{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "lHecaO_7JG6L" }, "source": [ "# Create Training Datasets\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "version: 0.1.33+20.g8433774.dirty\n", "is notebook? True\n", "is colab? False\n", "evironment varialbles:\n", "{'EKORPKIT_CONFIG_DIR': '/workspace/projects/ekorpkit-book/config',\n", " 'EKORPKIT_DATA_DIR': None,\n", " 'EKORPKIT_PROJECT': 'ekorpkit-book',\n", " 'EKORPKIT_WORKSPACE_ROOT': '/workspace',\n", " 'NUM_WORKERS': 230}\n" ] } ], "source": [ "%config InlineBackend.figure_format='retina'\n", "import logging\n", "from ekorpkit import eKonf\n", "\n", "logging.basicConfig(level=logging.WARNING)\n", "print(\"version:\", eKonf.__version__)\n", "print(\"is notebook?\", eKonf.is_notebook())\n", "print(\"is colab?\", eKonf.is_colab())\n", "print(\"evironment varialbles:\")\n", "eKonf.print(eKonf.env().dict())" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "data_dir = \"../data/fomc\"" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Load preprocessed data\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 459 }, "colab_type": "code", "id": "bmmhSA9Yz8xM", "outputId": "8435b794-3686-45bc-8ffd-4cedc0d79b47" }, "outputs": [ { "data": { "text/html": [ "
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unscheduledforecastconfcallspeakerraterate_changerate_decisionrate_changedGDPGDP_diff_prev...RateTaylorBalancedInertiaTaylor-RateBalanced-RateInertia-RateTaylor_diffBalanced_diffInertia_diff
date
2021-11-03FalseFalseFalseJerome Powell0.250.000.0019478.8930.570948...0.255.7471774.940210-0.5285325.4971774.690210-0.7785320.00.00.0
2021-12-15FalseTrueFalseJerome Powell0.250.000.0019478.8930.570948...0.256.4723295.665362-0.6373046.2223295.415362-0.8873040.00.00.0
2022-01-26FalseFalseFalseJerome Powell0.250.000.0019478.8930.570948...0.257.2229286.415961-0.7498946.9729286.165961-0.9998940.00.00.0
2022-03-16FalseTrueFalseJerome Powell0.500.251.0119806.2901.680778...0.258.4993778.267766-1.0276658.2493778.017766-1.2776650.00.00.0
2022-05-04FalseFalseFalseJerome Powell1.000.501.0119735.895-0.355417...0.508.0949247.420939-0.6881417.5949246.920939-1.1881410.00.00.0
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5 rows × 58 columns

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" ], "text/plain": [ " unscheduled forecast confcall speaker rate rate_change \\\n", "date \n", "2021-11-03 False False False Jerome Powell 0.25 0.00 \n", "2021-12-15 False True False Jerome Powell 0.25 0.00 \n", "2022-01-26 False False False Jerome Powell 0.25 0.00 \n", "2022-03-16 False True False Jerome Powell 0.50 0.25 \n", "2022-05-04 False False False Jerome Powell 1.00 0.50 \n", "\n", " rate_decision rate_changed GDP GDP_diff_prev ... Rate \\\n", "date ... \n", "2021-11-03 0.0 0 19478.893 0.570948 ... 0.25 \n", "2021-12-15 0.0 0 19478.893 0.570948 ... 0.25 \n", "2022-01-26 0.0 0 19478.893 0.570948 ... 0.25 \n", "2022-03-16 1.0 1 19806.290 1.680778 ... 0.25 \n", "2022-05-04 1.0 1 19735.895 -0.355417 ... 0.50 \n", "\n", " Taylor Balanced Inertia Taylor-Rate Balanced-Rate \\\n", "date \n", "2021-11-03 5.747177 4.940210 -0.528532 5.497177 4.690210 \n", "2021-12-15 6.472329 5.665362 -0.637304 6.222329 5.415362 \n", "2022-01-26 7.222928 6.415961 -0.749894 6.972928 6.165961 \n", "2022-03-16 8.499377 8.267766 -1.027665 8.249377 8.017766 \n", "2022-05-04 8.094924 7.420939 -0.688141 7.594924 6.920939 \n", "\n", " Inertia-Rate Taylor_diff Balanced_diff Inertia_diff \n", "date \n", "2021-11-03 -0.778532 0.0 0.0 0.0 \n", "2021-12-15 -0.887304 0.0 0.0 0.0 \n", "2022-01-26 -0.999894 0.0 0.0 0.0 \n", "2022-03-16 -1.277665 0.0 0.0 0.0 \n", "2022-05-04 -1.188141 0.0 0.0 0.0 \n", "\n", "[5 rows x 58 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "econ_data = eKonf.load_data(\"econ_data2.parquet\", data_dir)\n", "econ_data.tail()\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "qmGVNB_EJZjg" }, "source": [ "## EDA on numerical data\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Rate Decisionrate_decisionprev_decisionnext_decision
