From 1c61de108bacd2949b30aa32aae1286898f2f5ae Mon Sep 17 00:00:00 2001 From: Arthur DANJOU Date: Thu, 13 Nov 2025 17:23:04 +0100 Subject: [PATCH] fix: update project sections in README to replace 'Risks Management' with 'VBA' --- M2/Risks Management/TP1/portef_v3_4_3.ipynb | 599 -------------------- README.md | 2 +- 2 files changed, 1 insertion(+), 600 deletions(-) delete mode 100644 M2/Risks Management/TP1/portef_v3_4_3.ipynb diff --git a/M2/Risks Management/TP1/portef_v3_4_3.ipynb b/M2/Risks Management/TP1/portef_v3_4_3.ipynb deleted file mode 100644 index 6cb92b2..0000000 --- a/M2/Risks Management/TP1/portef_v3_4_3.ipynb +++ /dev/null @@ -1,599 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 66, - "id": "62fa0297", - "metadata": {}, - "outputs": [], - "source": [ - "\"\"\"\n", - "\n", - "@author: Gabriel Turinici 2025\n", - "\"\"\"\n", - "\n", - "\"\"\"\n", - "This program uses historical data in the format in :\n", - " https://turinici.com/wp-content/uploads/cours/common/close_cac40_historical.csv\n", - "\n", - "It can also be downloaded form yahoo finance in daily\n", - "prices (at least the \"close\") if possible at lest 5 years\n", - "\n", - "Idea: use yahoo e.g., yfinance package\n", - "\"pip install yfinance\"\n", - "\n", - "\n", - "Then the code does :\n", - "\n", - "1'/ order by increasing date\n", - "2/ plot price histogram and returns (with \"log\" and/or \"actuarial\")\n", - "3/ test normality of : prices, log returns, actuarial returns\n", - " for instance can use scipy.stats.normaltest\n", - "4/ shows the random versus optimal results\n", - "5/ show what a backtest would obtain : compute market portfolio from T-6Y,T-1Y data\n", - "(last 5 years of data before this last year)\n", - "6/ compute performance of estimated market portfolio on the T-1Y,T data (last year data)\n", - "7/ compare with random choices\n", - "\n", - "\"\"\"\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import pandas as pd\n", - "from scipy.stats import kstest, normaltest" - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "id": "3202bb04", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# from scipy.special import softmax\n", - "\n", - "# take csv from www course :we suppose it is available locally\n", - "data = pd.read_csv(\n", - " \"https://turinici.com/wp-content/uploads/cours/common/close_cac40_historical.csv\",\n", - " sep=\";\",\n", - " index_col=\"Date\",\n", - ")\n", - "data.head()\n", - "# order by increasing date, keep variable 'data'\n", - "data.sort_index(ascending=True, inplace=True)\n", - "# data.sort(by='Date',inplace=True)\n", - "data.head()\n", - "data.tail()\n", - "\n", - "# plot histogram of prices\n", - "_ = data.hist(bins=30, figsize=(15, 15))" - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "id": "f1d15e71", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Test pval= 2.0507269291153243e-147 res= not normal\n", - "Test pval= 1.2341507304168457e-145 res= not normal\n", - "Test pval= 1.5109663099066784e-82 res= not normal\n", - "Test pval= 5.193407329538019e-261 res= not normal\n", - "Test pval= 9.263758145504221e-171 res= not normal\n", - "Test pval= 1.5679377988996054e-95 res= not normal\n", - "Test pval= 0.0 res= not normal\n", - "Test pval= 3.431480107389548e-229 res= not normal\n", - "Test pval= 7.209347413730216e-130 res= not normal\n", - "Test pval= 5.208576684311371e-248 res= not normal\n", - "Test pval= 0.0 res= not normal\n", - "Test pval= 0.0 res= not normal\n", - "Test pval= 6.226583000372112e-32 res= not normal\n", - "Test pval= 2.8139918420327365e-122 res= not normal\n", - "Test pval= 0.0 res= not normal\n", - "Test pval= 