgray\", \"positive\": \"crimson\"}\n", ")\n", "\n", "plt.title(\"💬 Driver Sentiment Distribution (Sampled Nodes per Priority Level)\", fontsize=14)\n", "plt.xlabel(\"Number of Feedback Entries\")\n", "plt.ylabel(\"Location (Grouped by Priority)\")\n", "plt.legend(title=\"Sentiment\", loc=\"lower right\")\n", "plt.grid(axis=\"x\", linestyle=\"--\", alpha=0.6)\n", "plt.tight_layout()\n", "\n", "# 💾 Save the figure artifact\n", "plt.savefig(PY_FIG / 'sentiment_distribution_sampled_nodes.png', dpi=150)\n", "\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": 19, "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\n", "\n", "# We ignore non-critical convergence warnings from the statistical model\n", "# to keep the notebook output clean\n", "import warnings\n", "warnings.filterwarnings(\"ignore\")" ] }, { "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": 20, "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", " # Use 'product' to test every combination of p, d, and q\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", " # Initialize the ARIMA model with the current order\n", " model = sm.tsa.ARIMA(series, order=(p, d, q))\n", " results = model.fit()\n", "\n", " # Use AIC to determine which model fits the historical delivery patterns best\n", " if results.aic < best_aic:\n", " best_aic = results.aic\n", " best_order = (p, d, q)\n", " best_model = results\n", " except:\n", " # If a specific combination doesn't converge, skip it\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": 21, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 810 }, "id": "DmxGdvLE3dHQ", "outputId": "8409110d-ae09-4b3f-9bd4-018e7e2741da" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": {} } ], "source": [ "# 🎨 Generate distinct colors for each sampled delivery node\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", " # Filter and prepare the data for the specific node\n", " node_volume = sampled_sales[sampled_sales[\"title\"] == title].copy()\n", " node_volume[\"month\"] = pd.to_datetime(node_volume[\"month\"])\n", " node_volume = node_volume.sort_values(\"month\").set_index(\"month\")\n", "\n", " with warnings.catch_warnings():\n", " warnings.simplefilter(\"ignore\")\n", " # 🤖 Find the best parameters and fit the model\n", " best_order, best_model = find_best_arima(node_volume[\"deliveries_completed\"])\n", "\n", " if best_model is not None:\n", " # Generate a 6-month forecast\n", " forecast = best_model.get_forecast(steps=6)\n", " forecast_index = pd.date_range(\n", " start=node_volume.index[-1] + pd.DateOffset(months=1),\n", " periods=6,\n", " freq='MS'\n", " )\n", "\n", " # 📈 Plot observed historical volume (solid line)\n", " plt.plot(node_volume.index, node_volume[\"deliveries_completed\"],\n", " color=colors[i], label=title, linewidth=2)\n", "\n", " # 🔮 Plot the 6-month forecast (dotted line, same color)\n", " plt.plot(forecast_index, forecast.predicted_mean,\n", " linestyle=\"--\", color=colors[i], linewidth=2)\n", "\n", "# 📈 Final formatting to match the professor's style\n", "plt.title(\"📈 ARIMA Volume Forecasts for Sampled Delivery Nodes (6-Month Projection)\", fontsize=14)\n", "plt.xlabel(\"Timeline\")\n", "plt.ylabel(\"Deliveries Completed\")\n", "plt.xticks(rotation=45)\n", "plt.gca().xaxis.set_major_formatter(mdates.DateFormatter('%b %Y'))\n", "plt.grid(True, linestyle=\"--\", alpha=0.5)\n", "\n", "# Place legend outside for clarity\n", "plt.legend(loc=\"center left\", bbox_to_anchor=(1, 0.5), fontsize=\"small\", title=\"Node ID\")\n", "plt.tight_layout()\n", "\n", "# 💾 Save the figure as an artifact\n", "plt.savefig(PY_FIG / 'arima_forecasts_sampled_titles.png', dpi=150)\n", "\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 deliveries per location*" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "id": "nbDT_RHaDD2R", "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "outputId": "7e14fb60-54ad-485d-950c-68814318adc0" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " title avg_deliveries_completed\n", "0 42421969 31.555556\n", "1 42421972 65.555556\n", "2 42422899 98.444444\n", "3 42423020 82.388889\n", "4 42423674 93.944444" ], "text/html": [ "\n", "
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "variable_name": "avg_sales", "summary": "{\n \"name\": \"avg_sales\",\n \"rows\": 500,\n \"fields\": [\n {\n \"column\": \"title\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3140915546,\n \"min\": 42421969,\n \"max\": 13409348445,\n \"num_unique_values\": 500,\n \"samples\": [\n 100522728,\n 42430669,\n 427841052\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"avg_deliveries_completed\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 60.35644945290742,\n \"min\": 6.888888888888889,\n \"max\": 283.27777777777777,\n \"num_unique_values\": 460,\n \"samples\": [\n 77.44444444444444,\n 25.444444444444443,\n 91.55555555555556\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 22 } ], "source": [ "# Calculate the average deliveries completed per node (title)\n", "# This matches the professor's groupby(\"title\")[\"units_sold\"].mean()\n", "avg_sales = df_sales.groupby(\"title\")[\"deliveries_completed\"].mean().reset_index()\n", "\n", "# Rename columns to reflect your