From 2e72b6da5ee89e78d5c8fd0aa305f1da8e3cd205 Mon Sep 17 00:00:00 2001 From: Fabian Joswig Date: Thu, 6 Jan 2022 17:51:50 +0100 Subject: [PATCH] feat: example 2-4 improved, figures updated with changes in Corr.show --- examples/02_correlators.ipynb | 8 +-- examples/03_pcac_example.ipynb | 128 ++++++++------------------------- examples/04_fit_example.ipynb | 48 ++++++------- 3 files changed, 56 insertions(+), 128 deletions(-) diff --git a/examples/02_correlators.ipynb b/examples/02_correlators.ipynb index 423b92a8..02afa38f 100644 --- a/examples/02_correlators.ipynb +++ b/examples/02_correlators.ipynb @@ -114,7 +114,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -191,7 +191,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -378,7 +378,7 @@ }, { "cell_type": "markdown", - "id": "0db4f67d", + "id": "7fcbcac4", "metadata": {}, "source": [ "There is a range of addtional methods of the `Corr` class which can be found in the documentation." @@ -387,7 +387,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ff177781", + "id": "2fbe1263", "metadata": {}, "outputs": [], "source": [] diff --git a/examples/03_pcac_example.ipynb b/examples/03_pcac_example.ipynb index 75f1af4b..ae605aaf 100644 --- a/examples/03_pcac_example.ipynb +++ b/examples/03_pcac_example.ipynb @@ -81,7 +81,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -179,7 +179,27 @@ "outputs": [ { "data": { - "image/png": "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\n", + "text/plain": [ + "24" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "am_pcac_impr.T" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", "text/plain": [ "
" ] @@ -210,7 +230,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -243,12 +263,12 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -263,98 +283,6 @@ "am_pcac_impr.show(comp=am_pcac, plateau=pcac_plateau)" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Refined error analysis" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "There are two way of adjusting the value of S. One can either change the class variable `Obs.S_global`. The set value is then used for all following applications of the `gamma_method`." - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Result\t 5.03431904e-03 +/- 5.38835422e-04 +/- 8.24919899e-05 (10.703%)\n", - " t_int\t 5.15384615e-01 +/- 1.25000000e-01 S = 3.00\n", - "64 samples in 1 ensemble:\n", - " · Ensemble 'test_ensemble' : 64 configurations (from 1 to 64)\n" - ] - } - ], - "source": [ - "pe.Obs.S_global = 3.0\n", - "pcac_plateau.gamma_method()\n", - "pcac_plateau.details()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Alternatively one can call the gamma_method with the keyword argument S. This value overwrites the global value only for the current application of the `gamma_method`." - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Result\t 5.03431904e-03 +/- 5.38835422e-04 +/- 8.24919899e-05 (10.703%)\n", - " t_int\t 5.15384615e-01 +/- 1.25000000e-01 S = 2.50\n", - "64 samples in 1 ensemble:\n", - " · Ensemble 'test_ensemble' : 64 configurations (from 1 to 64)\n" - ] - } - ], - "source": [ - "pcac_plateau.gamma_method(S=2.5)\n", - "pcac_plateau.details()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "`pyerrors` also supports the critical slowing down analysis of arXiv:1009.5228" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Result\t 5.03431904e-03 +/- 7.82447810e-04 +/- 1.19787368e-04 (15.542%)\n", - " t_int\t 1.08675071e+00 +/- 1.63643098e+00 tau_exp = 10.00, N_sigma = 1\n", - "64 samples in 1 ensemble:\n", - " · Ensemble 'test_ensemble' : 64 configurations (from 1 to 64)\n" - ] - } - ], - "source": [ - "pcac_plateau.gamma_method(tau_exp=10)\n", - "pcac_plateau.details()" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -364,7 +292,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -388,12 +316,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "If everything is satisfactory, save the `Obs` in a file for future use. The `Obs` `pcac_plateau` conatains all relevant information for any follow up analyses." + "If everything is satisfactory we can save the `Obs` in a file for future use. The `Obs` `pcac_plateau` conatains all relevant information for any follow up analyses." ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ diff --git a/examples/04_fit_example.ipynb b/examples/04_fit_example.ipynb index ac3ae148..3fe8fabc 100644 --- a/examples/04_fit_example.ipynb +++ b/examples/04_fit_example.ipynb @@ -77,7 +77,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -127,7 +127,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -161,7 +161,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -178,7 +178,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -212,12 +212,12 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -248,18 +248,18 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "(Obs[-0.37(35)], Obs[0.61(25)])\n", - "(Obs[1.40(35)], Obs[0.92(25)])\n", - "(Obs[3.83(35)], Obs[-1.38(25)])\n", - "(Obs[6.39(35)], Obs[-1.58(25)])\n", - "(Obs[8.69(35)], Obs[-0.62(25)])\n" + "(Obs[0.57(35)], Obs[0.49(25)])\n", + "(Obs[2.53(35)], Obs[0.56(25)])\n", + "(Obs[4.17(35)], Obs[-1.52(25)])\n", + "(Obs[5.97(35)], Obs[-1.40(25)])\n", + "(Obs[7.82(35)], Obs[-0.58(25)])\n" ] } ], @@ -283,7 +283,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -301,7 +301,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -311,10 +311,10 @@ "Fit with 3 parameters\n", "Method: ODR\n", "Sum of squares convergence\n", - "Residual variance: 2.605726458598027\n", - "Parameter 1 : 0.37(34)\n", - "Parameter 2 : -0.254(62)\n", - "Parameter 3 : 1.13(27)\n" + "Residual variance: 0.4144435658518591\n", + "Parameter 1 : 0.26(28)\n", + "Parameter 2 : -0.228(53)\n", + "Parameter 3 : 0.98(22)\n" ] } ], @@ -335,12 +335,12 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -369,7 +369,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -386,7 +386,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -396,7 +396,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -406,7 +406,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ]