{ "nbformat": 4, "nbformat_minor": 5, "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "name": "python", "version": "3.10.0" }, "colab": { "provenance": [] } }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "d1ZUEWDdZtOp" }, "source": [ "# 🎬 Streaming Platform — Content Performance & Cancellation Risk Predictor\n", "### Notebook 2: Data Analysis & Modelling\n", "\n", "This is where the actual analysis happens. We take the four clean files from Notebook 1 and run them through four analytical steps:\n", "\n", "1. **Data quality check** — make sure everything is clean and consistent before touching it\n", "2. **VADER sentiment analysis** — score the review texts and check whether the computed sentiment aligns with the IMDb-derived labels we assigned in Notebook 1\n", "3. **ARIMA forecasting** — model the viewership time series per show and forecast 6 months forward to spot which shows are trending in the wrong direction\n", "4. **Random Forest classifier** — train a model to predict renewal decisions using the full feature set, evaluate it, and look at what actually drives the predictions\n", "\n", "Everything produced here also gets saved to `/artifacts/` so the Hugging Face app can pull it directly into the dashboard.\n" ], "id": "d1ZUEWDdZtOp" }, { "cell_type": "markdown", "metadata": { "id": "GhgNy90-ZtOr" }, "source": [ "---\n", "## Setup" ], "id": "GhgNy90-ZtOr" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "i7Fe-vUpZtOr", "outputId": "dc450f9b-9688-4334-845a-876cca2c0f6a" }, "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: numpy in /usr/local/lib/python3.12/dist-packages (2.0.2)\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: statsmodels in /usr/local/lib/python3.12/dist-packages (0.14.6)\n", "Requirement already satisfied: scikit-learn in /usr/local/lib/python3.12/dist-packages (1.6.1)\n", "Collecting vaderSentiment\n", " Downloading vaderSentiment-3.3.2-py2.py3-none-any.whl.metadata (572 bytes)\n", "Requirement already satisfied: python-dateutil>=2.8.2 in 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(from requests->vaderSentiment) (3.4.6)\n", "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.12/dist-packages (from requests->vaderSentiment) (3.11)\n", "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.12/dist-packages (from requests->vaderSentiment) (2.5.0)\n", "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.12/dist-packages (from requests->vaderSentiment) (2026.2.25)\n", "Downloading vaderSentiment-3.3.2-py2.py3-none-any.whl (125 kB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m126.0/126.0 kB\u001b[0m \u001b[31m3.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25hInstalling collected packages: vaderSentiment\n", "Successfully installed vaderSentiment-3.3.2\n" ] } ], "source": [ "!pip install pandas numpy matplotlib seaborn statsmodels scikit-learn vaderSentiment" ], "id": "i7Fe-vUpZtOr" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "eRHxzAoJZtOs", "outputId": "c2675fd3-1cf5-40fb-b532-7f55a1694382" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Ready\n" ] } ], "source": [ "import pandas as pd\n", "import numpy as np\n", "import random\n", "import json\n", "import warnings\n", "import matplotlib.pyplot as plt\n", "import matplotlib.dates as mdates\n", "import seaborn as sns\n", "from pathlib import Path\n", "from itertools import product\n", "\n", "warnings.filterwarnings(\"ignore\")\n", "random.seed(2025)\n", "np.random.seed(2025)\n", "\n", "ART_DIR = Path(\"artifacts\")\n", "FIG_DIR = ART_DIR / \"figures\"\n", "TAB_DIR = ART_DIR / \"tables\"\n", "for p in [FIG_DIR, TAB_DIR]:\n", " p.mkdir(parents=True, exist_ok=True)\n", "\n", "print(\"Ready\")" ], "id": "eRHxzAoJZtOs" }, { "cell_type": "markdown", "metadata": { "id": "ziwqcS4YZtOt" }, "source": [ "---\n", "## Upload Files from Notebook 1\n", "\n", "Upload the 4 CSV files from the `/artifacts/` folder in Notebook 1:\n", "- `shows_master.csv`\n", "- `viewership_timeseries.csv`\n", "- `show_reviews.csv`\n", "- `monthly_platform_totals.csv`\n" ], "id": "ziwqcS4YZtOt" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "collapsed": true, "id": "XL5nUGdrZtOt", "outputId": "a660b58a-7d6c-4a4d-cf2c-84bc563fb137" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "shows_master: 6,747 rows × 20 cols\n", "viewership_timeseries: 121,446 rows × 5 cols\n", "show_reviews: 67,470 rows × 6 cols\n", "monthly_platform: 18 rows × 2 cols\n" ] } ], "source": [ "import shutil\n", "\n", "for fname in [\"shows_master.csv\", \"viewership_timeseries.csv\",\n", " \"show_reviews.csv\", \"monthly_platform_totals.csv\"]:\n", " shutil.copy(f\"/content/{fname}\", ART_DIR / fname)\n", "\n", "df_shows = pd.read_csv(ART_DIR / \"shows_master.csv\")\n", "df_viewership = pd.read_csv(ART_DIR / \"viewership_timeseries.csv\")\n", "df_reviews = pd.read_csv(ART_DIR / \"show_reviews.csv\")\n", "df_monthly = pd.read_csv(ART_DIR / \"monthly_platform_totals.csv\")\n", "\n", "df_viewership[\"month\"] = pd.to_datetime(df_viewership[\"month\"])\n", "df_monthly[\"month\"] = pd.to_datetime(df_monthly[\"month\"])\n", "\n", "print(f\"shows_master: {df_shows.shape[0]:,} rows × {df_shows.shape[1]} cols\")\n", "print(f\"viewership_timeseries: {df_viewership.shape[0]:,} rows × {df_viewership.shape[1]} cols\")\n", "print(f\"show_reviews: {df_reviews.shape[0]:,} rows × {df_reviews.shape[1]} cols\")\n", "print(f\"monthly_platform: {df_monthly.shape[0]:,} rows × {df_monthly.shape[1]} cols\")" ], "id": "XL5nUGdrZtOt" }, { "cell_type": "markdown", "metadata": { "id": "mntQmyHfZtOu" }, "source": [ "---\n", "## Data Quality Check\n", "\n", "Before running any analysis we do a quick sanity check across all four datasets — shape, missing values, duplicates, and summary statistics. It sounds like a formality but it has saved us from building analysis on top of broken data more than once.