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main.ipynb
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main.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# PYBOR\n",
"PYBOR is a multi-curve interest rate framework and risk engine based on multivariate optimization techniques, written in Python.\n",
"\n",
"**Copyright © 2017 Ondrej Martinsky, All rights reserved**\n",
"\n",
"[www.github.com/omartinsky/pybor](https://github.com/omartinsky/pybor)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"ExecuteTime": {
"end_time": "2021-02-25T15:09:29.272629Z",
"start_time": "2021-02-25T15:09:28.186632Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Using matplotlib backend: TkAgg\n",
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab\n",
"%matplotlib inline\n",
"%run jupyter_helpers\n",
"%run yc_framework\n",
"figure_width = 16"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Pricing Curve Map\n",
"Generate pricing curvemap using stochastic short-rate model $dr_t=a(b-r_t)dt + \\sigma dW_t$ for curves and tenor/cross-currency basis spreads. This will be our starting point, the curves inside this curvemap will be used only to reprice market instruments."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"ExecuteTime": {
"end_time": "2021-02-25T15:09:29.282636Z",
"start_time": "2021-02-25T15:09:29.276632Z"
}
},
"outputs": [],
"source": [
"eval_date = create_date('2017-01-03')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"ExecuteTime": {
"end_time": "2021-02-25T15:09:29.306655Z",
"start_time": "2021-02-25T15:09:29.293634Z"
}
},
"outputs": [],
"source": [
"def generate_pricing_curvemap(eval_date):\n",
" random.seed(0)\n",
" pricing_curvemap = CurveMap()\n",
" t = linspace(eval_date+0, eval_date+365*80, 7)\n",
" def createCurve(name, r0, speed, mean, sigma):\n",
" return CurveConstructor.FromShortRateModel(name, t, r0, speed, mean, sigma, interpolation=InterpolationMode.CUBIC_LOGDF)\n",
" def createCurveFromSpread(baseCurve, name, r0, speed, mean, sigma):\n",
" out = createCurve(name, r0, speed, mean, sigma)\n",
" out.add_another_curve(baseCurve)\n",
" return out\n",
" u3m = createCurve('USD.LIBOR.3M', 0.02, 0.03, 0.035, 5e-4)\n",
" u6m = createCurveFromSpread(u3m, 'USD.LIBOR.6M', 0.01, 0.03, 0.011, 5e-4)\n",
" u12m = createCurveFromSpread(u6m, 'USD.LIBOR.12M', 0.01, 0.03, 0.011, 5e-4)\n",
" g3m = createCurveFromSpread(u3m, 'GBP.LIBOR.3M', 0.03, 0.03, 0.0, 5e-4)\n",
" u1b = createCurve('USD/USD.OIS', 0.01, 0.03, 0.011, 5e-4)\n",
" g1b = createCurveFromSpread(u1b, 'GBP/GBP.SONIA', 0.005, 0.03, 0.005, 5e-4)\n",
" gu1b = createCurveFromSpread(u1b, 'GBP/USD.OIS', 0.001, 0.03, 0.001, 5e-4)\n",
" pricing_curvemap.add_curve(u3m)\n",
" pricing_curvemap.add_curve(u6m)\n",
" pricing_curvemap.add_curve(u12m)\n",
" pricing_curvemap.add_curve(g3m)\n",
" pricing_curvemap.add_curve(g1b)\n",
" pricing_curvemap.add_curve(u1b)\n",
" pricing_curvemap.add_curve(gu1b)\n",
" return pricing_curvemap"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"ExecuteTime": {
"end_time": "2021-02-25T15:09:29.645629Z",
"start_time": "2021-02-25T15:09:29.310633Z"
}
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1152x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pricing_curvemap = generate_pricing_curvemap(eval_date)\n",
"# Display:\n",
"figsize(figure_width, 6)\n",
"linestyle('solid'), pricing_curvemap.plot(), title('Pricing Curvemap'), legend(), show();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Interpolation Modes\n",
"PYBOR supports three different interpolation methods:\n",
"* Linear interpolation of the logarithm of discount factors (aka piecewise-constant in forward-rate space)\n",
