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stefan-jansen--machine-lear…/08_financial_features/case_study_feature_summary.ipynb
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"# Cross-Case-Study Feature Evaluation Summary\n",
"\n",
"**Chapter 8: Feature Engineering**\n",
"**Section Reference**: 8.6 - Combining Features and Controlling Search\n",
"**Docker image**: `ml4t`\n",
"\n",
"## Purpose\n",
"\n",
"This notebook is the cross-case-study inventory and presentation layer: it\n",
"aggregates engineered features and the best registry IC per case study across\n",
"all 9 asset classes. It surfaces:\n",
"- **Feature counts and families**: how large each case study's feature space is\n",
"- **Best IC per case study** (from the model registry): how predictive the\n",
" strongest family is, by asset class\n",
"- **Cross-asset patterns**: which feature families generalize vs which are asset-specific\n",
"\n",
"The HAC-adjusted significance and BH-FDR survival counts themselves are computed\n",
"upstream, in each case study's `13_model_analysis.py`; this notebook reads and\n",
"presents their results rather than recomputing them.\n",
"\n",
"## Learning Objectives\n",
"\n",
"1. Compare feature predictability across diverse asset classes\n",
"2. Read off each case study's best registry IC and feature-space size\n",
"3. Identify feature families that generalize vs those that are asset-specific\n",
"4. Understand how universe size (breadth) interacts with IC magnitude\n",
"\n",
"## Prerequisites\n",
"\n",
"- Case study feature notebooks must have produced `data/features/financial.parquet`\n",
"- If feature data is missing for some case studies, they show as \"no features\""
]
},
{
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"source": [
"\"\"\"Cross-case-study feature evaluation summary.\"\"\"\n",
"\n",
"import warnings\n",
"\n",
"import numpy as np\n",
"import plotly.graph_objects as go\n",
"import polars as pl\n",
"from IPython.display import display\n",
"\n",
"warnings.filterwarnings(\"ignore\")\n",
"\n",
"from utils.paths import get_case_study_dir"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "039f7e1a",
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"tags": [
"parameters"
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"source": [
"# Scale parameters (Papermill overrides for testing; readers see production values)\n",
"START_DATE = None # use full dataset"
]
},
{
"cell_type": "markdown",
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"metadata": {
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"source": [
"## 1. Load Feature Data\n",
"\n",
"Scan all case study `data/features/` directories for the `financial.parquet`\n",
"produced by the feature engineering notebooks. We introspect schemas to count\n",
"features and compare across case studies."
]
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"CASE_STUDIES = [\n",
" \"etfs\",\n",
" \"crypto_perps_funding\",\n",
" \"nasdaq100_microstructure\",\n",
" \"sp500_equity_option_analytics\",\n",
" \"us_firm_characteristics\",\n",
" \"fx_pairs\",\n",
" \"cme_futures\",\n",
" \"sp500_options\",\n",
" \"us_equities_panel\",\n",
"]\n",
"\n",
"DISPLAY_NAMES = {\n",
" \"etfs\": \"ETFs\",\n",
" \"crypto_perps_funding\": \"Crypto Perps\",\n",
" \"nasdaq100_microstructure\": \"NASDAQ-100\",\n",
" \"sp500_equity_option_analytics\": \"S&P 500 Eq+Opt\",\n",
" \"us_firm_characteristics\": \"US Firm Chars\",\n",
" \"fx_pairs\": \"FX Pairs\",\n",
" \"cme_futures\": \"CME Futures\",\n",
" \"sp500_options\": \"S&P 500 Options\",\n",
" \"us_equities_panel\": \"US Equities\",\n",
"}\n",
"\n",
"# Columns that are identifiers, not features\n",
"_ID_COLS = {\"timestamp\", \"symbol\", \"product\", \"stock_id\", \"instrument_id\", \"date\", \"asset\"}\n",
"\n",
"\n",
"def load_feature_info(case_study_id: str) -> dict | None:\n",
" \"\"\"Load feature summary by introspecting financial.parquet schema.\"\"\"\n",
" case_dir = get_case_study_dir(case_study_id)\n",
" # Case studies materialize features under <case_dir>/features/ (the\n",
" # naming-conventions doc lists this under data/features/, but the\n",
" # current case-study layout writes directly under features/).\n",
" features_path = case_dir / \"features\" / \"financial.parquet\"\n",
" if not features_path.exists():\n",
" return None\n",
"\n",
" schema = pl.scan_parquet(features_path).collect_schema()\n",
" feature_names = [c for c in schema.names() if c not in _ID_COLS]\n",
" n_features = len(feature_names)\n",
"\n",
" # Group features into families by prefix (e.g. \"mom_\", \"vol_\", \"carry_\")\n",
" family_counts: dict[str, int] = {}\n",
" for name in feature_names:\n",
" parts = name.split(\"_\")\n",
" family = parts[0] if len(parts) > 1 else \"other\"\n",
" family_counts[family] = family_counts.get(family, 0) + 1\n",
"\n",
" return {\n",
" \"n_features\": n_features,\n",
" \"feature_names\": feature_names,\n",
" \"family_counts\": family_counts,\n",
" }"
]
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"text": [
"Case studies with features: 9/9\n",
" Available: ETFs, Crypto Perps, NASDAQ-100, S&P 500 Eq+Opt, US Firm Chars, FX Pairs, CME Futures, S&P 500 Options, US Equities\n"
]
}
],
"source": [
"# Load all feature info\n",
"all_results: dict[str, dict] = {}\n",
"evaluated: dict[str, dict] = {}\n",
"awaiting: list[str] = []\n",
"\n",
"for cs in CASE_STUDIES:\n",
" result = load_feature_info(cs)\n",
" if result is None:\n",
" awaiting.append(cs)\n",
" continue\n",
" all_results[cs] = result\n",
" evaluated[cs] = result\n",
"\n",
"print(f\"Case studies with features: {len(evaluated)}/{len(CASE_STUDIES)}\")\n",
"if evaluated:\n",
" print(f\" Available: {', '.join(DISPLAY_NAMES[cs] for cs in evaluated)}\")\n",
"if awaiting:\n",
" print(f\" No features: {', '.join(DISPLAY_NAMES.get(cs, cs) for cs in awaiting)}\")"
]
},
{
"cell_type": "markdown",
"id": "b9f36029",
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"source": [
"## 2. Feature Count Comparison\n",
"\n",
"How many features and feature families does each case study engineer? (The\n",
"multiple-testing survival counts are produced upstream in each case study's\n",
"`13_model_analysis.py`; here we inventory the feature space.)"
]
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"<small>shape: (9, 4)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>case_study</th><th>n_features</th><th>n_families</th><th>top_families</th></tr><tr><td>str</td><td>i64</td><td>i64</td><td>str</td></tr></thead><tbody><tr><td>&quot;ETFs&quot;</td><td>57</td><td>24</td><td>&quot;ret(9), vol(9), sharpe(9), mom…</td></tr><tr><td>&quot;Crypto Perps&quot;</td><td>39</td><td>7</td><td>&quot;premium(28), funding(4), price…</td></tr><tr><td>&quot;NASDAQ-100&quot;</td><td>66</td><td>18</td><td>&quot;rel(8), signed(8), rv(8), micr…</td></tr><tr><td>&quot;S&amp;P 500 Eq+Opt&quot;</td><td>45</td><td>13</td><td>&quot;iv(12), mom(9), term(5), skew(…</td></tr><tr><td>&quot;US Firm Chars&quot;</td><td>57</td><td>9</td><td>&quot;other(39), composite(7), inter…</td></tr><tr><td>&quot;FX Pairs&quot;</td><td>51</td><td>15</td><td>&quot;rank(9), vol(8), ret(7), usd(5…</td></tr><tr><td>&quot;CME Futures&quot;</td><td>63</td><td>21</td><td>&quot;carry(11), sharpe(8), mom(7), …</td></tr><tr><td>&quot;S&amp;P 500 Options&quot;</td><td>51</td><td>14</td><td>&quot;instr(13), iv(10), vrp(9), rv(…</td></tr><tr><td>&quot;US Equities&quot;</td><td>63</td><td>23</td><td>&quot;mom(10), past(9), sharpe(9), v…</td></tr></tbody></table></div>"
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"│ S&P 500 Options ┆ 51 ┆ 14 ┆ instr(13), iv(10), vrp(9), rv(… │\n",
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"if evaluated:\n",
" summary_rows = []\n",
" for cs, result in evaluated.items():\n",
" summary_rows.append(\n",
" {\n",
" \"case_study\": DISPLAY_NAMES[cs],\n",
" \"n_features\": result[\"n_features\"],\n",
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" ),\n",
" }\n",
" )\n",
"\n",
" summary_df = pl.DataFrame(summary_rows)\n",
" display(summary_df)\n",
"else:\n",
" print(\"No feature data available yet. Run case study feature notebooks first.\")"
]
},
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"source": [
"## 3. Feature Count Comparison\n",
"\n",
"How does feature set size vary across case studies? More features provide\n",
"a richer signal space but also increase the multiple testing burden."