\n" ], "id": "mntQmyHfZtOu" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "AIYTKS3yZtOu", "outputId": "d54b5a66-a43d-4e6c-e662-acd15c682b6d" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "=======================================================\n", " shows_master\n", "=======================================================\n", " Shape: 6,747 rows × 20 columns\n", " Missing values:\n", " endYear: 1,894\n", " Duplicate rows: 0\n", "\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ " count unique top freq mean \\\n", "tconst 6747 6747 tt9916128 1 NaN \n", "title 6747 6628 The Office 4 NaN \n", "primary_genre 6747 25 Comedy 1817 NaN \n", "startYear 6747.0 NaN NaN NaN 2018.598192 \n", "endYear 4853.0 NaN NaN NaN 2019.602102 \n", "imdb_rating 6747.0 NaN NaN NaN 7.130784 \n", "vote_count 6747.0 NaN NaN NaN 16695.763747 \n", "num_seasons 6747.0 NaN NaN NaN 2.569142 \n", "was_cancelled 6747.0 NaN NaN NaN 0.719283 \n", "rating_norm 6747.0 NaN NaN NaN 0.704688 \n", "seasons_norm 6747.0 NaN NaN NaN 0.03269 \n", "longevity_score 6747.0 NaN NaN NaN 0.435889 \n", "popularity_tier 6747.0 NaN NaN NaN 3.226323 \n", "audience_sentiment 6747 3 positive 2787 NaN \n", "content_cost_m 6747.0 NaN NaN NaN 114.902871 \n", "subscriber_impact_k 6747.0 NaN NaN NaN 233.783311 \n", "avg_completion_rate 6747.0 NaN NaN NaN 0.511233 \n", "platform_roi_pct 6747.0 NaN NaN NaN -15.767162 \n", "avg_monthly_streams_k 6747.0 NaN NaN NaN 3254.523294 \n", "renewal_decision 6747 3 Cancel 5258 NaN \n", "\n", " std min 25% 50% \\\n", "tconst NaN NaN NaN NaN \n", "title NaN NaN NaN NaN \n", "primary_genre NaN NaN NaN NaN \n", "startYear 4.317789 2010.0 2015.0 2019.0 \n", "endYear 3.83992 2010.0 2017.0 2020.0 \n", "imdb_rating 1.083217 1.0 6.6 7.3 \n", "vote_count 66534.123339 1000.0 1727.0 3446.0 \n", "num_seasons 2.868408 1.0 1.0 2.0 \n", "was_cancelled 0.449383 0.0 0.0 1.0 \n", "rating_norm 0.124508 0.0 0.643678 0.724138 \n", "seasons_norm 0.059758 0.0 0.0 0.020833 \n", "longevity_score 0.080122 0.0 0.3945 0.4428 \n", "popularity_tier 0.968631 1.0 3.0 3.0 \n", "audience_sentiment NaN NaN NaN NaN \n", "content_cost_m 261.851336 1.0 19.835 45.87 \n", "subscriber_impact_k 326.519858 0.0 47.0 123.0 \n", "avg_completion_rate 0.185715 0.05 0.389 0.544 \n", "platform_roi_pct 51.558783 -97.42 -50.995 -28.94 \n", "avg_monthly_streams_k 4016.752529 14.944444 222.972222 522.777778 \n", "renewal_decision NaN NaN NaN NaN \n", "\n", " 75% max \n", "tconst NaN NaN \n", "title NaN NaN \n", "primary_genre NaN NaN \n", "startYear 2022.0 2026.0 \n", "endYear 2023.0 2027.0 \n", "imdb_rating 7.8 9.7 \n", "vote_count 9303.0 2599705.0 \n", "num_seasons 3.0 49.0 \n", "was_cancelled 1.0 1.0 \n", "rating_norm 0.781609 1.0 \n", "seasons_norm 0.041667 1.0 \n", "longevity_score 0.4856 0.7974 \n", "popularity_tier 4.0 5.0 \n", "audience_sentiment NaN NaN \n", "content_cost_m 113.305 6441.81 \n", "subscriber_impact_k 313.0 1999.0 \n", "avg_completion_rate 0.641 0.95 \n", "platform_roi_pct 8.855 344.57 \n", "avg_monthly_streams_k 6464.222222 15947.5 \n", "renewal_decision NaN NaN " ], "text/html": [ "\n", "
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It returns a compound score between -1 and +1. We use thresholds of +0.05 and -0.05 to classify each review as positive, neutral, or negative.\n", "\n", "The key question we want to answer here is **alignment**: do the VADER-computed labels actually agree with the `audience_sentiment` labels we derived from IMDb ratings in Notebook 1? We measure this explicitly and visualise where the two signals diverge — those divergences are the analytically interesting cases because they suggest a show's audience perception doesn't match its raw rating.\n" ], "id": "KRtzAH9aZtOu" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 467 }, "id": "TriuT-BUZtOv", "outputId": "635f97b5-b45c-4e92-cd29-67279bb7a886" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "VADER sentiment distribution:\n", "vader_sentiment\n", "positive 35471\n", "neutral 18684\n", "negative 13315\n", "Name: count, dtype: int64\n", "\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ " title review_text \\\n", "0 Shantaram It held my attention without ever truly captur... \n", "1 Shantaram I finished it but felt no strong urge to discu... \n", "2 Shantaram Not a waste of time but not the best use of it... \n", "3 Shantaram I kept watching but never felt fully gripped t... \n", "4 Shantaram Serviceable television that ticked most of the... \n", "5 Shantaram Had strong competition and did not quite stand... \n", "\n", " audience_sentiment vader_sentiment vader_score \n", "0 neutral negative -0.3412 \n", "1 neutral negative -0.5504 \n", "2 neutral negative -0.5975 \n", "3 neutral positive 0.5267 \n", "4 neutral negative -0.4215 \n", "5 neutral positive 0.5106 " ], "text/html": [ "\n", "
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0ShantaramIt held my attention without ever truly captur...neutralnegative-0.3412
1ShantaramI finished it but felt no strong urge to discu...neutralnegative-0.5504