"* Linear interpolation of the continuously-compounded zero-rates\n",
"* Cubic interpolation of the logarithm of discount factors \n",
"\n",
"Below is the curve interpolated in three different ways:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"ExecuteTime": {
"end_time": "2021-02-25T15:09:29.889630Z",
"start_time": "2021-02-25T15:09:29.647635Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"cloned_curve = deepcopy(pricing_curvemap['USD.LIBOR.3M'])\n",
"figsize(figure_width, 5), linestyle('solid'), title('Curve Interpolation Modes')\n",
"for i, interpolation in enumerate(InterpolationMode._member_map_.values()):\n",
" cloned_curve.set_interpolator(interpolation)\n",
" cloned_curve.plot(label=interpolation), legend()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Curve Builder\n",
"Create the curve builder. Definitions of curves and market instruments from which these curves are built are loaded from the excel spreadsheet"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"ExecuteTime": {
"end_time": "2021-02-25T15:09:30.960172Z",
"start_time": "2021-02-25T15:09:29.893629Z"
},
"scrolled": false
},
"outputs": [],
"source": [
"curve_builder = CurveBuilder('engine_usd_gbp.xlsx', eval_date)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Instrument Repricing\n",
"Use the curve builder (specifically instrument definitions which it contains) to **reprice** instruments from previously created **pricing curve map**.\n",
"\n",
"Instrument *prices* are returned in a structure called *price ladder*"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"ExecuteTime": {
"end_time": "2021-02-25T15:09:31.022172Z",
"start_time": "2021-02-25T15:09:30.962146Z"
}
},
"outputs": [],
"source": [
"price_ladder = curve_builder.reprice(pricing_curvemap)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Display price ladder for a specific curve"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"ExecuteTime": {
"end_time": "2021-02-25T15:09:31.040149Z",
"start_time": "2021-02-25T15:09:31.025158Z"
},
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Price</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>USD.LIBOR.3M__Deposit__3M</th>\n",
" <td>1.296056</td>\n",
" </tr>\n",
" <tr>\n",
" <th>USD.LIBOR.3M__Future__1F_3M</th>\n",
" <td>98.678783</td>\n",
" </tr>\n",
" <tr>\n",
" <th>USD.LIBOR.3M__Future__2F_3M</th>\n",
" <td>98.644672</td>\n",
" </tr>\n",
" <tr>\n",
" <th>USD.LIBOR.3M__Future__3F_3M</th>\n",
" <td>98.613268</td>\n",
" </tr>\n",
" <tr>\n",
" <th>USD.LIBOR.3M__Future__4F_3M</th>\n",
" <td>98.581935</td>\n",
" </tr>\n",
" <tr>\n",
" <th>USD.LIBOR.3M__Future__5F_3M</th>\n",
" <td>98.550090</td>\n",
" </tr>\n",
" <tr>\n",
" <th>USD.LIBOR.3M__Future__6F_3M</th>\n",
" <td>98.518707</td>\n",
" </tr>\n",
" <tr>\n",
" <th>USD.LIBOR.3M__Future__7F_3M</th>\n",
" <td>98.487590</td>\n",
" </tr>\n",
" <tr>\n",
" <th>USD.LIBOR.3M__Future__8F_3M</th>\n",
" <td>98.456544</td>\n",
" </tr>\n",
" <tr>\n",
" <th>USD.LIBOR.3M__Future__9F_3M</th>\n",
" <td>98.424993</td>\n",
" </tr>\n",
" <tr>\n",
" <th>USD.LIBOR.3M__Future__10F_3M</th>\n",
" <td>98.393900</td>\n",
" </tr>\n",
" <tr>\n",
" <th>USD.LIBOR.3M__Future__11F_3M</th>\n",
" <td>98.363071</td>\n",
" </tr>\n",
" <tr>\n",
" <th>USD.LIBOR.3M__Future__12F_3M</th>\n",
" <td>98.332122</td>\n",
" </tr>\n",
" <tr>\n",
" <th>USD.LIBOR.3M__Future__13F_3M</th>\n",
" <td>98.301057</td>\n",
" </tr>\n",
" <tr>\n",
" <th>USD.LIBOR.3M__Swap__4Y</th>\n",
" <td>1.520952</td>\n",
" </tr>\n",
" <tr>\n",
" <th>USD.LIBOR.3M__Swap__5Y</th>\n",
" <td>1.576216</td>\n",
" </tr>\n",
" <tr>\n",
" <th>USD.LIBOR.3M__Swap__6Y</th>\n",
