From 9cbfeec38d95ee93caeaa74a296f2b2e79653cb1 Mon Sep 17 00:00:00 2001 From: Clemens Lange Date: Tue, 19 Jun 2018 15:16:55 +0200 Subject: [PATCH 01/11] add notebook to get started with example inputs --- Getting_started.ipynb | 385 +++++++++++++++++++++++++++++ example_inputs/abstract.txt | 1 + example_inputs/effacc_signal.txt | 13 + example_inputs/signalEffVsMass.pdf | Bin 0 -> 14757 bytes 4 files changed, 399 insertions(+) create mode 100644 Getting_started.ipynb create mode 100644 example_inputs/abstract.txt create mode 100644 example_inputs/effacc_signal.txt create mode 100644 example_inputs/signalEffVsMass.pdf diff --git a/Getting_started.ipynb b/Getting_started.ipynb new file mode 100644 index 00000000..57dc3438 --- /dev/null +++ b/Getting_started.ipynb @@ -0,0 +1,385 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Getting started with hepdata_lib\n", + "\n", + "The following instructions and examples should get you started to get your analysis into [HEPData](https://hepdata.net) using `hepdata_lib`. Please also refer to the [documentation](http://hepdata-lib.readthedocs.io/). While you can also run `hepdata_lib` on your local computer, you can use the [binder](https://mybinder.org/) or [SWAN](http://swan.cern.ch/) services in the browser. Mind that SWAN is only available for people with a CERN account.\n", + "\n", + "## SWAN-specific instructions\n", + "\n", + "For SWAN, if you haven't done so already, open up a new terminal (going back to the project tab and clicking the terminal icon in the top right), and enter the following to install `hepdata_lib`:\n", + "```\n", + "pip install --user hepdata_lib\n", + "```\n", + "Then go back to the notebook." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## General setup\n", + "\n", + "To make sure things are working and `hepdata_lib` is available, run the following command:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Welcome to JupyROOT 6.12/06\n" + ] + } + ], + "source": [ + "import hepdata_lib" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Creating your HEPData submission\n", + "\n", + "The `Submission` object represents the whole HEPData entry and thus carries the top-level meta data that is equally valid for all the tables and variables you may want to enter. The object is also used to create the physical submission files you will upload to the HEPData web interface.\n", + "\n", + "When using `hepdata_lib` to make an entry, you always need to create a `Submission` object. Let's do that now, and then add data to it step by step:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from hepdata_lib import Submission\n", + "submission = Submission()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In general, a `Submission` should contain details on the actual analysis such as it's abstract as well as links to the actual publication. The abstract should be in a plain text file. For `inspire` there's a special `record_id`, while for links to `arXiv` etc. one should use plain hyperlinks." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "submission.read_abstract(\"example_inputs/abstract.txt\")\n", + "submission.add_link(\"Webpage with all figures and tables\", \"https://cms-results.web.cern.ch/cms-results/public-results/publications/B2G-16-029/\")\n", + "submission.add_link(\"arXiv\", \"http://arxiv.org/abs/arXiv:1802.09407\")\n", + "submission.add_record_id(1657397, \"inspire\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Adding a table/figure\n", + "\n", + "In HEPData, figures and table will both be `Table` objects. The example here shows reading a plain text file containing the signal effiency times acceptance as a function of resonance mass for different signal models. The file has been uploaded to the `example_files` directory. For your submission, create a new directory, e.g. using the analysis identifier.\n", + "\n", + "Let's have a look at the file:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "mass BulkG Wprime\r\n", + "------- ------- -------\r\n", + "1000.0 0.4651 0.45136\r\n", + "1200.0 0.50336 0.5109\r\n", + "1400.0 0.5126 0.54016\r\n", + "1600.0 0.52474 0.5513\r\n", + "1800.0 0.531 0.56724\r\n", + "2000.0 0.5391 0.5728\r\n", + "2500.0 0.549430894308 0.585602409637\r\n", + "3000.0 0.55378 0.58952\r\n" + ] + } + ], + "source": [ + "!head example_inputs/effacc_signal.txt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The first column is the mass value, the other columns contain the efficiency times acceptance values.\n", + "\n", + "Let's create the table/figure. First, we need to give it a name, which is usually just the identifier in the paper, here \"Figure 1\". The table also needs a description, which is usually the caption. You also need to describe the location, i.e. where to find it in the publication:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "from hepdata_lib import Table\n", + "table = Table(\"Additional Figure 1\")\n", + "table.description = \"Signal selection efficiency times acceptance as a function of resonance mass for a spin-2 bulk graviton decaying to WW and a spin-1 W' decaying to WZ.\"\n", + "table.location = \"Data from additional Figure 1\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we need to provide more information on what is actually shown, which is done via `keywords`. The ones that are available can be taken from the documentation:\n", + "- [Observables](http://hepdata-lib.readthedocs.io/en/latest/observables.html)\n", + "- [Particles](http://hepdata-lib.readthedocs.io/en/latest/partlist.html)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "table.keywords[\"observables\"] = [\"ACC\", \"EFF\"]\n", + "table.keywords[\"reactions\"] = [\"P P --> GRAVITON --> W+ W-\", \"P P --> WPRIME --> W+/W- Z0\"]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's read in the file. For this purpose, `numpy` is very handy. Since the first two rows are the header, we skip them:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "data = np.loadtxt(\"example_inputs/effacc_signal.txt\", skiprows=2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`numpy` stores the content as arrays. You can actually see that the entry that was labelled as `NaN` is correctly read in:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[1.00000000e+03 4.65100000e-01 4.51360000e-01]\n", + " [1.20000000e+03 5.03360000e-01 5.10900000e-01]\n", + " [1.40000000e+03 5.12600000e-01 5.40160000e-01]\n", + " [1.60000000e+03 5.24740000e-01 5.51300000e-01]\n", + " [1.80000000e+03 5.31000000e-01 5.67240000e-01]\n", + " [2.00000000e+03 5.39100000e-01 5.72800000e-01]\n", + " [2.50000000e+03 5.49430894e-01 5.85602410e-01]\n", + " [3.00000000e+03 5.53780000e-01 5.89520000e-01]\n", + " [3.50000000e+03 5.62160000e-01 