2ShantaramNot a waste of time but not the best use of it...neutralnegative-0.5975
3ShantaramI kept watching but never felt fully gripped t...neutralpositive0.5267
4ShantaramServiceable television that ticked most of the...neutralnegative-0.4215
5ShantaramHad strong competition and did not quite stand...neutralpositive0.5106
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "summary": "{\n \"name\": \"df_reviews[[\\\"title\\\",\\\"review_text\\\",\\\"audience_sentiment\\\",\\\"vader_sentiment\\\",\\\"vader_score\\\"]]\",\n \"rows\": 6,\n \"fields\": [\n {\n \"column\": \"title\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 1,\n \"samples\": [\n \"Shantaram\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"review_text\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 6,\n \"samples\": [\n \"It held my attention without ever truly capturing my imagination.\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"audience_sentiment\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 1,\n \"samples\": [\n \"neutral\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"vader_sentiment\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"positive\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"vader_score\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.5225021598041486,\n \"min\": -0.5975,\n \"max\": 0.5267,\n \"num_unique_values\": 6,\n \"samples\": [\n -0.3412\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 5 } ], "source": [ "from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer\n", "\n", "analyzer = SentimentIntensityAnalyzer()\n", "\n", "def compute_vader_label(text):\n", " score = analyzer.polarity_scores(str(text))[\"compound\"]\n", " if score >= 0.05: return \"positive\"\n", " elif score <= -0.05: return \"negative\"\n", " else: return \"neutral\"\n", "\n", "def compute_vader_score(text):\n", " return round(analyzer.polarity_scores(str(text))[\"compound\"], 4)\n", "\n", "df_reviews[\"vader_sentiment\"] = df_reviews[\"review_text\"].apply(compute_vader_label)\n", "df_reviews[\"vader_score\"] = df_reviews[\"review_text\"].apply(compute_vader_score)\n", "\n", "print(\"VADER sentiment distribution:\")\n", "print(df_reviews[\"vader_sentiment\"].value_counts())\n", "print()\n", "df_reviews[[\"title\",\"review_text\",\"audience_sentiment\",\"vader_sentiment\",\"vader_score\"]].head(6)" ], "id": "TriuT-BUZtOv" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "JonbPigcZtOv", "outputId": "3b2e2d03-c222-4a80-9328-9441afcd7a66" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Overall alignment between VADER and IMDb-derived labels: 42.1%\n", "\n", "audience_sentiment alignment_rate\n", " negative 0.481312\n", " neutral 0.202001\n", " positive 0.601973\n" ] } ], "source": [ "# alignment: how often does VADER agree with the IMDb-derived label?\n", "df_reviews[\"sentiment_match\"] = (df_reviews[\"vader_sentiment\"] == df_reviews[\"audience_sentiment\"])\n", "match_rate = df_reviews[\"sentiment_match\"].mean()\n", "print(f\"Overall alignment between VADER and IMDb-derived labels: {match_rate:.1%}\")\n", "print()\n", "alignment_by_label = (\n", " df_reviews.groupby(\"audience_sentiment\")[\"sentiment_match\"]\n", " .mean().rename(\"alignment_rate\").reset_index()\n", ")\n", "print(alignment_by_label.to_string(index=False))" ], "id": "JonbPigcZtOv" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "BTt72ixAZtOv", "outputId": "27bbeca1-e1ce-46e1-92a8-bc5915bf4416" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "VADER features merged — df_shows: 6,747 × 23 cols\n" ] } ], "source": [ "# compute per-show VADER aggregates and merge into df_shows\n", "vader_by_show = (\n", " df_reviews.groupby(\"tconst\")\n", " .agg(\n", " avg_vader_score =(\"vader_score\", \"mean\"),\n", " pct_positive_reviews =(\"vader_sentiment\", lambda x: (x == \"positive\").mean()),\n", " pct_negative_reviews =(\"vader_sentiment\", lambda x: (x == \"negative\").mean())\n", " )\n", " .reset_index()\n", ")\n", "df_shows = df_shows.merge(vader_by_show, on=\"tconst\", how=\"left\")\n", "print(f\"VADER features merged — df_shows: {df_shows.shape[0]:,} × {df_shows.shape[1]} cols\")" ], "id": "BTt72ixAZtOv" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 310 }, "id": "zJTmKh1nZtOv", "outputId": "2e5590dc-88b6-495b-f34c-c5ff4e3856bb" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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}, "metadata": {} } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n", "\n", "order = [\"Renew\", \"Invest More\", \"Cancel\"]\n", "palette = {\"Renew\": \"#2ecc71\", \"Invest More\": \"#f39c12\", \"Cancel\": \"#e74c3c\"}\n", "plot_df = df_shows[df_shows[\"renewal_decision\"].isin(order)].copy()\n", "\n", "# violin plot: VADER score distribution per decision\n", "sns.violinplot(data=plot_df, x=\"renewal_decision\", y=\"avg_vader_score\",\n", " order=order, palette=palette, ax=axes[0], inner=\"quartile\")\n", "axes[0].set_title(\"Average VADER Score by Renewal Decision\", fontsize=12)\n", "axes[0].set_xlabel(\"Decision\")\n", "axes[0].set_ylabel(\"Avg VADER Compound Score\")\n", "axes[0].axhline(0, color=\"gray\", linestyle=\"--\", linewidth=0.8)\n", "axes[0].grid(axis=\"y\", alpha=0.4)\n", "\n", "# stacked bar: review sentiment mix per decision\n", "sent_by_decision = (\n", " df_reviews.merge(df_shows[[\"tconst\",\"renewal_decision\"]], on=\"tconst\")\n", " .groupby([\"renewal_decision\",\"vader_sentiment\"])\n", " .size().unstack(fill_value=0)\n", ")\n", "for