" <td>1.629577</td>\n",
" </tr>\n",
" <tr>\n",
" <th>USD.LIBOR.3M__Swap__7Y</th>\n",
" <td>1.681051</td>\n",
" </tr>\n",
" <tr>\n",
" <th>USD.LIBOR.3M__Swap__8Y</th>\n",
" <td>1.730786</td>\n",
" </tr>\n",
" <tr>\n",
" <th>USD.LIBOR.3M__Swap__9Y</th>\n",
" <td>1.778522</td>\n",
" </tr>\n",
" <tr>\n",
" <th>USD.LIBOR.3M__Swap__10Y</th>\n",
" <td>1.824412</td>\n",
" </tr>\n",
" <tr>\n",
" <th>USD.LIBOR.3M__Swap__11Y</th>\n",
" <td>1.868467</td>\n",
" </tr>\n",
" <tr>\n",
" <th>USD.LIBOR.3M__Swap__12Y</th>\n",
" <td>1.910815</td>\n",
" </tr>\n",
" <tr>\n",
" <th>USD.LIBOR.3M__Swap__13Y</th>\n",
" <td>1.951232</td>\n",
" </tr>\n",
" <tr>\n",
" <th>USD.LIBOR.3M__Swap__14Y</th>\n",
" <td>1.989850</td>\n",
" </tr>\n",
" <tr>\n",
" <th>USD.LIBOR.3M__Swap__15Y</th>\n",
" <td>2.026678</td>\n",
" </tr>\n",
" <tr>\n",
" <th>USD.LIBOR.3M__Swap__16Y</th>\n",
" <td>2.061823</td>\n",
" </tr>\n",
" <tr>\n",
" <th>USD.LIBOR.3M__Swap__17Y</th>\n",
" <td>2.095099</td>\n",
" </tr>\n",
" <tr>\n",
" <th>USD.LIBOR.3M__Swap__18Y</th>\n",
" <td>2.126618</td>\n",
" </tr>\n",
" <tr>\n",
" <th>USD.LIBOR.3M__Swap__19Y</th>\n",
" <td>2.156388</td>\n",
" </tr>\n",
" <tr>\n",
" <th>USD.LIBOR.3M__Swap__20Y</th>\n",
" <td>2.184495</td>\n",
" </tr>\n",
" <tr>\n",
" <th>USD.LIBOR.3M__Swap__25Y</th>\n",
" <td>2.298968</td>\n",
" </tr>\n",
" <tr>\n",
" <th>USD.LIBOR.3M__Swap__30Y</th>\n",
" <td>2.372879</td>\n",
" </tr>\n",
" <tr>\n",
" <th>USD.LIBOR.3M__Swap__35Y</th>\n",
" <td>2.421239</td>\n",
" </tr>\n",
" <tr>\n",
" <th>USD.LIBOR.3M__Swap__40Y</th>\n",
" <td>2.458937</td>\n",
" </tr>\n",
" <tr>\n",
" <th>USD.LIBOR.3M__Swap__45Y</th>\n",
" <td>2.493859</td>\n",
" </tr>\n",
" <tr>\n",
" <th>USD.LIBOR.3M__Swap__50Y</th>\n",
" <td>2.529655</td>\n",
" </tr>\n",
" <tr>\n",
" <th>USD.LIBOR.3M__Swap__60Y</th>\n",
" <td>2.607966</td>\n",
" </tr>\n",
" <tr>\n",
" <th>USD.LIBOR.3M__Swap__70Y</th>\n",
" <td>2.675223</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Price\n",
"USD.LIBOR.3M__Deposit__3M 1.296056\n",
"USD.LIBOR.3M__Future__1F_3M 98.678783\n",
"USD.LIBOR.3M__Future__2F_3M 98.644672\n",
"USD.LIBOR.3M__Future__3F_3M 98.613268\n",
"USD.LIBOR.3M__Future__4F_3M 98.581935\n",
"USD.LIBOR.3M__Future__5F_3M 98.550090\n",
"USD.LIBOR.3M__Future__6F_3M 98.518707\n",
"USD.LIBOR.3M__Future__7F_3M 98.487590\n",
"USD.LIBOR.3M__Future__8F_3M 98.456544\n",
"USD.LIBOR.3M__Future__9F_3M 98.424993\n",
"USD.LIBOR.3M__Future__10F_3M 98.393900\n",
"USD.LIBOR.3M__Future__11F_3M 98.363071\n",
"USD.LIBOR.3M__Future__12F_3M 98.332122\n",
"USD.LIBOR.3M__Future__13F_3M 98.301057\n",
"USD.LIBOR.3M__Swap__4Y 1.520952\n",
"USD.LIBOR.3M__Swap__5Y 1.576216\n",
"USD.LIBOR.3M__Swap__6Y 1.629577\n",
"USD.LIBOR.3M__Swap__7Y 1.681051\n",
"USD.LIBOR.3M__Swap__8Y 1.730786\n",
"USD.LIBOR.3M__Swap__9Y 1.778522\n",
"USD.LIBOR.3M__Swap__10Y 1.824412\n",
"USD.LIBOR.3M__Swap__11Y 1.868467\n",
"USD.LIBOR.3M__Swap__12Y 1.910815\n",
"USD.LIBOR.3M__Swap__13Y 1.951232\n",
"USD.LIBOR.3M__Swap__14Y 1.989850\n",
"USD.LIBOR.3M__Swap__15Y 2.026678\n",
"USD.LIBOR.3M__Swap__16Y 2.061823\n",
"USD.LIBOR.3M__Swap__17Y 2.095099\n",
"USD.LIBOR.3M__Swap__18Y 2.126618\n",
"USD.LIBOR.3M__Swap__19Y 2.156388\n",
"USD.LIBOR.3M__Swap__20Y 2.184495\n",
"USD.LIBOR.3M__Swap__25Y 2.298968\n",
"USD.LIBOR.3M__Swap__30Y 2.372879\n",
"USD.LIBOR.3M__Swap__35Y 2.421239\n",
"USD.LIBOR.3M__Swap__40Y 2.458937\n",
"USD.LIBOR.3M__Swap__45Y 2.493859\n",
"USD.LIBOR.3M__Swap__50Y 2.529655\n",
"USD.LIBOR.3M__Swap__60Y 2.607966\n",
"USD.LIBOR.3M__Swap__70Y 2.675223"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Display:\n",
"figsize(figure_width, 4)\n",