6.03240000e-01]\n", + " [4.00000000e+03 5.64538153e-01 nan]\n", + " [4.50000000e+03 5.66820000e-01 5.99780000e-01]]\n" + ] + } + ], + "source": [ + "from __future__ import print_function\n", + "print(data)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will now use this for our `Variable` definitions. The x-axis is usually the independent variable (`is_independent=True`), whereas the other ones are dependent (i.e. a function of the former). You also need to declare whether the variable is binned or not as well as the units. Similar as for the `keywords` used above, it is again important to provide additional information that can be found via the HEPData web interface using the observables and particles linked above. The values assigned are just slices of the `data` array:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "from hepdata_lib import Variable\n", + "d = Variable(\"Resonance mass\", is_independent=True, is_binned=False, units=\"GeV\")\n", + "d.values = data[:,0]\n", + "\n", + "BulkG = Variable(\"Efficiency times acceptance\", is_independent=False, is_binned=False, units=\"\")\n", + "BulkG.values = data[:,1]\n", + "BulkG.add_qualifier(\"Efficiency times acceptance\", \"Bulk graviton --> WW\")\n", + "BulkG.add_qualifier(\"SQRT(S)\", 13, \"TeV\")\n", + "\n", + "Wprime = Variable(\"Efficiency times acceptance\", is_independent=False, is_binned=False, units=\"\")\n", + "Wprime.values = data[:,2]\n", + "Wprime.add_qualifier(\"Efficiency times acceptance\", \"Wprime --> WZ\")\n", + "Wprime.add_qualifier(\"SQRT(S)\", 13, \"TeV\")\n", + "\n", + "table.add_variable(d)\n", + "table.add_variable(BulkG)\n", + "table.add_variable(Wprime)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In case of a plot, you should also add the original figure itself. `hepdata_lib` will take care of creating the thumbnail as well. Just add the figure as below.\n", + "\n", + "*WARNING*: this does not work on SWAN, since it does not have `ImageMagick` installed. Please comment out the following line when running on SWAN." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "table.add_image(\"example_inputs/signalEffVsMass.pdf\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This is all that's needed for the table/figure. We still need it to the submission:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "submission.add_table(table)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Once you've added all tables/figures and the general submission details, you should add a few more keywords to all tables for better identification and searchability, e.g. the centre-of-mass energy:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "for table in submission.tables:\n", + " table.keywords[\"cmenergies\"] = [13000]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now it's time to create the submission for the upload. Here, we choose `example_output` as output directory:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "outdir = \"example_output\"\n", + "submission.create_files(outdir)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the working directory, you will now find a `submission.tar.gz` file, which you can use for uploading to your HEPData sandbox:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "submission.tar.gz\r\n" + ] + } + ], + "source": [ + "!ls submission.tar.gz" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And