]
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},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"if evaluated:\n",
" cs_names = [DISPLAY_NAMES[cs] for cs in evaluated]\n",
" n_features = [evaluated[cs][\"n_features\"] for cs in evaluated]\n",
"\n",
" fig = go.Figure()\n",
" fig.add_trace(\n",
" go.Bar(\n",
" x=cs_names,\n",
" y=n_features,\n",
" marker_color=\"#3498db\",\n",
" text=[str(n) for n in n_features],\n",
" textposition=\"outside\",\n",
" )\n",
" )\n",
" fig.update_layout(\n",
" title=\"Number of Financial Features by Case Study\",\n",
" yaxis_title=\"Number of Features\",\n",
" template=\"plotly_white\",\n",
" height=450,\n",
" )\n",
" fig.show()\n",
"else:\n",
" print(\"No feature data available.\")"
]
},
{
"cell_type": "markdown",
"id": "fad58622",
"metadata": {
"papermill": {
"duration": 0.001666,
"end_time": "2026-06-13T03:33:31.377622+00:00",
"exception": false,
"start_time": "2026-06-13T03:33:31.375956+00:00",
"status": "completed"
}
},
"source": [
"## 4. Feature Family Distribution\n",
"\n",
"Which feature families are used across asset classes? This heatmap shows\n",
"the number of features per family per case study, revealing cross-asset\n",
"patterns (e.g., momentum features everywhere) vs asset-specific features\n",
"(e.g., carry only in futures/FX)."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "69065c73",
"metadata": {
"execution": {
"iopub.execute_input": "2026-06-13T03:33:31.381477Z",
"iopub.status.busy": "2026-06-13T03:33:31.381386Z",
"iopub.status.idle": "2026-06-13T03:33:31.552127Z",
"shell.execute_reply": "2026-06-13T03:33:31.551774Z"
},
"papermill": {
"duration": 0.174313,
"end_time": "2026-06-13T03:33:31.553559+00:00",
"exception": false,
"start_time": "2026-06-13T03:33:31.379246+00:00",
"status": "completed"
}
},
"outputs": [
{
"data": {
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"if evaluated:\n",
" # Collect all family names across case studies\n",
" all_families: set[str] = set()\n",
" for cs in evaluated:\n",
" all_families.update(evaluated[cs][\"family_counts\"].keys())\n",
"\n",
" all_families_sorted = sorted(all_families)\n",
"\n",
" if all_families_sorted:\n",
" heatmap_data = []\n",
" for family in all_families_sorted:\n",
" row = []\n",
" for cs in evaluated:\n",
" count = evaluated[cs][\"family_counts\"].get(family, 0)\n",
" row.append(count if count > 0 else float(\"nan\"))\n",
" heatmap_data.append(row)\n",
"\n",
" fig = go.Figure(\n",
" data=go.Heatmap(\n",
" z=heatmap_data,\n",
" x=[DISPLAY_NAMES[cs] for cs in evaluated],\n",
" y=all_families_sorted,\n",
" colorscale=\"Blues\",\n",
" text=[\n",
" [f\"{int(v)}\" if not np.isnan(v) else \"\" for v in row] for row in heatmap_data\n",
" ],\n",
" texttemplate=\"%{text}\",\n",
" textfont={\"size\": 9},\n",
" )\n",
" )\n",
" fig.update_layout(\n",
" title=\"Feature Family Count by Case Study\",\n",
" template=\"plotly_white\",\n",
" height=max(400, len(all_families_sorted) * 30 + 100),\n",
" width=max(600, len(evaluated) * 100 + 200),\n",
" )\n",
" fig.show()\n",
" else:\n",
" print(\"No family-level data available.\")\n",
"else:\n",
" print(\"No feature data available.\")"
]
},
{
"cell_type": "markdown",
"id": "1a7f10d7",
"metadata": {
"papermill": {
"duration": 0.003256,
"end_time": "2026-06-13T03:33:31.560590+00:00",
"exception": false,
"start_time": "2026-06-13T03:33:31.557334+00:00",
"status": "completed"
}
},
"source": [
"## 5. Representative Features Across Case Studies\n",
"\n",
"A sample of each case study's feature space — the first few feature names in\n",
"schema order — to illustrate the engineered inputs. This is an inventory view,\n",
"not an IC ranking (per-feature IC is computed in each case study's evaluation\n",
"notebook)."