"price_ladder.sublist('USD.LIBOR.3M').dataframe()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Display instrument par-rates\n",
"Every instrument type has a specific relationship between the quoted price $P$ and the par-rate $r$. For instance:\n",
"\n",
"For interest rate swaps, $P = 100 \\times r$\n",
"\n",
"For interest rate futures, $P = 10000 \\times (1 - r)$\n",
"\n",
"The relationship between interest rate curve in a **zero-rate** space and instrument **par-rates** is often a source of confusion for many people. The below is a graph which illustrates the difference between USD.LIBOR.3M pricing curve's zero rates vs. par-rates of instruments (e.g. deposits, futures, swaps), which are repriced using this curve.\n",
"As we can see, only the par-rates of money market (deposit) instruments correspond to the curve points plotted in a zero-rate space."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"ExecuteTime": {
"end_time": "2021-02-25T15:09:31.304180Z",
"start_time": "2021-02-25T15:09:31.043147Z"
}
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1152x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"figsize(figure_width, 6)\n",
"m, r = curve_builder.get_instrument_rates(price_ladder.sublist('USD.LIBOR.3M'))\n",
"m = [exceldate_to_pydate(int(i)) for i in m]\n",
"title('USD.LIBOR.3M instrument par-rates')\n",
"linestyle(' '), plt.plot(m,r,marker='.', label='USD.LIBOR.3M instrument par-rates')\n",
"linestyle('-'), pricing_curvemap['USD.LIBOR.3M'].plot()\n",
"legend();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Curve Building\n",
"Build a brand new collection of curves from the instrument prices. This will take few seconds to complete ... "
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"ExecuteTime": {
"end_time": "2021-02-25T15:09:53.007780Z",
"start_time": "2021-02-25T15:09:31.306146Z"
},
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Solving stage 1/5 containing curves USD.LIBOR.3M, USD/USD.OIS (72 pillars)\n",
"Solving stage 2/5 containing curves USD.LIBOR.6M (30 pillars)\n",
"Solving stage 3/5 containing curves USD.LIBOR.12M (30 pillars)\n",
"Solving stage 4/5 containing curves GBP.LIBOR.3M, GBP/GBP.SONIA (72 pillars)\n",
"Solving stage 5/5 containing curves GBP/USD.OIS (30 pillars)\n",
"Done\n"
]
}
],
"source": [
"build_output = curve_builder.build_curves(price_ladder)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Below is the comparison of curves which we have just built (**solid lines**) with pricing curves (**dotted lines**). These lines should be as close to each other as possible."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"ExecuteTime": {
"end_time": "2021-02-25T15:09:53.437743Z",
"start_time": "2021-02-25T15:09:53.009743Z"
},
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Display:\n",
"figsize(figure_width, 6)\n",
"title('Curvebuilder output')\n",
"linestyle('solid'), build_output.output_curvemap.plot(), legend()\n",
"linestyle('dotted'), pricing_curvemap.plot();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Instrument/Pillar Jacobian Matrix\n",
"The optimizer is using gradient-descent method to minimize error between instrument par-rates calculated from the curves which are subject to this optimization and the input instrument par-rates. In order to do this, optimizer calculates derivative ${\\delta (I-I') / \\delta P}$, where $I$ is the actual instrument par-rate, $I'$ is the target instrument par-rate and $P$ is the pillar value from the curve (practically speaking, the discount factor).\n",
"\n",
"Jacobian matrix which is a by-product of the curve building process can be then used for risk calculation purposes and it will be illustrated lated."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"ExecuteTime": {