date
1982-10-05Cut-1NaN-1.0
1982-11-16Cut-1-1.00.0
1982-12-21Hold0-1.00.0
1983-01-14Hold00.00.0
1983-01-21Hold00.00.0
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" ], "text/plain": [ " Rate Decision rate_decision prev_decision next_decision\n", "date \n", "1982-10-05 Cut -1 NaN -1.0\n", "1982-11-16 Cut -1 -1.0 0.0\n", "1982-12-21 Hold 0 -1.0 0.0\n", "1983-01-14 Hold 0 0.0 0.0\n", "1983-01-21 Hold 0 0.0 0.0" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Add previous rate decision to see inertia effect\n", "econ_data[\"Rate Decision\"] = econ_data[\"rate_decision\"].map(\n", " lambda x: \"Cut\" if x <= -1 else \"Hike\" if x >= 1 else \"Hold\"\n", ")\n", "econ_data[\"rate_decision\"] = econ_data[\"rate_decision\"].map(\n", " lambda x: -1 if x <= -1 else 1 if x >= 1 else 0\n", ")\n", "econ_data[\"prev_decision\"] = econ_data[\"rate_decision\"].shift(1)\n", "econ_data[\"next_decision\"] = econ_data[\"rate_decision\"].shift(-1)\n", "econ_data[[\"Rate Decision\", \"rate_decision\", \"prev_decision\", \"next_decision\"]].head()\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(415, 10)\n" ] }, { "data": { "text/html": [ "
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targetprev_decisionGDP_diff_prevPMIEMP_diff_prevRSALES_diff_yearUNEMP_diff_prevHSALES_diff_yearInertia_diffBalanced_diff
date
2021-11-03Hold0.00.57094860.50.2886248.474656-9.615385-26.1352170.00.0
2021-12-15Hold0.00.57094860.60.43714710.977142-8.695652-11.1633370.00.0
2022-01-26Hold0.00.57094858.80.3955559.101289-7.142857-3.6739380.00.0
2022-03-16Hike0.01.68077858.60.4768149.076698-5.0000003.1250000.00.0
2022-05-04Hike1.0-0.35541757.10.283658-0.0349150.000000-26.9468480.00.0
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" ], "text/plain": [ " target prev_decision GDP_diff_prev PMI EMP_diff_prev \\\n", "date \n", "2021-11-03 Hold 0.0 0.570948 60.5 0.288624 \n", "2021-12-15 Hold 0.0 0.570948 60.6 0.437147 \n", "2022-01-26 Hold 0.0 0.570948 58.8 0.395555 \n", "2022-03-16 Hike 0.0 1.680778 58.6 0.476814 \n", "2022-05-04 Hike 1.0 -0.355417 57.1 0.283658 \n", "\n", " RSALES_diff_year UNEMP_diff_prev HSALES_diff_year Inertia_diff \\\n", "date \n", "2021-11-03 8.474656 -9.615385 -26.135217 0.0 \n", "2021-12-15 10.977142 -8.695652 -11.163337 0.0 \n", "2022-01-26 9.101289 -7.142857 -3.673938 0.0 \n", "2022-03-16 9.076698 -5.000000 3.125000 0.0 \n", "2022-05-04 -0.034915 0.000000 -26.946848 0.0 \n", "\n", " Balanced_diff \n", "date \n", "2021-11-03 0.0 \n", "2021-12-15 0.0 \n", "2022-01-26 0.0 \n", "2022-03-16 0.0 \n", "2022-05-04 0.0 " ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "columns = [\n", " \"Rate Decision\",\n", " \"prev_decision\",\n", " \"GDP_diff_prev\",\n", " \"PMI\",\n", " \"EMP_diff_prev\",\n", " \"RSALES_diff_year\",\n", " \"UNEMP_diff_prev\",\n", " \"HSALES_diff_year\",\n", " \"Inertia_diff\",\n", " \"Balanced_diff\",\n", "]\n", "\n", "econ_train_small = econ_data.copy()[columns]\n", "econ_train_small.rename(columns={\"Rate Decision\": \"target\"}, inplace=True)\n", "print(econ_train_small.shape)\n", "econ_train_small.tail()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(415, 29)\n" ] } ], "source": [ "# Large dataset\n", "columns = [\n", " \"Rate Decision\",\n", " \"prev_decision\",\n", " \"GDP_diff_prev\",\n", " \"GDP_diff_year\",\n", " \"GDPPOT_diff_prev\",\n", " \"GDPPOT_diff_year\",\n", " \"PCE_diff_prev\",\n", " \"PCE_diff_year\",\n", " \"CPI_diff_prev\",\n", " \"CPI_diff_year\",\n", " \"UNEMP\",\n", " \"UNEMP_diff_prev\",\n", " \"UNEMP_diff_year\",\n", " \"EMP\",\n", " \"EMP_diff_prev\",\n", " \"EMP_diff_year\",\n", " \"PMI\",\n", " \"PMI_diff_prev\",\n", " \"PMI_diff_year\",\n", " \"RSALES_diff_prev\",\n", " \"RSALES_diff_year\",\n", " \"HSALES_diff_prev\",\n", " \"HSALES_diff_year\",\n", " \"Taylor-Rate\",\n", " \"Balanced-Rate\",\n", " \"Inertia-Rate\",\n", " \"Taylor_diff\",\n", " \"Balanced_diff\",\n", " \"Inertia_diff\",\n", "]\n", "\n", "\n", "econ_train_large = econ_data.copy()[columns]\n", "econ_train_large.rename(columns={\"Rate Decision\": \"target\"}, inplace=True)\n", "print(econ_train_large.shape)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Missing Values\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "# As most likely the decision is 0 (hold), fill prev_decision of the first row\n", "econ_train_small[\"prev_decision\"].fillna(0, inplace=True)\n", "econ_train_large[\"prev_decision\"].fillna(0, inplace=True)\n" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 547, "width": 1062 } }, "output_type": "display_data" } ], "source": [ "# ax.set_xlim(0, 400)\n", "cfg = eKonf.compose(\"visualize/plot=lineplot\")\n", "cfg.figure.figsize = (15, 8)\n", "cfg.lineplot.x = \"date\"\n", "cfg.lineplot.y = \"HSALES_diff_year\"\n", "\n", "lineplot = cfg.lineplot.copy()\n", "lineplot.x = \"date\"\n", "lineplot.y = \"RSALES_diff_year\"\n", "cfg.plots.append(lineplot)\n", "\n", "eKonf.instantiate(cfg, data=econ_train_small)\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "# Retail sales growth ratio is difficult to estimate. Though it is not ideal, simply use the average\n", "econ_train_small[\"RSALES_diff_year\"].fillna(\n", " econ_train_small[\"RSALES_diff_year\"].mean(), inplace=True\n", ")\n", "econ_train_large[\"RSALES_diff_prev\"].fillna(\n", " econ_train_large[\"RSALES_diff_prev\"].mean(), inplace=True\n", ")\n", "econ_train_large[\"RSALES_diff_year\"].fillna(\n", " econ_train_large[\"RSALES_diff_year\"].mean(), inplace=True\n", ")\n", "econ_train_small[\"Inertia_diff\"].fillna(\n", " econ_train_small[\"Inertia_diff\"].mean(), inplace=True\n", ")\n", "econ_train_small[\"Balanced_diff\"].fillna(\n", " econ_train_small[\"Balanced_diff\"].mean(), inplace=True\n", ")\n", "econ_train_large[\"Inertia_diff\"].fillna(\n", " econ_train_large[\"Inertia_diff\"].mean(), inplace=True\n", ")\n", "econ_train_large[\"Balanced_diff\"].fillna(\n", " econ_train_large[\"Balanced_diff\"].mean(), inplace=True\n", ")\n", "econ_train_large[\"Taylor_diff\"].fillna(\n", " econ_train_large[\"Taylor_diff\"].mean(), inplace=True\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Save Data\n" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "eKonf.save_data(econ_train_small, \"econ_train_small.parquet\", data_dir)\n", "eKonf.save_data(econ_train_large, \"econ_train_large.parquet\", data_dir)\n" ] } ], "metadata": { "accelerator": "GPU", "colab": { "collapsed_sections": [], "name": "FOMC_Analysis_BaselineModels.ipynb", "provenance": [], "toc_visible": true }, "interpreter": { "hash": "f869af7787e6a1c49e09e367fc6e1b81d93d1c6583b43249c80edc047bd13cb2" }, "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": "3.8.12" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 1 }