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "402aa5d2",
"metadata": {
"execution": {
"iopub.execute_input": "2026-06-13T03:33:31.567447Z",
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},
"papermill": {
"duration": 0.006838,
"end_time": "2026-06-13T03:33:31.570531+00:00",
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"status": "completed"
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},
"outputs": [
{
"data": {
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".dataframe > thead > tr,\n",
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"</style>\n",
"<small>shape: (45, 2)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>case_study</th><th>feature</th></tr><tr><td>str</td><td>str</td></tr></thead><tbody><tr><td>&quot;ETFs&quot;</td><td>&quot;ret_5d&quot;</td></tr><tr><td>&quot;ETFs&quot;</td><td>&quot;ret_10d&quot;</td></tr><tr><td>&quot;ETFs&quot;</td><td>&quot;ret_21d&quot;</td></tr><tr><td>&quot;ETFs&quot;</td><td>&quot;ret_42d&quot;</td></tr><tr><td>&quot;ETFs&quot;</td><td>&quot;ret_63d&quot;</td></tr><tr><td>&hellip;</td><td>&hellip;</td></tr><tr><td>&quot;US Equities&quot;</td><td>&quot;past_ret_5d&quot;</td></tr><tr><td>&quot;US Equities&quot;</td><td>&quot;past_ret_10d&quot;</td></tr><tr><td>&quot;US Equities&quot;</td><td>&quot;past_ret_21d&quot;</td></tr><tr><td>&quot;US Equities&quot;</td><td>&quot;past_ret_42d&quot;</td></tr><tr><td>&quot;US Equities&quot;</td><td>&quot;past_ret_63d&quot;</td></tr></tbody></table></div>"
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"╞═════════════╪══════════════╡\n",
"│ ETFs ┆ ret_5d │\n",
"│ ETFs ┆ ret_10d │\n",
"│ ETFs ┆ ret_21d │\n",
"│ ETFs ┆ ret_42d │\n",
"│ ETFs ┆ ret_63d │\n",
"│ … ┆ … │\n",
"│ US Equities ┆ past_ret_5d │\n",
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"│ US Equities ┆ past_ret_42d │\n",
"│ US Equities ┆ past_ret_63d │\n",
"└─────────────┴──────────────┘"
]
},
"metadata": {},
"output_type": "display_data"
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],
"source": [
"if evaluated:\n",
" top_features_all = []\n",
" for cs in evaluated:\n",
" # Show first 5 feature names per case study\n",
" for feat_name in evaluated[cs][\"feature_names\"][:5]:\n",
" top_features_all.append(\n",
" {\n",
" \"case_study\": DISPLAY_NAMES[cs],\n",
" \"feature\": feat_name,\n",
" }\n",
" )\n",
"\n",
" if top_features_all:\n",
" top_df = pl.DataFrame(top_features_all)\n",
" display(top_df)\n",
"else:\n",
" print(\"No feature data available.\")"
]
},
{
"cell_type": "markdown",
"id": "d75aef25",
"metadata": {
"papermill": {
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"status": "completed"
}
},
"source": [
"## 6. Correlation Structure Summary\n",
"\n",
"Feature redundancy across case studies. How many feature pairs\n",
"have correlation above 0.7? High redundancy wastes model capacity."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "d4cad9db",
"metadata": {
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"status": "completed"
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},
"outputs": [
{
"data": {
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"<div><style>\n",
".dataframe > thead > tr,\n",
".dataframe > tbody > tr {\n",
" text-align: right;\n",
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"}\n",
"</style>\n",
"<small>shape: (9, 3)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>case_study</th><th>n_features</th><th>n_families</th></tr><tr><td>str</td><td>i64</td><td>i64</td></tr></thead><tbody><tr><td>&quot;ETFs&quot;</td><td>57</td><td>24</td></tr><tr><td>&quot;Crypto Perps&quot;</td><td>39</td><td>7</td></tr><tr><td>&quot;NASDAQ-100&quot;</td><td>66</td><td>18</td></tr><tr><td>&quot;S&amp;P 500 Eq+Opt&quot;</td><td>45</td><td>13</td></tr><tr><td>&quot;US Firm Chars&quot;</td><td>57</td><td>9</td></tr><tr><td>&quot;FX Pairs&quot;</td><td>51</td><td>15</td></tr><tr><td>&quot;CME Futures&quot;</td><td>63</td><td>21</td></tr><tr><td>&quot;S&amp;P 500 Options&quot;</td><td>51</td><td>14</td></tr><tr><td>&quot;US Equities&quot;</td><td>63</td><td>23</td></tr></tbody></table></div>"