col in [\"negative\",\"neutral\",\"positive\"]:\n", " if col not in sent_by_decision.columns:\n", " sent_by_decision[col] = 0\n", "sent_by_decision = sent_by_decision.reindex(\n", " [o for o in order if o in sent_by_decision.index]\n", ")[[\"negative\",\"neutral\",\"positive\"]]\n", "sent_pct = sent_by_decision.div(sent_by_decision.sum(axis=1), axis=0) * 100\n", "sent_pct.plot.bar(stacked=True, ax=axes[1],\n", " color={\"negative\":\"#e74c3c\",\"neutral\":\"#bdc3c7\",\"positive\":\"#2ecc71\"},\n", " edgecolor=\"white\", width=0.5)\n", "axes[1].set_title(\"Review Sentiment Mix by Renewal Decision\", fontsize=12)\n", "axes[1].set_xlabel(\"Decision\")\n", "axes[1].set_ylabel(\"% of Reviews\")\n", "axes[1].legend(title=\"Sentiment\", bbox_to_anchor=(1.01, 1), loc=\"upper left\")\n", "axes[1].set_xticklabels(axes[1].get_xticklabels(), rotation=0)\n", "axes[1].grid(axis=\"y\", alpha=0.4)\n", "\n", "plt.tight_layout()\n", "plt.savefig(FIG_DIR / \"vader_sentiment_analysis.png\", dpi=150, bbox_inches=\"tight\")\n", "plt.show()" ], "id": "zJTmKh1nZtOv" }, { "cell_type": "markdown", "metadata": { "id": "Z4syOIOZZtOw" }, "source": [ "---\n", "## Viewership Trends\n", "\n", "Before forecasting we visualise the raw viewership trajectories for a sample of shows across all three decision categories. This is a gut-check that the data tells a coherent story — Renew shows should be climbing, Cancel shows declining, and Invest More shows sitting somewhere in between.\n" ], "id": "Z4syOIOZZtOw" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 338 }, "id": "6hMzBPZzZtOw", "outputId": "9b440382-318c-47d5-8bb5-1367a5164f3d" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": {} } ], "source": [ "decision_colors = {\"Renew\": \"#2ecc71\", \"Invest More\": \"#f39c12\", \"Cancel\": \"#e74c3c\"}\n", "sampled_titles = []\n", "\n", "for decision in [\"Renew\", \"Invest More\", \"Cancel\"]:\n", " pool = df_shows[df_shows[\"renewal_decision\"] == decision][\"tconst\"].tolist()\n", " sampled_titles.extend(random.sample(pool, min(5, len(pool))))\n", "\n", "sampled_shows = df_shows[df_shows[\"tconst\"].isin(sampled_titles)].set_index(\"tconst\")\n", "sampled_viewers = df_viewership[df_viewership[\"tconst\"].isin(sampled_titles)]\n", "\n", "fig, ax = plt.subplots(figsize=(18, 7))\n", "\n", "for tconst in sampled_titles:\n", " show = sampled_shows.loc[tconst]\n", " color = decision_colors.get(show[\"renewal_decision\"], \"gray\")\n", " data = sampled_viewers[sampled_viewers[\"tconst\"] == tconst].sort_values(\"month\")\n", " ax.plot(data[\"month\"], data[\"monthly_streams_k\"],\n", " color=color, linewidth=1.8, alpha=0.85)\n", "\n", "ax.set_title(\"Monthly Viewership Trends — 5 Shows per Renewal Decision\", fontsize=13)\n", "ax.set_xlabel(\"Month\")\n", "ax.set_ylabel(\"Monthly Streams (thousands)\")\n", "ax.xaxis.set_major_formatter(mdates.DateFormatter(\"%b %Y\"))\n", "ax.xaxis.set_major_locator(mdates.MonthLocator(interval=3))\n", "plt.xticks(rotation=45)\n", "ax.grid(True, alpha=0.3)\n", "\n", "from matplotlib.lines import Line2D\n", "ax.legend(handles=[Line2D([0],[0], color=v, linewidth=3, label=k)\n", " for k, v in decision_colors.items()],\n", " title=\"Decision\", loc=\"upper left\", fontsize=9)\n", "\n", "plt.tight_layout()\n", "plt.savefig(FIG_DIR / \"viewership_trends_sampled.png\", dpi=150, bbox_inches=\"tight\")\n", "plt.show()" ], "id": "6hMzBPZzZtOw" }, { "cell_type": "markdown", "metadata": { "id": "jUGZafx2ZtOw" }, "source": [ "---\n", "## ARIMA Viewership Forecasting\n", "\n", "ARIMA (AutoRegressive Integrated Moving Average) models a time series using three parameters: how many past values to use (p), how many times to difference the series to make it stationary (d), and how many past forecast errors to include (q). Rather than fixing these by hand we search across a parameter grid and pick the combination with the lowest AIC score for each individual show.\n", "\n", "We forecast 6 months forward for a sample of 15 shows (5 per decision category) and plot each series with a confidence interval. The practical output is a `forecast_trend` label per show — whether viewership is predicted to grow, stay flat, or decline — which becomes an additional feature in the renewal decision analysis.\n" ], "id": "jUGZafx2ZtOw" }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "hnJf5CkFZtOx" }, "outputs": [], "source": [ "import statsmodels.api as sm\n", "\n", "def find_best_arima(series, p_range=(0,3), d_range=(0,2), q_range=(0,1)):\n", " best_aic, best_order, best_model = float(\"inf\"), (1,1,0), None\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", " result = sm.tsa.ARIMA(series, order=(p,d,q)).fit()\n", " if result.aic < best_aic:\n", " best_aic, best_order, best_model = result.aic, (p,d,q), result\n", " except:\n", " continue\n", " return best_order, best_model" ], "id": "hnJf5CkFZtOx" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 479 }, "id": "93mGkMaIZtOx", "outputId": "cb859e84-0fe0-4a32-8a8d-e6f8bd0b573a" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "FORECAST_STEPS = 6\n", "forecast_records = []\n", "\n", "fig, axes = plt.subplots(3, 5, figsize=(22, 12))\n", "axes_flat = axes.flatten()\n", "\n", "for idx, tconst in enumerate(sampled_titles):\n", " show = sampled_shows.loc[tconst]\n", " color = decision_colors.get(show[\"renewal_decision\"], \"gray\")\n", " series = (\n", " sampled_viewers[sampled_viewers[\"tconst\"] == tconst]\n", " .sort_values(\"month\").set_index(\"month\")[\"monthly_streams_k\"]\n", " )\n", " ax = axes_flat[idx]\n", "\n", " with warnings.catch_warnings():\n", " warnings.simplefilter(\"ignore\")\n", " order, model = find_best_arima(series)\n", "\n", " if model is not None:\n", " fc = model.get_forecast(steps=FORECAST_STEPS)\n", " fc_mean = fc.predicted_mean\n", " fc_ci = fc.conf_int()\n", " fc_index = pd.date_range(\n", " start=series.index[-1] + pd.DateOffset(months=1),\n", " periods=FORECAST_STEPS, freq=\"MS\"\n", " )\n", "\n", " ax.plot(series.index, series.values, color=color, linewidth=1.8, label=\"Observed\")\n", " ax.plot(fc_index, fc_mean.values, linestyle=\"--\", color=color, linewidth=1.8, label=\"Forecast\")\n", " ax.fill_between(fc_index,\n", " fc_ci.iloc[:,0].values, fc_ci.iloc[:,1].values,\n", " alpha=0.15, color=color)\n", "\n", " trend = (\"grow\" if fc_mean.values[-1] > series.values[-1] * 1.05 else\n", " \"decline\" if fc_mean.values[-1] < series.values[-1] * 0.95 else \"flat\")\n", "\n", " forecast_records.append({\n", " \"tconst\": tconst, \"arima_order\": str(order),\n", " \"forecast_month1\": round(fc_mean.values[0], 1),\n", " \"forecast_month6\": round(fc_mean.values[-1], 1),\n", " \"forecast_trend\": trend\n", " })\n", " else:\n", " forecast_records.append({\"tconst\": tconst, \"arima_order\": \"failed\",\n", " \"forecast_month1\": None, \"forecast_month6\": None,\n", " \"forecast_trend\": \"unknown\"})\n", "\n", " short = show[\"title\"][:22] + \"…\" if len(show[\"title\"]) > 22 else show[\"title\"]\n", " ax.set_title(f\"{short}\\n[{show['renewal_decision']}] ARIMA{order}\", fontsize=7)\n", " ax.xaxis.set_major_formatter(mdates.DateFormatter(\"%b %y\"))\n", " ax.xaxis.set_major_locator(mdates.MonthLocator(interval=6))\n", " ax.tick_params(axis=\"x\", labelsize=6, rotation=30)\n", " ax.tick_params(axis=\"y\", labelsize=6)\n", " ax.grid(True, alpha=0.25)\n", "\n", "plt.suptitle(\"ARIMA Viewership Forecasts — 5 Shows per Renewal Decision (6-Month Horizon)\",\n", " fontsize=13, y=1.01)\n", "plt.tight_layout()\n", "plt.savefig(FIG_DIR / \"arima_forecasts.png\", dpi=150, bbox_inches=\"tight\")\n", "plt.show()" ], "id": "93mGkMaIZtOx" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "yJjBHsBJZtOx", "outputId": "995c0914-8d23-406f-ec56-3627d965c3f8" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Forecast trend distribution (sampled shows):\n", "forecast_trend\n", "flat 6\n", "decline 6\n", "grow 3\n", "Name: count, dtype: int64\n" ] } ], "source": [ "# merge forecast trend back into df_shows\n", "df_forecasts = pd.DataFrame(forecast_records)\n", "df_shows = df_shows.merge(df_forecasts[[\"tconst\",\"forecast_trend\",\"arima_order\"]],\n", " on=\"tconst\", how=\"left\")\n", "df_shows[\"forecast_trend\"] = df_shows[\"forecast_trend\"].fillna(\"not_sampled\")\n", "\n", "print(\"Forecast trend distribution (sampled shows):\")\n", "print(df_shows[df_shows[\"forecast_trend\"] != \"not_sampled\"][\"forecast_trend\"].value_counts())" ], "id": "yJjBHsBJZtOx" }, { "cell_type": "markdown", "metadata": { "id": "JQlSZWoBZtOx" }, "source": [ "---\n", "## Random Forest Classifier\n", "\n", "This is the quantitative core of the project. We train a Random Forest to predict the three-class `renewal_decision` label using every signal we have: real IMDb features (rating, vote count, season count, longevity score), synthetic financial features (content cost, ROI, completion rate, subscriber impact), average viewership, and the VADER-derived sentiment scores.\n", "\n", "We split 80/20 for training and testing, evaluate with a full classification report, and then look at feature importances to understand what the model actually used to make its predictions. That last part is where the most interesting business insights come from.\n" ], "id": "JQlSZWoBZtOx" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Lq4cFoujZtOy", "outputId": "d8183b30-6c6a-4a76-da86-b864216a272f" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Training set: 5,397 shows\n", "Test set: 1,350 shows\n", "\n", "Class balance in training set:\n", "renewal_decision\n", "Cancel 4206\n", "Invest More 985\n", "Renew 206\n" ] } ], "source": [ "from sklearn.ensemble import RandomForestClassifier\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.preprocessing import LabelEncoder\n", "from sklearn.metrics import classification_report, confusion_matrix, accuracy_score\n", "\n", "FEATURES = [\n", " \"imdb_rating\", \"vote_count\", \"num_seasons\", \"longevity_score\",\n", " \"content_cost_m\", \"subscriber_impact_k\", \"avg_completion_rate\", \"platform_roi_pct\",\n", " \"avg_monthly_streams_k\", \"avg_vader_score\", \"pct_positive_reviews\", \"pct_negative_reviews\"\n", "]\n", "TARGET = \"renewal_decision\"\n", "\n", "le_genre = LabelEncoder()\n", "df_shows[\"genre_encoded\"] = le_genre.fit_transform(df_shows[\"primary_genre\"].fillna(\"Unknown\"))\n", "FEATURES.append(\"genre_encoded\")\n", "\n", "df_model = df_shows[FEATURES + [TARGET]].dropna().copy()\n", "X = df_model[FEATURES]\n", "y = df_model[TARGET]\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(\n", " X, y, test_size=0.2, random_state=2025, stratify=y\n", ")\n", "\n", "print(f\"Training set: {len(X_train):,} shows\")\n", "print(f\"Test set: {len(X_test):,} shows\")\n", "print()\n", "print(\"Class balance in training set:\")\n", "print(y_train.value_counts().to_string())" ], "id": "Lq4cFoujZtOy" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "UF12IyUUZtOy", "outputId": "4f3ae261-1c79-4591-acad-2ae1da2565ce" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Accuracy: 