0.0 res= not normal\n", - "Test pval= 0.0 res= not normal\n", - "Test pval= 0.0 res= not normal\n", - "Test pval= 3.2023586082752444e-62 res= not normal\n", - "Test pval= 0.0 res= not normal\n", - "Test pval= 2.3734732069569748e-122 res= not normal\n", - "Test pval= 0.0 res= not normal\n", - "Test pval= 3.658142667687734e-131 res= not normal\n", - "Test pval= 0.0 res= not normal\n", - "Test pval= 9.297487741263689e-210 res= not normal\n", - "Test pval= 4.5583316571649815e-156 res= not normal\n", - "Test pval= 7.965502395433165e-197 res= not normal\n", - "Test pval= 4.631868468721008e-226 res= not normal\n", - "Test pval= 0.0 res= not normal\n", - "Test pval= 0.0 res= not normal\n", - "Test pval= 0.0 res= not normal\n", - "Test pval= 0.0 res= not normal\n", - "Test pval= 0.0 res= not normal\n", - "Test pval= 5.162726389052399e-169 res= not normal\n", - "Test pval= 2.1068459098663725e-95 res= not normal\n", - "Test pval= 1.724502624699572e-235 res= not normal\n", - "Test pval= 6.864779304946272e-62 res= not normal\n", - "Test pval= 1.701124981576563e-154 res= not normal\n", - "Test pval= 4.3391395462980045e-304 res= not normal\n", - "Test pval= 0.0 res= not normal\n", - "no. of normal = 0\n", - "no. of not normal = 40\n" - ] - }, - { - "data": { - "text/plain": [ - "(0, 40)" - ] - }, - "execution_count": 68, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "def normality_test(data, kolmogorov_smirnov=False, level=0.01, print_results=True):\n", - " \"\"\"\n", - " Tests normality of each column of dataframe \"data\".\n", - " Inputs:\n", - " kolmogorov_smirnov= false: use \"normaltest\", otherswise use kstest, both from scipy.stats\n", - " level = p-value threshold level for the conclusions\n", - "\n", - " Outputs: the number of yes/no in the results\n", - " \"\"\"\n", - " pvalues = []\n", - " for cols in data.keys():\n", - " pv = (\n", - " kstest(data[cols].dropna(), \"norm\").pvalue\n", - " if kolmogorov_smirnov\n", - " else normaltest(data[cols].dropna()).pvalue\n", - " )\n", - " pvalues.append(pv)\n", - " if pv < level:\n", - " res = \"not normal\"\n", - " else:\n", - " res = \"normal\"\n", - " print(\"Test pval=\", pv, \"res=\", res)\n", - " normalok = sum([1 for pv in pvalues if pv >= level])\n", - " normalnotok = sum([1 for pv in pvalues if pv < level])\n", - " if print_results:\n", - " print(\"no. of normal = \", normalok)\n", - " print(\"no. of not normal = \", normalnotok)\n", - " return normalok, normalnotok\n", - "\n", - "\n", - "normality_test(data)" - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "id": "fba88600", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/arthurdanjou/Workspace/studies/.venv/lib/python3.13/site-packages/pandas/core/internals/blocks.py:393: RuntimeWarning: invalid value encountered in log\n", - " result = func(self.values, **kwargs)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Test pval= 0.025428757930302828 res= normal\n", - "Test pval= 0.01412845580561908 res= normal\n", - "Test pval= 0.2844927942646553 res= normal\n", - "Test pval= 0.2807546954064213 res= normal\n", - "Test pval= 0.009428521835360353 res= not normal\n", - "Test pval= 0.14982216104037197 res= normal\n", - "Test pval= 0.07490385366598394 res= normal\n", - "Test pval= 0.1693491210857498 res= normal\n", - "Test pval= 0.00622835412057237 res= not normal\n", - "Test pval= 0.0038601712111598595 res= not normal\n", - "Test pval= 0.00014234445964435524 res= not normal\n", - "Test pval= 0.1559244997516793 res= normal\n", - "Test pval= 5.4492134141853295e-12 res= not normal\n", - "Test pval= 0.027428045061480538 res= normal\n", - "Test pval= 0.00011538203750856845 