logistics business case\n", "avg_sales.columns = [\"title\", \"avg_deliveries_completed\"]\n", "\n", "# View the baseline metrics\n", "avg_sales.head()" ] }, { "cell_type": "markdown", "metadata": { "id": "94wi-RvkDf2z" }, "source": [ "### *b. Calculate sentiment distribution per location*" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "id": "fWjQ9IOXDk-M", "colab": { "base_uri": "https://localhost:8080/", "height": 238 }, "outputId": "82b64d3a-2b26-44d9-f685-ecfe20b7d9fc" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "sentiment_label negative neutral positive total positive_ratio \\\n", "title \n", "42421969 6 4 0 10 0.0 \n", "42421972 4 4 2 10 0.2 \n", "42422899 3 5 2 10 0.2 \n", "42423020 2 6 2 10 0.2 \n", "42423674 3 5 2 10 0.2 \n", "\n", "sentiment_label negative_ratio \n", "title \n", "42421969 0.6 \n", "42421972 0.4 \n", "42422899 0.3 \n", "42423020 0.2 \n", "42423674 0.3 " ], "text/html": [ "\n", "
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "variable_name": "df_decision", "summary": "{\n \"name\": \"df_decision\",\n \"rows\": 500,\n \"fields\": [\n {\n \"column\": \"title\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3140915546,\n \"min\": 42421969,\n \"max\": 13409348445,\n \"num_unique_values\": 500,\n \"samples\": [\n 100522728,\n 42430669,\n 427841052\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"avg_deliveries_completed\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 60.35644945290742,\n \"min\": 6.888888888888889,\n \"max\": 283.27777777777777,\n \"num_unique_values\": 460,\n \"samples\": [\n 77.44444444444444,\n 25.444444444444443,\n 91.55555555555556\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"negative\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1,\n \"min\": 0,\n \"max\": 8,\n \"num_unique_values\": 9,\n \"samples\": [\n 8,\n 4,\n 7\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"neutral\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1,\n \"min\": 2,\n \"max\": 7,\n \"num_unique_values\": 6,\n \"samples\": [\n 4,\n 5,\n 2\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"positive\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1,\n \"min\": 0,\n \"max\": 7,\n \"num_unique_values\": 8,\n \"samples\": [\n 2,\n 6,\n 0\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\": 0.16791483192846063,\n \"min\": 0.0,\n \"max\": 0.7,\n \"num_unique_values\": 8,\n \"samples\": [\n 0.2\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"negative_ratio\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.16875959113246988,\n \"min\": 0.0,\n \"max\": 0.8,\n \"num_unique_values\": 9,\n \"samples\": [\n 0.8\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 24 } ], "source": [ "# 🔗 Combine the average delivery volumes with the sentiment ratios\n", "# We use a 'left' merge to ensure we keep all locations from our volume history\n", "df_decision = avg_sales.merge(sentiment_counts, on=\"title\", how=\"left\")\n", "\n", "# 🔍 View the combined dataset\n", "# You will now see avg_deliveries, total_reviews, and sentiment ratios in one row\n", "df_decision.head()" ] }, { "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": 25, "metadata": { "id": "XBzozedwD6yx" }, "outputs": [], "source": [ "def pricing_decision(row):\n", " # Rule 1: High Demand + Happy Drivers = High Performance Node\n", " # (Professor's logic: Increase Price -> Your logic: Upgrade to 'Premium/VIP' Route)\n", " if row[\"avg_units_sold\"] >= 120 and row[\"positive_ratio\"] >= 0.6:\n", " return \"Increase Price\"\n", "\n", " # Rule 2: Low Demand + Unhappy Drivers = Problematic Node\n", " # (Professor's logic: Decrease Price -> Your logic: Reduce Resources/Consolidate Route)\n", " elif row[\"avg_units_sold\"] <= 60 and row[\"negative_ratio\"] >= 0.4:\n", " return \"Decrease Price\"\n", "\n", " # Rule 3: Steady state nodes or mixed signals\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": 26, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 224 }, "id": "TZ0ZhgHrEQJB", "outputId": "fc6aeb56-53ef-40b8-8038-47584f0671b8" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Strategic Decision Table (First 5 Locations):\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ " title avg_deliveries_completed negative neutral positive total \\\n", "0 42421969 31.555556 6 4 0 10 \n", "1 42421972 65.555556 4 4 2 10 \n", "2 42422899 98.444444 3 5 2 10 \n", "3 42423020 82.388889 2 6 2 10 \n", "4 42423674 93.944444 3 5 2 10 \n", "\n", " positive_ratio negative_ratio decision \n", "0 0.0 0.6 Decrease Price \n", "1 0.2 0.4 Keep Price \n", "2 0.2 0.3 Keep Price \n", "3 0.2 0.2 Keep Price \n", "4 0.2 0.3 Keep Price " ], "text/html": [ "\n", "
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titleavg_deliveries_completednegativeneutralpositivetotalpositive_rationegative_ratiodecision
04242196931.555556640100.00.6Decrease Price
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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=(\"deliveries_completed\", \"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[\"deliveries_completed\"].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=(\"deliveries_completed\", \"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 }