0.798\n", "\n", " precision recall f1-score support\n", "\n", " Cancel 0.80 0.98 0.88 1052\n", " Invest More 0.68 0.15 0.24 246\n", " Renew 1.00 0.12 0.21 52\n", "\n", " accuracy 0.80 1350\n", " macro avg 0.83 0.42 0.44 1350\n", "weighted avg 0.79 0.80 0.74 1350\n", "\n" ] } ], "source": [ "rf = RandomForestClassifier(n_estimators=200, max_depth=12,\n", " min_samples_leaf=3, random_state=2025, n_jobs=-1)\n", "rf.fit(X_train, y_train)\n", "y_pred = rf.predict(X_test)\n", "\n", "print(f\"Accuracy: {accuracy_score(y_test, y_pred):.3f}\")\n", "print()\n", "print(classification_report(y_test, y_pred))" ], "id": "UF12IyUUZtOy" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 291 }, "id": "kyVkqOsCZtOy", "outputId": "eee63a87-3698-4289-8cb7-5ca5f193648e" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(15, 5))\n", "\n", "# confusion matrix\n", "labels = [\"Cancel\", \"Invest More\", \"Renew\"]\n", "cm = confusion_matrix(y_test, y_pred, labels=labels)\n", "sns.heatmap(cm, annot=True, fmt=\"d\", cmap=\"Blues\",\n", " xticklabels=labels, yticklabels=labels,\n", " ax=axes[0], linewidths=0.5, linecolor=\"white\")\n", "axes[0].set_title(\"Confusion Matrix\", fontsize=12)\n", "axes[0].set_xlabel(\"Predicted\")\n", "axes[0].set_ylabel(\"Actual\")\n", "\n", "# feature importances\n", "importances = pd.Series(rf.feature_importances_, index=FEATURES).sort_values(ascending=True)\n", "bar_colors = [\"#e74c3c\" if i >= len(importances)-3 else \"#3498db\"\n", " for i in range(len(importances))]\n", "importances.plot.barh(ax=axes[1], color=bar_colors, edgecolor=\"white\")\n", "axes[1].set_title(\"Feature Importances (top 3 highlighted in red)\", fontsize=12)\n", "axes[1].set_xlabel(\"Mean Decrease in Impurity\")\n", "axes[1].axvline(importances.mean(), color=\"gray\", linestyle=\"--\",\n", " linewidth=0.9, label=\"Mean\")\n", "axes[1].legend(fontsize=8)\n", "axes[1].grid(axis=\"x\", alpha=0.4)\n", "\n", "plt.tight_layout()\n", "plt.savefig(FIG_DIR / \"random_forest_results.png\", dpi=150, bbox_inches=\"tight\")\n", "plt.show()" ], "id": "kyVkqOsCZtOy" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "AYBdJ2kvZtOy", "outputId": "e71a9eda-850c-46bb-f05d-a115993ad876" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Top 5 most important features:\n", " feature importance\n", " platform_roi_pct 0.1423\n", "avg_monthly_streams_k 0.1176\n", " content_cost_m 0.0927\n", " subscriber_impact_k 0.0898\n", " vote_count 0.0885\n" ] } ], "source": [ "# save feature importances table\n", "fi_df = (\n", " pd.Series(rf.feature_importances_, index=FEATURES)\n", " .sort_values(ascending=False)\n", " .reset_index()\n", " .rename(columns={\"index\": \"feature\", 0: \"importance\"})\n", ")\n", "fi_df[\"importance\"] = fi_df[\"importance\"].round(4)\n", "fi_df.to_csv(TAB_DIR / \"feature_importances.csv\", index=False)\n", "\n", "print(\"Top 5 most important features:\")\n", "print(fi_df.head(5).to_string(index=False))" ], "id": "AYBdJ2kvZtOy" }, { "cell_type": "markdown", "metadata": { "id": "Rr_K2uQBZtOy" }, "source": [ "---\n", "## Decision Analysis\n", "\n", "With the classifier validated we step back and look at the business output. We break down renewal decisions by genre to see which content categories the platform should double down on or cut, compare ROI and completion rates across the three decision classes, and produce the final recommendation table that would go to a content executive.\n" ], "id": "Rr_K2uQBZtOy" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 256 }, "id": "_jX0XlaAZtOz", "outputId": "eb25386b-a319-41b9-c890-5e3bc56c51c9" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "fig, axes = plt.subplots(1, 3, figsize=(18, 5))\n", "\n", "palette = {\"Renew\": \"#2ecc71\", \"Invest More\": \"#f39c12\", \"Cancel\": \"#e74c3c\"}\n", "top_genres = df_shows[\"primary_genre\"].value_counts().head(8).index\n", "genre_df = df_shows[df_shows[\"primary_genre\"].isin(top_genres)]\n", "\n", "# decisions by genre\n", "genre_cross = (\n", " genre_df.groupby([\"primary_genre\",\"renewal_decision\"])\n", " .size().unstack(fill_value=0)\n", ")\n", "for col in [\"Renew\",\"Invest More\",\"Cancel\"]:\n", " if col not in genre_cross.columns:\n", " genre_cross[col] = 0\n", "genre_cross[[\"Renew\",\"Invest More\",\"Cancel\"]].plot.bar(\n", " ax=axes[0], color=list(palette.values()), edgecolor=\"white\", width=0.7\n", ")\n", "axes[0].set_title(\"Renewal Decisions by Genre (Top 8)\", fontsize=11)\n", "axes[0].set_xlabel(\"\")\n", "axes[0].set_xticklabels(axes[0].get_xticklabels(), rotation=35, ha=\"right\", fontsize=8)\n", "axes[0].legend(title=\"Decision\", fontsize=8)\n", "axes[0].grid(axis=\"y\", alpha=0.4)\n", "\n", "# ROI by decision\n", "sns.boxplot(data=df_shows, x=\"renewal_decision\", y=\"platform_roi_pct\",\n", " order=[\"Renew\",\"Invest More\",\"Cancel\"],\n", " palette=palette, ax=axes[1], width=0.5,\n", " flierprops=dict(marker=\".\", alpha=0.4))\n", "axes[1].set_title(\"Platform ROI % by Renewal Decision\", fontsize=11)\n", "axes[1].set_xlabel(\"Decision\")\n", "axes[1].set_ylabel(\"ROI (%)\")\n", "axes[1].grid(axis=\"y\", alpha=0.4)\n", "\n", "# completion rate by decision\n", "sns.boxplot(data=df_shows, x=\"renewal_decision\", y=\"avg_completion_rate\",\n", " order=[\"Renew\",\"Invest More\",\"Cancel\"],\n", " palette=palette, ax=axes[2], width=0.5,\n", " flierprops=dict(marker=\".