res= not normal\n", - "Test pval= 0.07350032657006557 res= normal\n", - "Test pval= 0.10474460687572516 res= normal\n", - "Test pval= 0.0015506993297124128 res= not normal\n", - "Test pval= 0.36679129167153646 res= normal\n", - "Test pval= 0.011263558096640853 res= normal\n", - "Test pval= 1.4403372640862255e-05 res= not normal\n", - "Test pval= 0.017985610179734428 res= normal\n", - "Test pval= 0.008018485213850552 res= not normal\n", - "Test pval= 0.06774855935762493 res= normal\n", - "Test pval= 0.057097963780292554 res= normal\n", - "Test pval= 0.019022081578872616 res= normal\n", - "Test pval= 0.021072819215708735 res= normal\n", - "Test pval= 0.5847583599406958 res= normal\n", - "Test pval= 0.34703248983489265 res= normal\n", - "Test pval= 0.005743759434418153 res= not normal\n", - "Test pval= 0.05305732031736986 res= normal\n", - "Test pval= 0.0009839608073665932 res= not normal\n", - "Test pval= 0.07283923280212494 res= normal\n", - "Test pval= 2.232637543452161e-06 res= not normal\n", - "Test pval= 0.012943908206025189 res= normal\n", - "Test pval= 0.05971194449910225 res= normal\n", - "Test pval= 0.002870485543548689 res= not normal\n", - "Test pval= 0.042672987739536226 res= normal\n", - "Test pval= 0.029170249033746622 res= normal\n", - "Test pval= 0.002812593222739167 res= not normal\n", - "no. of normal = 26\n", - "no. of not normal = 14\n" - ] - }, - { - "data": { - "text/plain": [ - "(26, 14)" - ] - }, - "execution_count": 69, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# use 'data' to compute returns\n", - "# returns= data.pct_change() #actuarial\n", - "returns = np.log(data / data.shift(1))\n", - "\n", - "nr_days = 252\n", - "\n", - "# print('annualize returns')\n", - "# returns *= nr_days\n", - "\n", - "_ = returns.hist(bins=int(np.sqrt(returns.shape[0])), figsize=(15, 15))\n", - "\n", - "normality_test(returns.tail(25 * 3)) # test last 3 months" - ] - }, - { - "cell_type": "code", - "execution_count": 70, - "id": "5b14395c", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "normality tests for increments, not returns!!\n", - "Test pval= 0.08683895238128052 res= normal\n", - "Test pval= 0.021035773553864635 res= normal\n", - "Test pval= 0.38286247315996325 res= normal\n", - "Test pval= 0.3710853667901102 res= normal\n", - "Test pval= 0.0395519075986371 res= normal\n", - "Test pval= 0.26910192261508514 res= normal\n", - "Test pval= 0.11094121314729449 res= normal\n", - "Test pval= 0.3180825721276856 res= normal\n", - "Test pval= 0.011858172793204136 res= normal\n", - "Test pval= 0.008952882580561775 res= not normal\n", - "Test pval= 0.0008467555154087856 res= not normal\n", - "Test pval= 0.2098816393496899 res= normal\n", - "Test pval= 5.524153122423706e-14 res= not normal\n", - "Test pval= 0.15309417383852073 res= normal\n", - "Test pval= 0.0010024995182926846 res= not normal\n", - "Test pval= 0.3549281579113689 res= normal\n", - "Test pval= 0.3129404747848908 res= normal\n", - "Test pval= 0.008997473704571489 res= not normal\n", - "Test pval= 0.6147399643675131 res= normal\n", - "Test pval= 0.09700094185831638 res= normal\n", - "Test pval= 0.00118024612616608 res= not normal\n", - "Test pval= 0.010093733928468086 res= normal\n", - "Test pval= 0.03923585485509744 res= normal\n", - "Test pval= 0.15164264770844182 res= normal\n", - "Test pval= 0.2480354891922463 res= normal\n", - "Test pval= 0.0183314268046639 res= normal\n", - "Test pval= 0.011137481909481228 res= normal\n", - "Test pval= 0.4300901492943915 res= normal\n", - "Test pval= 0.5892009761977898 res= normal\n", - "Test pval= 0.0008843165602394642 res= not normal\n", - "Test