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"│ str ┆ i64 ┆ i64 │\n",
"╞═════════════════╪════════════╪════════════╡\n",
"│ ETFs ┆ 57 ┆ 24 │\n",
"│ Crypto Perps ┆ 39 ┆ 7 │\n",
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"│ S&P 500 Options ┆ 51 ┆ 14 │\n",
"│ US Equities ┆ 63 ┆ 23 │\n",
"└─────────────────┴────────────┴────────────┘"
]
},
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"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Note: For full correlation analysis, run the per-case-study evaluation notebooks.\n"
]
}
],
"source": [
"if evaluated:\n",
" corr_data = []\n",
" for cs in evaluated:\n",
" corr_data.append(\n",
" {\n",
" \"case_study\": DISPLAY_NAMES[cs],\n",
" \"n_features\": evaluated[cs][\"n_features\"],\n",
" \"n_families\": len(evaluated[cs][\"family_counts\"]),\n",
" }\n",
" )\n",
"\n",
" corr_df = pl.DataFrame(corr_data)\n",
" display(corr_df)\n",
" print(\"\\nNote: For full correlation analysis, run the per-case-study evaluation notebooks.\")\n",
"else:\n",
" print(\"No feature data available.\")"
]
},
{
"cell_type": "markdown",
"id": "42982800",
"metadata": {
"papermill": {
"duration": 0.003161,
"end_time": "2026-06-13T03:33:31.594263+00:00",
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"status": "completed"
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},
"source": [
"## 7. Breadth vs IC: The Fundamental Law Perspective\n",
"\n",
"The Fundamental Law of Active Management says:\n",
"\n",
"$$IR \\approx IC \\times \\sqrt{BR}$$\n",
"\n",
"where $BR$ is the number of independent bets (roughly the universe size).\n",
"A case study with IC = 0.01 and 3,000 stocks achieves IR = 0.55,\n",
"while IC = 0.03 with 20 pairs gives IR = 0.13. Breadth matters enormously."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "b51f249a",
"metadata": {
"execution": {
"iopub.execute_input": "2026-06-13T03:33:31.601440Z",
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},
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"end_time": "2026-06-13T03:33:31.759963+00:00",
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"status": "completed"
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},
"outputs": [
{
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"</style>\n",
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"│ ETFs ┆ 99 ┆ 0.0917 ┆ 0.91 │\n",
"│ S&P 500 Options ┆ 612 ┆ 0.0182 ┆ 0.45 │\n",
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"│ CME Futures ┆ 30 ┆ 0.042 ┆ 0.23 │\n",
"│ Crypto Perps ┆ 21 ┆ 0.0293 ┆ 0.13 │\n",
"│ NASDAQ-100 ┆ 114 ┆ 0.006 ┆ 0.06 │\n",
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]
},
"metadata": {},
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],
"source": [
"from case_studies.utils.analytics import DATASET_META, load_best_ic_per_family\n",
"\n",
"if evaluated:\n",
" # Load best IC per family from registry to combine with universe metadata\n",
" best_ic_df = load_best_ic_per_family()\n",
"\n",
" if not best_ic_df.is_empty():\n",
" # Get best IC per case study (across all families)\n",
" best_per_cs = (\n",
" best_ic_df.sort(\"ic_mean\", descending=True, nulls_last=True)\n",
" .group_by(\"case_study\")\n",
" .first()\n",
" .select(\"case_study\", \"ic_mean\")\n",
" )\n",
"\n",
" breadth_data = []\n",
" for row in best_per_cs.iter_rows(named=True):\n",
" cs = row[\"case_study\"]\n",
" meta = DATASET_META.get(cs, {})\n",