the `example_output` directory will contain the generated `yaml` files:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "additional_figure_1.yaml signalEffVsMass.png submission.yaml thumb_signalEffVsMass.png\r\n" + ] + } + ], + "source": [ + "!ls example_output" + ] + } + ], + "metadata": { + "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": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/example_inputs/abstract.txt b/example_inputs/abstract.txt new file mode 100644 index 00000000..62e52e86 --- /dev/null +++ b/example_inputs/abstract.txt @@ -0,0 +1 @@ +A search for a new heavy particle decaying to a pair of vector bosons ($\PW\PW$ or $\PW\PZ$) is presented using data from the CMS detector corresponding to an integrated luminosity of 35.9\fbinv collected in proton-proton collisions at a centre-of-mass energy of 13\TeV in 2016. One of the bosons is required to be a \PW\ boson decaying to $\Pe\Pgn$ or $\Pgm\Pgn$, while the other boson is required to be reconstructed as a single massive jet with substructure compatible with that of a highly-energetic quark pair from a \PW\ or \PZ boson decay. The search is performed in the resonance mass range between 1.0 and 4.5\TeV. The largest deviation from the background-only hypothesis is observed for a mass near 1.4\TeV and corresponds to a local significance of 2.5 standard deviations. The result is interpreted as an upper bound on the resonance production cross section. Comparing the excluded cross section values and the expectations from theoretical calculations in the bulk graviton and heavy vector triplet models, spin-2 $\PW\PW$ resonances with mass smaller than 1.07\TeV and spin-1 $\PW\PZ$ resonances lighter than 3.05\TeV, respectively, are excluded at 95\% confidence level. \ No newline at end of file diff --git a/example_inputs/effacc_signal.txt b/example_inputs/effacc_signal.txt new file mode 100644 index 00000000..b5134222 --- /dev/null +++ b/example_inputs/effacc_signal.txt @@ -0,0 +1,13 @@ +mass BulkG Wprime +------- ------- ------- +1000.0 0.4651 0.45136 +1200.0 0.50336 0.5109 +1400.0 0.5126 0.54016 +1600.0 0.52474 0.5513 +1800.0 0.531 0.56724 +2000.0 0.5391 0.5728 +2500.0 0.549430894308 0.585602409637 +3000.0 0.55378 0.58952 +3500.0 0.56216 0.60324 +4000.0 0.564538152609 NaN +4500.0 0.56682 0.59978 diff --git a/example_inputs/signalEffVsMass.pdf b/example_inputs/signalEffVsMass.pdf new file mode 100644 index 0000000000000000000000000000000000000000..b0052066140d1fd7515b76ee502615081267b32a GIT binary patch literal 14757 zcmd5@2{@G9+m}i;Bo&d0QL2$L&oi5`l`>Q$W6f*JU}$W^%qSJoLfJyeT3ISW`=S&r z%2Jd{_9CTy(I!RmKhK!4&Ks_)_v_=jX3m`LKIeDtb1&!IXD*eZw+L1tpyob(R$hUE z(GZ&H;EK}JL}AS~dePBX9U6z`&U8UxsWcZl8%+QeOi)-OAC5c26a2<^|3(T8nNFa- zIh)QeL@i#7qI)_a{o(rbtHYwxI7}8AV`5}vhPI%y*bJs8nxq2Zunq$UXsBhyBbs%V%C6iAZMFc(9RR71naAdm{6Jxt=KVKmIA z26}+`^gtIdpCaf3$0rFo!EtFKlf&xza+aHN5a@8-odZCb?o5`c7tN85*3<+m$|j?6 z-6KO9P-z?vo#lzfbuVr2njvH8&kI~Yu%1h3<9IDt7#r!-St3f8I4Ux>Hq{8 z9(4Aim4I~^j$lllj!Y+prwbaphT*x?lg;2~^jQvMmLs5s8%%8()7@!!v=9_WKnpLJ z)<|Z@<&P1NB=jY@g6_Va&S5yxhBrGd1CD?eQ6Q~FMh@-_Zy)+FY4+XV-Gbw{%t8`O zbNEZh-A^N!r0TyD9N9#XT`~f?zTape8_^m@qwPp2K4cuGk+5 zxqhO=ist1^0g~8(#$orF16O~Hq|<&fV-O@ZZF^M^S10ktg~n1L7>(m;Nh*Xx<9J$<3gOW>o|dFSKr`~RBo!i}@jNX_ zg-B>TPcu^?RWzQbnyC;OjpylRDx`+S^OQ3cNNhY$J5zx~#q;R`jg05h1wshVrwcSP zo=+EOWCEWqQ0oLfU7*$pe7Zob6Zmui3laEq!TJ*TbiuL^09_PfB2WRS1U_LL9!