pval= 0.20729225915186456 res= normal\n", - "Test pval= 0.016863594683601053 res= normal\n", - "Test pval= 0.14688927380791153 res= normal\n", - "Test pval= 2.380301465340281e-05 res= not normal\n", - "Test pval= 0.029281292837861225 res= normal\n", - "Test pval= 0.20712701484300206 res= normal\n", - "Test pval= 0.015888165155116662 res= normal\n", - "Test pval= 0.096035363594102 res= normal\n", - "Test pval= 0.07771383799032755 res= normal\n", - "Test pval= 0.004196457641565341 res= not normal\n", - "no. of normal = 31\n", - "no. of not normal = 9\n" - ] - }, - { - "data": { - "text/plain": [ - "(31, 9)" - ] - }, - "execution_count": 70, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "print(\"normality tests for increments, not returns!!\")\n", - "increments = data - data.shift(1)\n", - "_ = increments.hist(bins=int(np.sqrt(increments.shape[0])), figsize=(15, 15))\n", - "\n", - "normality_test(increments.tail(25 * 3))" - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "id": "27153b45", - "metadata": {}, - "outputs": [], - "source": [ - "nb = 5 # will work with nb stocks\n", - "all_returns = returns.copy() # backup\n", - "nb_all = all_returns.shape[1]\n", - "\n", - "if nb > nb_all:\n", - " print(\"too many number of stocks, revert to max\")\n", - " nb = nb_all\n", - "\n", - "# choose the stock names\n", - "nb_stocks_names = np.random.choice(all_returns.keys(), nb, replace=False)\n", - "returns_small = all_returns.loc[:, nb_stocks_names]" - ] - }, - { - "cell_type": "code", - "execution_count": 72, - "id": "4e01bf0f", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "mean_returns = returns_small.mean()\n", - "cov_matrix = returns_small.cov()\n", - "rdt_list = []\n", - "std_list = []\n", - "\n", - "for _ in range(500):\n", - " # sample at random some \"allocation\"\n", - " allocation = np.random.dirichlet(np.ones(nb))\n", - " rdt_port = allocation @ mean_returns\n", - " std_port = np.sqrt(allocation @ cov_matrix @ allocation)\n", - " rdt_list.append(rdt_port)\n", - " std_list.append(std_port)\n", - "\n", - "std_list = np.array(std_list)\n", - "rdt_list = np.array(rdt_list)\n", - "\n", - "inverse_cov = np.linalg.inv(cov_matrix)\n", - "\n", - "# compute and draw the efficient frontier on the same graph\n", - "onesM = np.ones_like(mean_returns)\n", - "\n", - "# compute 'a' and 'b' using formulas from the course\n", - "a = onesM @ inverse_cov @ onesM # np.sum(inverse_cov)\n", - "b = onesM @ inverse_cov @ mean_returns\n", - "\n", - "# plot the frontier and its symmetric w/r to origin\n", - "sigmarange = np.linspace(1.0 / np.sqrt(a) + 1.0e-10, 1.1 * np.max(std_list), 47)\n", - "\n", - "# compute the return of the optimal portfolio for sigma in sigmarange\n", - "# will use the \"factor\" auxiliary variable\n", - "factor = np.sqrt((mean_returns - b / a) @ inverse_cov @ (mean_returns - b / a))\n", - "optimal_return = b / a + np.sqrt(sigmarange**2 - 1.0 / a) * factor\n", - "\n", - "fig = plt.figure(\"perf\", figsize=(6, 3))\n", - "plt.title(\"efficient frontier\")\n", - "plt.scatter(std_list * np.sqrt(nr_days), rdt_list * nr_days, s=10)\n", - "plt.plot(sigmarange * np.sqrt(nr_days), optimal_return * nr_days, \"r-\")\n", - "plt.xlabel(\"std\")\n", - "plt.ylabel(\"rdt\")\n", - "plt.show()\n", - "plt.close()" - ] - }, - { - "cell_type": "code", - "execution_count": 73, - "id": "eec4e675", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Annualized rdt_backtest: -37.97%, std_backtest:330352.97%\n" - ] - } - ], - "source": [ - "# plot market portfolio\n", - "r_rate = 0.0 # attention to convert to daily (not annualize!) if not zero !!!