\", alpha=0.4))\n", "axes[2].set_title(\"Avg Season Completion Rate by Renewal Decision\", fontsize=11)\n", "axes[2].set_xlabel(\"Decision\")\n", "axes[2].set_ylabel(\"Completion Rate\")\n", "axes[2].grid(axis=\"y\", alpha=0.4)\n", "\n", "plt.suptitle(\"What Drives Renewal vs Cancellation?\", fontsize=13, y=1.02)\n", "plt.tight_layout()\n", "plt.savefig(FIG_DIR / \"decision_analysis.png\", dpi=150, bbox_inches=\"tight\")\n", "plt.show()" ], "id": "_jX0XlaAZtOz" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "xlY1DZAXZtOz", "outputId": "4d0f9dbe-d134-4e5f-bd0d-44c4744d12dc" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Top Renew candidates:\n", " title primary_genre imdb_rating num_seasons avg_monthly_streams_k avg_completion_rate platform_roi_pct avg_vader_score renewal_decision\n", " The Slow Mo Guys Documentary 8.7 1 14665.61 0.76 83.92 0.46 Renew\n", " The Traitors UK Game-Show 8.7 4 14644.61 0.94 14.56 0.21 Renew\n", "Time to Get Drunk with SUGA Talk-Show 9.0 1 14511.28 0.83 96.60 0.25 Renew\n", " Mohanagar Thriller 8.7 2 13928.61 0.76 21.25 0.29 Renew\n", " Titu Talks Comedy 8.7 1 13917.17 0.86 18.88 0.36 Renew\n", "\n", "Top Cancel candidates:\n", " title primary_genre imdb_rating num_seasons avg_monthly_streams_k avg_completion_rate platform_roi_pct avg_vader_score renewal_decision\n", " Through the Wormhole Documentary 8.6 8 15709.61 0.78 -50.08 0.19 Cancel\n", "Love on the Spectrum Australia Documentary 8.6 2 15458.72 0.82 1.11 0.32 Cancel\n", " Better Call Saul Crime 9.0 6 14918.94 0.87 -36.84 0.50 Cancel\n", " Don't Hug Me I'm Scared Animation 8.7 1 14918.78 0.72 85.90 0.40 Cancel\n", " The Last Kingdom Action 8.5 5 14827.83 0.85 -40.95 0.12 Cancel\n" ] } ], "source": [ "# final recommendation table\n", "recommendation_table = (\n", " df_shows[[\n", " \"title\",\"primary_genre\",\"imdb_rating\",\"num_seasons\",\n", " \"avg_monthly_streams_k\",\"avg_completion_rate\",\n", " \"platform_roi_pct\",\"avg_vader_score\",\"renewal_decision\"\n", " ]]\n", " .sort_values([\"renewal_decision\",\"avg_monthly_streams_k\"],\n", " ascending=[True, False])\n", " .round(2)\n", ")\n", "recommendation_table.to_csv(TAB_DIR / \"renewal_recommendations.csv\", index=False)\n", "\n", "print(\"Top Renew candidates:\")\n", "print(recommendation_table[recommendation_table[\"renewal_decision\"]==\"Renew\"]\n", " .head(5).to_string(index=False))\n", "print()\n", "print(\"Top Cancel candidates:\")\n", "print(recommendation_table[recommendation_table[\"renewal_decision\"]==\"Cancel\"]\n", " .head(5).to_string(index=False))" ], "id": "xlY1DZAXZtOz" }, { "cell_type": "markdown", "metadata": { "id": "VVhVQyQuZtOz" }, "source": [ "---\n", "## Platform-Level Overview\n", "\n", "One final chart: total monthly streams across the entire platform over the 18-month window. This is the top-line KPI that sits at the top of the executive dashboard — it tells you whether the platform is growing overall, which is the context every individual show decision sits within. We overlay a 3-month rolling average to show the underlying trend more clearly.\n" ], "id": "VVhVQyQuZtOz" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 310 }, "id": "JZ4XfVqRZtOz", "outputId": "f906c75d-2648-497f-dbaa-21500b03301e" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": {} } ], "source": [ "fig, ax = plt.subplots(figsize=(14, 5))\n", "\n", "ax.fill_between(df_monthly[\"month\"], df_monthly[\"total_streams_k\"],\n", " alpha=0.2, color=\"#3498db\")\n", "ax.plot(df_monthly[\"month\"], df_monthly[\"total_streams_k\"],\n", " color=\"#3498db\", linewidth=2.2, marker=\"o\", markersize=4, label=\"Monthly streams\")\n", "\n", "rolling = df_monthly[\"total_streams_k\"].rolling(3, center=True).mean()\n", "ax.plot(df_monthly[\"month\"], rolling,\n", " color=\"#e74c3c\", linewidth=2, linestyle=\"--\", label=\"3-month rolling avg\")\n", "\n", "ax.set_title(\"Total Platform Streams Over Time (All Shows Combined)\", fontsize=13)\n", "ax.set_xlabel(\"Month\")\n", "ax.set_ylabel(\"Total Streams (thousands)\")\n", "ax.xaxis.set_major_formatter(mdates.DateFormatter(\"%b %Y\"))\n", "ax.xaxis.set_major_locator(mdates.MonthLocator(interval=2))\n", "plt.xticks(rotation=45)\n", "ax.grid(True, alpha=0.3)\n", "ax.legend(fontsize=9)\n", "\n", "plt.tight_layout()\n", "plt.savefig(FIG_DIR / \"platform_overview.png\", dpi=150, bbox_inches=\"tight\")\n", "plt.show()" ], "id": "JZ4XfVqRZtOz" }, { "cell_type": "markdown", "metadata": { "id": "qYydR5idZtO0" }, "source": [ "---\n", "## Export Everything for the HF App\n", "\n", "We save a KPI summary JSON and the final enriched show dataset so the Hugging Face app can read them without re-running the analysis.