"end_time": "2021-02-25T15:09:53.729743Z",
"start_time": "2021-02-25T15:09:53.439744Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"jacobian_dPdI = np.linalg.pinv(build_output.jacobian_dIdP)\n",
"# Display:\n",
"figsize(figure_width, 8)\n",
"title(\"Jacobian Matrix\"), xlabel('Pillars'), ylabel('Instruments')\n",
"imshow(jacobian_dPdI), colorbar();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Risk Calculator\n",
"Risk calculator is constructed from the **curve builder** (which contains curve definitions and market conventions) and **build output** (which contains curves and the jacobian matrix)."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"ExecuteTime": {
"end_time": "2021-02-25T15:09:53.736749Z",
"start_time": "2021-02-25T15:09:53.731759Z"
},
"scrolled": false
},
"outputs": [],
"source": [
"risk_calculator = RiskCalculator(curve_builder, build_output)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's define a convenience function which will bump par-rate of a specific instrument by the given amount of basis points and visualise the effect on all curves."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"ExecuteTime": {
"end_time": "2021-02-25T15:09:53.752745Z",
"start_time": "2021-02-25T15:09:53.739762Z"
}
},
"outputs": [],
"source": [
"def visualise_bump(instrument_search_string, bumpsize):\n",
" instruments, bumpsize = risk_calculator.find_instruments(instrument_search_string), bumpsize \n",
" curvemap_bump = risk_calculator.get_bumped_curvemap(instruments, bumpsize, BumpType.JACOBIAN_REBUILD)\n",
"\n",
" # Display:\n",
" figsize(figure_width, 6)\n",
" linestyle('solid'), build_output.output_curvemap.plot(), legend()\n",
" linestyle('dashed'), curvemap_bump.plot()\n",
" title(\"Effect of bumping instrument %s\" % instrument_search_string)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Bumping Market Instruments"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Bumping **market instruments** (such as those which define USD.LIBOR.3M neutral curve) will cause parallel shift of all other curves which are defined as a basis from this curve"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"ExecuteTime": {
"end_time": "2021-02-25T15:09:54.273766Z",
"start_time": "2021-02-25T15:09:53.754759Z"
},
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"visualise_bump('USD.LIBOR.3M__Swap__20Y', 1e-4)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"ExecuteTime": {
"end_time": "2021-02-25T15:09:54.765743Z",
"start_time": "2021-02-25T15:09:54.275745Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"visualise_bump('USD.LIBOR.3M.*', 15e-4)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Bumping Basis Instruments"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Bumping **basis instruments** (USD.LIBOR.6M) will cause movement in a USD LIBOR 6M basis curve"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"ExecuteTime": {
"end_time": "2021-02-25T15:09:55.284747Z",
"start_time": "2021-02-25T15:09:54.767743Z"
},
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"visualise_bump('USD.LIBOR.6M__BasisSwap__20Y', 1e-4)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"ExecuteTime": {
"end_time": "2021-02-25T15:09:55.803760Z",
"start_time": "2021-02-25T15:09:55.286748Z"
},
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"visualise_bump('USD.LIBOR.6M.*', 15e-4)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python 3",
"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": "3.8.0"
}
},
"nbformat": 4,
"nbformat_minor": 1
}