\n", - "market_portf_allocation = inverse_cov @ (mean_returns.values - r_rate * onesM)\n", - "market_portf_allocation /= np.sum(market_portf_allocation)\n", - "\n", - "plt.title(\"market portf\")\n", - "plt.bar(list(range(1, 1 + nb)), market_portf_allocation)\n", - "plt.show()\n", - "plt.close()\n", - "np.sum(np.abs(market_portf_allocation)) * 100\n", - "\n", - "# test on data obtained from T-6Y,T-1Y the rdv/vol on T-1Y,T\n", - "# and compare with market portfolio on T-1,T. T=last known date\n", - "\n", - "# calcul of mean_returns and inverse_cov between T-6Y and T-1Y, 1Y=255 days\n", - "ti = -6 * 255\n", - "tf = -255\n", - "hist_mean_returns = returns_small.iloc[ti:tf, :].mean()\n", - "hist_cov_matrix = returns_small.iloc[ti:tf, :].cov()\n", - "hist_inverse_cov = np.linalg.inv(hist_cov_matrix)\n", - "hist_market_portf_allocation = hist_inverse_cov @ (hist_mean_returns - r_rate * onesM)\n", - "hist_market_portf_allocation /= np.sum(hist_market_portf_allocation)\n", - "\n", - "plt.title(\"estimated market portf\")\n", - "plt.bar(list(range(1, 1 + nb)), hist_market_portf_allocation)\n", - "plt.show()\n", - "plt.close()\n", - "\n", - "# compute performance during T-1Y,T\n", - "c_mean_returns = returns_small.iloc[tf:, :].mean()\n", - "c_cov_matrix = returns_small.iloc[tf:, :].cov()\n", - "c_inverse_cov = np.linalg.inv(c_cov_matrix)\n", - "\n", - "rdt_backtest = hist_market_portf_allocation @ c_mean_returns\n", - "std_backtest = (\n", - " hist_market_portf_allocation @ c_inverse_cov @ hist_market_portf_allocation\n", - ")\n", - "\n", - "np.sqrt(hist_market_portf_allocation @ c_inverse_cov @ hist_market_portf_allocation)\n", - "\n", - "print(\n", - " f\"Annualized rdt_backtest: {rdt_backtest * (nr_days) * 100:.2f}%, std_backtest:{std_backtest * np.sqrt(nr_days):.2f}%\"\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 74, - "id": "1ea8bde1", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "nr_tests = 500\n", - "c_rdt_list = np.zeros((nr_tests,))\n", - "c_std_list = np.zeros((nr_tests,))\n", - "\n", - "for ii in range(nr_tests):\n", - " # sample at random some \"allocation\"\n", - " allocation = np.random.dirichlet(np.ones(nb))\n", - " c_rdt_list[ii] = allocation @ c_mean_returns\n", - " c_std_list[ii] = np.sqrt(allocation @ c_cov_matrix @ allocation)\n", - "\n", - "# reduce to target volatility (the mean of random ones)\n", - "target_vol = np.mean(std_list * np.sqrt(nr_days))\n", - "\n", - "reduction_factor = target_vol / np.sqrt(nr_days) / std_backtest\n", - "reduced_hist_allocation = reduction_factor * hist_market_portf_allocation\n", - "reduced_rdt_backtest = reduced_hist_allocation @ c_mean_returns\n", - "reduced_std_backtest = np.sqrt(\n", - " reduced_hist_allocation @ c_inverse_cov @ reduced_hist_allocation\n", - ")\n", - "\n", - "fig = plt.figure(\"perf last backtest\")\n", - "plt.scatter(c_std_list * np.sqrt(nr_days), c_rdt_list * nr_days, s=10, label=\"random\")\n", - "plt.scatter(\n", - " reduced_std_backtest * np.sqrt(nr_days),\n", - " reduced_rdt_backtest * nr_days,\n", - " marker=\"*\",\n", - " label=\"backtest\",\n", - ")\n", - "plt.xlabel(\"std\")\n", - "plt.ylabel(\"rdt\")\n", - "plt.legend()\n", - "plt.show()\n", - "plt.close()\n" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "studies", - "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": "3.13.3" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/README.md b/README.md index ea59960..0939cfc 100644 --- a/README.md +++ b/README.md @@ -33,7 +33,7 @@ The projects are organized into two main sections: - `Deep Learning` - `Linear Models` - `Machine Learning` - - `Risks Management` + - `VBA` - `SQL` ## 🛠️ Technologies & Tools