\n" ], "id": "qYydR5idZtO0" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "H7UntSJ6ZtO0", "outputId": "1c934bef-a55f-4c71-f4ee-a31d674a1359" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "All exports saved to /artifacts/:\n", " artifacts/figures/arima_forecasts.png\n", " artifacts/figures/decision_analysis.png\n", " artifacts/figures/platform_overview.png\n", " artifacts/figures/random_forest_results.png\n", " artifacts/figures/vader_sentiment_analysis.png\n", " artifacts/figures/viewership_trends_sampled.png\n", " artifacts/tables/feature_importances.csv\n", " artifacts/tables/kpis.json\n", " artifacts/tables/renewal_recommendations.csv\n", " artifacts/tables/shows_final.csv\n" ] } ], "source": [ "kpis = {\n", " \"total_shows\": int(df_shows[\"tconst\"].nunique()),\n", " \"shows_to_renew\": int((df_shows[\"renewal_decision\"] == \"Renew\").sum()),\n", " \"shows_to_cancel\": int((df_shows[\"renewal_decision\"] == \"Cancel\").sum()),\n", " \"shows_invest_more\": int((df_shows[\"renewal_decision\"] == \"Invest More\").sum()),\n", " \"avg_imdb_rating\": round(float(df_shows[\"imdb_rating\"].mean()), 2),\n", " \"avg_platform_roi\": round(float(df_shows[\"platform_roi_pct\"].mean()), 2),\n", " \"avg_completion_rate\": round(float(df_shows[\"avg_completion_rate\"].mean()), 3),\n", " \"sentiment_alignment\": round(float(df_reviews[\"sentiment_match\"].mean()), 3)\n", "}\n", "\n", "with open(TAB_DIR / \"kpis.json\", \"w\") as f:\n", " json.dump(kpis, f, indent=2)\n", "\n", "df_shows.to_csv(TAB_DIR / \"shows_final.csv\", index=False)\n", "\n", "print(\"All exports saved to /artifacts/:\")\n", "for p in sorted(list(FIG_DIR.glob(\"*.png\")) + list(TAB_DIR.glob(\"*\"))):\n", " print(f\" {p}\")" ], "id": "H7UntSJ6ZtO0" }, { "cell_type": "markdown", "metadata": { "id": "ubza0huzZtO0" }, "source": [ "---\n", "## Summary" ], "id": "ubza0huzZtO0" }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 682 }, "id": "baxfU69XZtO0", "outputId": "b777fb49-fc7d-40e9-82ea-f5b76885c0fa" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Total shows analysed: 6,747\n", "Renew: 258\n", "Invest More: 1,231\n", "Cancel: 5,258\n", "RF Accuracy: 79.8%\n", "Sentiment alignment: 42.1%\n", "Avg platform ROI: -15.8%\n", "Avg completion rate: 51.1%\n", "\n", "Top 3 most important features for the classifier:\n", " platform_roi_pct 0.1423\n", " avg_monthly_streams_k 0.1176\n", " content_cost_m 0.0927\n", "\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ " title imdb_rating num_seasons renewal_decision \\\n", "0 Shantaram 7.4 1 Cancel \n", "1 Westworld 8.4 4 Cancel \n", "2 Carnival Row 7.7 2 Cancel \n", "3 The Nine Lives of Chloe King 7.0 1 Cancel \n", "4 Foundation 7.6 4 Invest More \n", "5 The Death of Bunny Munro 6.7 1 Cancel \n", "6 The Swarm 5.9 1 Cancel \n", "7 Game of Thrones 9.2 8 Cancel \n", "8 Boardwalk Empire 8.6 5 Cancel \n", "9 Blood of Zeus 7.5 3 Cancel \n", "\n", " platform_roi_pct avg_vader_score \n", "0 14.46 -0.09870 \n", "1 -45.29 0.50452 \n", "2 -41.87 0.20012 \n", "3 131.83 0.33969 \n", "4 -50.71 0.38547 \n", "5 29.55 0.31719 \n", "6 19.36 0.00430 \n", "7 -39.82 0.38524 \n", "8 -9.61 0.35531 \n", "9 -46.81 0.24235 " ], "text/html": [ "\n", "
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titleimdb_ratingnum_seasonsrenewal_decisionplatform_roi_pctavg_vader_score
0Shantaram7.41Cancel14.46-0.09870
1Westworld8.44Cancel-45.290.50452
2Carnival Row7.72Cancel-41.870.20012
3The Nine Lives of Chloe King7.01Cancel131.830.33969
4Foundation7.64Invest More-50.710.38547
5The Death of Bunny Munro6.71Cancel29.550.31719
6The Swarm5.91Cancel19.360.00430
7Game of Thrones9.28Cancel-39.820.38524
8Boardwalk Empire8.65Cancel-9.610.35531
9Blood of Zeus7.53Cancel-46.810.24235
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "summary": "{\n \"name\": \" \\\"platform_roi_pct\\\",\\\"avg_vader_score\\\"]]\",\n \"rows\": 10,\n \"fields\": [\n {\n \"column\": \"title\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 10,\n \"samples\": [\n \"Boardwalk Empire\",\n \"Westworld\",\n \"The Death of Bunny Munro\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"imdb_rating\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.9614803401237302,\n \"min\": 5.9,\n \"max\": 9.2,\n \"num_unique_values\": 10,\n \"samples\": [\n 8.6,\n 8.4,\n 6.7\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"num_seasons\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 2,\n \"min\": 1,\n \"max\": 8,\n \"num_unique_values\": 6,\n \"samples\": [\n 1,\n 4,\n 3\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"renewal_decision\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"Invest More\",\n \"Cancel\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"platform_roi_pct\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 56.69587432569988,\n \"min\": -50.71,\n \"max\": 131.83,\n \"num_unique_values\": 10,\n \"samples\": [\n -9.61,\n -45.29\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"avg_vader_score\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.18491510367072658,\n \"min\": -0.0987,\n \"max\": 0.5045200000000001,\n \"num_unique_values\": 10,\n \"samples\": [\n 0.35531,\n 0.5045200000000001\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 21 } ], "source": [ "print(f\"Total shows analysed: {df_shows['tconst'].nunique():,}\")\n", "print(f\"Renew: {(df_shows['renewal_decision']=='Renew').sum():,}\")\n", "print(f\"Invest More: {(df_shows['renewal_decision']=='Invest More').sum():,}\")\n", "print(f\"Cancel: {(df_shows['renewal_decision']=='Cancel').sum():,}\")\n", "print(f\"RF Accuracy: {accuracy_score(y_test, y_pred):.1%}\")\n", "print(f\"Sentiment alignment: {df_reviews['sentiment_match'].mean():.1%}\")\n", "print(f\"Avg platform ROI: {df_shows['platform_roi_pct'].mean():.1f}%\")\n", "print(f\"Avg completion rate: {df_shows['avg_completion_rate'].mean():.1%}\")\n", "print()\n", "print(\"Top 3 most important features for the classifier:\")\n", "for _, row in fi_df.head(3).iterrows():\n", " print(f\" {row['feature']:<32} {row['importance']:.4f}\")\n", "print()\n", "df_shows[[\"title\",\"imdb_rating\",\"num_seasons\",\"renewal_decision\",\n", " \"platform_roi_pct\",\"avg_vader_score\"]].head(10)" ], "id": "baxfU69XZtO0" } ] }