" n_entities = meta.get(\"entities\", 0)\n",
" ic = abs(row[\"ic_mean\"]) if row[\"ic_mean\"] is not None else 0.0\n",
" if n_entities == 0 or ic == 0.0:\n",
" continue\n",
" ir_estimate = ic * np.sqrt(n_entities)\n",
" breadth_data.append(\n",
" {\n",
" \"case_study\": DISPLAY_NAMES.get(cs, cs),\n",
" \"universe_size\": n_entities,\n",
" \"best_abs_ic\": round(ic, 4),\n",
" \"estimated_ir\": round(ir_estimate, 2),\n",
" }\n",
" )\n",
"\n",
" if breadth_data:\n",
" breadth_df = pl.DataFrame(breadth_data).sort(\"estimated_ir\", descending=True)\n",
" display(breadth_df)\n",
" else:\n",
" print(\"No IC data available from registry.\")\n",
" else:\n",
" print(\"No model IC data in registry yet.\")\n",
"else:\n",
" print(\"No feature data available.\")"
]
},
{
"cell_type": "code",
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"id": "18d3937c",
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"outputs": [
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Visualize breadth vs IC\n",
"if evaluated and \"breadth_data\" in dir() and breadth_data:\n",
" fig = go.Figure()\n",
" for brow in breadth_data:\n",
" fig.add_trace(\n",
" go.Scatter(\n",
" x=[brow[\"universe_size\"]],\n",
" y=[brow[\"best_abs_ic\"]],\n",
" mode=\"markers+text\",\n",
" text=[brow[\"case_study\"]],\n",
" textposition=\"top center\",\n",
" marker=dict(size=brow[\"estimated_ir\"] * 20 + 5),\n",
" showlegend=False,\n",
" )\n",
" )\n",
"\n",
" fig.update_layout(\n",
" title=\"Universe Size vs Best Model IC (bubble size = estimated IR)\",\n",
" xaxis_title=\"Universe Size (number of instruments)\",\n",
" yaxis_title=\"Best Model |IC|\",\n",
" xaxis_type=\"log\",\n",
" template=\"plotly_white\",\n",
" height=450,\n",
" )\n",
" fig.show()"
]
},
{
"cell_type": "markdown",
"id": "76630988",
"metadata": {
"papermill": {
"duration": 0.004231,
"end_time": "2026-06-13T03:33:31.918587+00:00",
"exception": false,
"start_time": "2026-06-13T03:33:31.914356+00:00",
"status": "completed"
}
},
"source": [
"## What the Panels Above Show\n",
"\n",
"The notebook aggregates whatever is present in each case study's\n",
"`data/features/financial.parquet` and the model registry. The substantive\n",
"findings — which feature families have predictive content for which label\n",
"and horizon, how many features survive HAC + BH-FDR, and how breadth\n",
"interacts with IC magnitude — are produced by the per-case-study evaluation\n",
"notebooks (`13_model_analysis.py` in each case study). This summary\n",
"notebook is a cross-case-study inventory and presentation layer; it does\n",
"not itself compute IC or run multiple-testing correction.\n",
"\n",
"**Next**: See `09_model_based_features/case_study_temporal_summary` for the\n",
"temporal/model-based feature companion view.\n",
"**Book**: Chapter 8.6 discusses combining features and controlling the\n",
"search space to avoid data mining."
]
}
],
"metadata": {
"jupytext": {
"cell_metadata_filter": "tags,-all"
},
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.14.3"
},
"ml4t_provenance": {
"source_py_blob": "945d71af376771e134365af248e587a35d9552b7",
"executed_at": "2026-06-16T02:57:28.804860+00:00",
"executor": "cpu-local",
"production": true,
"parameters": {},
"notes": "markdown-only header reframe; outputs unchanged"
},
"papermill": {
"default_parameters": {},
"duration": 6.670521,
"end_time": "2026-06-13T03:33:34.537778+00:00",
"environment_variables": {},
"exception": null,
"input_path": "08_financial_features/case_study_feature_summary.ipynb",
"output_path": "08_financial_features/case_study_feature_summary.ipynb",
"parameters": {},
"start_time": "2026-06-13T03:33:27.867257+00:00",
"version": "2.7.0"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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