=mA z1{e|egn`N@atZfc+umKxHR z>M`7b!GYCt2Sy5o4lDyYSa3E6ScM)FQ7b|gG~>)l%%0$=5LnB=CuwFUyn-}SqNJ&i z!F6itOw6$-*%BT{CEQY?3h0OJ)1pf0j0uNXftMnd&J;!O8yy30E0Nhs7gN9mYp;gZ zpry3~M+x~kO12*vDR~|3^^a=G5hnkfVR;^m6up=){^lk(s`&j>j)KsI?)m|B2COelmhwqON z6;_s8H^aON8*s>io>QCiVKJdJdnt7R0QE}Be*uV(&mV;cCJn*|CiO57 zenbGB#(YC<+fF9$N)p$X;(TiV#RX`_)73H&XZE<V7mpGVDnBH3OaMZ?rsTgM1msRP3xUL+Vj&m;8y152 zD1ju8jgS;?qmhQh>318A!rN%Gz%~=MNGKg^nsh^|OsZt8guPJn#ff=?k>Cnio-{{9 z0$-5u#SEnK*N`9$#WBN0qF}7?-qNwNCrYv|Zp#(U6#^Tl`JO;95TW{eFc5KyNESqQ z{UOOaEVlS_V9-$}iK1!RuIwH#o?A{V6u=q1zQMokk-r57`A>0%uq25{EqN}iGzQnp z8_%@_!huZo_q_3+hzxM50KvZ%88BXLC_E^Ur^O2(G0KK5g?CnwjQ9DCo}yEDjq2m3 zyj525(#MXP^A+N`HEsKwXZvoI3C~KDQJ(wO!b-)}sV!)DW#pAU;>-6)BF>Z^6*M}9H0j$OMqCS`fe zxYn=I_ChF2*k1sb^*Uz%#%2ErtV2s;82ZC(Hr7N>Z__*p;e}2qQDt<`6D}ge@e4;e z#BWnfNetKioNm8cZAF7*8Yw|^Uf@Dhl?+dAi)qWn3BV0e;eUZ0hsI6q&uOqeyECwE zVycY}dXm#>73o#Cg$jbQi9xQUAj_B@{T8Y^eS!d-hA^Wc6_|VAhRAdz^?xbUVG?1e zjcXGLBO6zDL-JGk>kO~GcB4W@`Pgf_LxGqn3vJ{z*6*lG4Qc3TwD^*~Lu1$V74I5f z>dntHdvCrt>Z5tY=)2NI=ZVr<Ol7^ZRlZ(h(1G(t7iGuPhBp*m z91~~X!Z@+_sfKOyag0Lyhagv(E`!HW&0V|lil)>wnr#kW7^-po62o^A$O!G$)7vQk@gdFgzlS&uH>4ibq-uEHfW#heL>)v&Q4G>fP*Zg7r|LxCx)qfs z9;K2WK#9g~U-{JkJ7x*yON5g5)BQg?Eg zc1#F7sCV}IBaM(rJ14Hbm1SxZw>d*(!_LDuj(aI%g6cogvFkt3?v#JLbkD(W!c>+J`D(c|P#-z{LhhV&Nx znguwdUK_3j$hU>ZrYg)v2k_m?+Bk`90eB4Q8*q>RxdP)qlNV&ZYXA~F&j8$_3?(fH z;ab4Q6bowG|8$nZqSUWqd>2aj)zenPc6>~AoBv8V7I~>y@U!-Y?b9BGiUdiINp=Xg zR4qDDgU8jT1WegzeP>$mp7t95b8^{{kKd-qjGw#r2vf^4?!}S!22IbkKj96(ib6s= znX^w1#*TY@@>{J0g9D&$3mQrNDQQcB(4-!}ip0kbBzV~2;30LnW;9>Y7R=WUalEiW z+d*4QY*!{v(!MM{VO1I3+1R!3OX}@O=>XcRGCSi z^v@(^1blXB2-)PrQdnxcd6xfl(`O=Hsj*H5D@Cieoxg*xRkBoi?5rDPc%Y+t;)0*k zvZn0z*&Fz2WyqH4Q%23Pw|}~PWyl!EXctC$LPm5(LPnCJr6K-~W`yP)O@k1++?)s+ z;al@8caLzZGKUaL*G2=It%`M(qOIrEc6?6Dn=cwY@qWl|#NrB_zcxa^8V%{>bRR7N zALl<~Z-K5ajQeAjLjm12MTnA%t}C-FUv|Alctw2D0-1zuB~B_jI$CoiL>El7I1qkJ zbQeqe-0A7m)afgTlN7bxuK?G-u2Np?Z+2)JbJw?PJf(KvV@;`(d6m`??XjL!zk&;&r}87CY*CP zq&VAC<*-)SQH3zI8P!u5S{3D)6Q-4%+C1~qIfa88nz!UK z$rT|1z-swcKuQw8azpz+{6o$^cSb%ed~rh_1#7O-5Z?|=O#jdg!p(|?i6B4#Eh2I= zX8k(zDEp>%&2eV8zMXAgPTe_)lIpeT{jb=`%9*jv(vxN$zE4Y(!iJ#kvYr{4tUKdh zzN=Z5S)x?17k?zn+9R*7^s0hl-H#u;>{q8

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[ROOT](https://root.cern.ch) From 58e8b9133bea20cde308a32b2985ccf2a355ff93 Mon Sep 17 00:00:00 2001 From: Clemens Lange Date: Tue, 19 Jun 2018 15:40:21 +0200 Subject: [PATCH 03/11] add SWAN/binder links to README --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index e7766958..a6ddb7bc 100644 --- a/README.md +++ b/README.md @@ -15,7 +15,7 @@ pip install hepdata_lib ## Getting started -For using `hepdata_lib`, you don't even need to install it, but can use the binder or SWAN (CERN-only) services using one of the buttons below and following the instructions in the notebook with name `Getting_started`: +For using `hepdata_lib`, you don't even need to install it, but can use the [binder](https://mybinder.org/) or [SWAN](https://swan.cern.ch/) (CERN-only) services using one of the buttons below and following the instructions in the notebook with name `Getting_started`: [![Binder](https://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/clelange/hepdata_lib/master?filepath=Getting_started.ipynb) [![SWAN](https://swanserver.web.cern.ch/swanserver/images/badge_swan_white_150.png)](https://cern.ch/swanserver/cgi-bin/go?projurl=https://mybinder.org/v2/gh/clelange/hepdata_lib.git) From 9878e7156cff80464a71486555f1259d9c524bdf Mon Sep 17 00:00:00 2001 From: Clemens Lange Date: Tue, 19 Jun 2018 15:42:39 +0200 Subject: [PATCH 04/11] make abstract LateX --- example_inputs/abstract.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/example_inputs/abstract.txt b/example_inputs/abstract.txt index 62e52e86..ce201569 100644 --- a/example_inputs/abstract.txt +++ b/example_inputs/abstract.txt @@ -1 +1 @@ -A search for a new heavy particle decaying to a pair of vector bosons ($\PW\PW$ or $\PW\PZ$) is presented using data from the CMS detector corresponding to an integrated luminosity of 35.9\fbinv collected in proton-proton collisions at a centre-of-mass energy of 13\TeV in 2016. One of the bosons is required to be a \PW\ boson decaying to $\Pe\Pgn$ or $\Pgm\Pgn$, while the other boson is required to be reconstructed as a single massive jet with substructure compatible with that of a highly-energetic quark pair from a \PW\ or \PZ boson decay. The search is performed in the resonance mass range between 1.0 and 4.5\TeV. The largest deviation from the background-only hypothesis is observed for a mass near 1.4\TeV and corresponds to a local significance of 2.5 standard deviations. The result is interpreted as an upper bound on the resonance production cross section. Comparing the excluded cross section values and the expectations from theoretical calculations in the bulk graviton and heavy vector triplet models, spin-2 $\PW\PW$ resonances with mass smaller than 1.07\TeV and spin-1 $\PW\PZ$ resonances lighter than 3.05\TeV, respectively, are excluded at 95\% confidence level. \ No newline at end of file +A search for a new heavy particle decaying to a pair of vector bosons (WW or WZ) is presented using data from the CMS detector corresponding to an integrated luminosity of $35.9~\mathrm{fb}^{-1}$ collected in proton-proton collisions at a centre-of-mass energy of 13~TeV in 2016. One of the bosons is required to be a W boson decaying to $e\nu$ or $mu\nu$, while the other boson is required to be reconstructed as a single massive jet with substructure compatible with that of a highly-energetic quark pair from a W or Z boson decay. The search is performed in the resonance mass range between 1.0 and 4.5~TeV. The largest deviation from the background-only hypothesis is observed for a mass near 1.4~TeV and corresponds to a local significance of 2.5 standard deviations. The result is interpreted as an upper bound on the resonance production cross section. Comparing the excluded cross section values and the expectations from theoretical calculations in the bulk graviton and heavy vector triplet models, spin-2 WW resonances with mass smaller than 1.07~TeV and spin-1 WZ resonances lighter than 3.05~TeV, respectively, are excluded at 95\% confidence level. \ No newline at end of file From e51226d7865384a1a15be839d4fa04b56f36f333 Mon Sep 17 00:00:00 2001 From: Clemens Lange Date: Fri, 22 Jun 2018 10:46:13 +0200 Subject: [PATCH 05/11] move notebook and example inputs --- .../Getting_started.ipynb | 0 .../example_inputs}/abstract.txt | 0 .../example_inputs}/effacc_signal.txt | 0 .../example_inputs}/signalEffVsMass.pdf | Bin 4 files changed, 0 insertions(+), 0 deletions(-) rename Getting_started.ipynb => notebooks/Getting_started.ipynb (100%) rename {example_inputs => notebooks/example_inputs}/abstract.txt (100%) rename {example_inputs => notebooks/example_inputs}/effacc_signal.txt (100%) rename {example_inputs => notebooks/example_inputs}/signalEffVsMass.pdf (100%) diff --git a/Getting_started.ipynb b/notebooks/Getting_started.ipynb similarity index 100% rename from Getting_started.ipynb rename to notebooks/Getting_started.ipynb diff --git a/example_inputs/abstract.txt b/notebooks/example_inputs/abstract.txt similarity index 100% rename from example_inputs/abstract.txt rename to notebooks/example_inputs/abstract.txt diff --git a/example_inputs/effacc_signal.txt b/notebooks/example_inputs/effacc_signal.txt similarity index 100% rename from example_inputs/effacc_signal.txt rename to notebooks/example_inputs/effacc_signal.txt diff --git a/example_inputs/signalEffVsMass.pdf b/notebooks/example_inputs/signalEffVsMass.pdf similarity index 100% rename from example_inputs/signalEffVsMass.pdf rename to notebooks/example_inputs/signalEffVsMass.pdf From 65153821baf04471e591e56d64b7f0a528e34ba2 Mon Sep 17 00:00:00 2001 From: Clemens Lange Date: Fri, 22 Jun 2018 10:51:32 +0200 Subject: [PATCH 06/11] update README with updated binder link, ignore output from examples --- .gitignore | 4 ++++ README.md | 2 +- 2 files changed, 5 insertions(+), 1 deletion(-) diff --git a/.gitignore b/.gitignore index 6a4d4fb3..3fb9f9b0 100644 --- a/.gitignore +++ b/.gitignore @@ -1,3 +1,7 @@ +# output from examples +notebooks/submission.tar.gz +notebooks/example_output/ + # Byte-compiled / optimized / DLL files __pycache__/ *.py[cod] diff --git a/README.md b/README.md index a6ddb7bc..d290b9a5 100644 --- a/README.md +++ b/README.md @@ -17,7 +17,7 @@ pip install hepdata_lib For using `hepdata_lib`, you don't even need to install it, but can use the [binder](https://mybinder.org/) or [SWAN](https://swan.cern.ch/) (CERN-only) services using one of the buttons below and following the instructions in the notebook with name `Getting_started`: -[![Binder](https://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/clelange/hepdata_lib/master?filepath=Getting_started.ipynb) +[![Binder](https://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/clelange/hepdata_lib/master?filepath=notebooks/Getting_started.ipynb) [![SWAN](https://swanserver.web.cern.ch/swanserver/images/badge_swan_white_150.png)](https://cern.ch/swanserver/cgi-bin/go?projurl=https://mybinder.org/v2/gh/clelange/hepdata_lib.git) ## External dependencies From 9980ca48615f5d803ac6a4cccb97b1baee55de0e Mon Sep 17 00:00:00 2001 From: Clemens Lange Date: Fri, 22 Jun 2018 13:21:22 +0200 Subject: [PATCH 07/11] add reading combine ntuple example notebook --- README.md | 8 +- notebooks/combine_limits.ipynb | 348 ++++++++++++++++++ notebooks/example_inputs/Figure_006-a.pdf | Bin 0 -> 24613 bytes .../WWmerged.higgsCombineTest.Asymptotic.root | Bin 0 -> 79970 bytes 4 files changed, 355 insertions(+), 1 deletion(-) create mode 100644 notebooks/combine_limits.ipynb create mode 100644 notebooks/example_inputs/Figure_006-a.pdf create mode 100644 notebooks/example_inputs/WWmerged.higgsCombineTest.Asymptotic.root diff --git a/README.md b/README.md index d290b9a5..b69318a1 100644 --- a/README.md +++ b/README.md @@ -15,11 +15,17 @@ pip install hepdata_lib ## Getting started -For using `hepdata_lib`, you don't even need to install it, but can use the [binder](https://mybinder.org/) or [SWAN](https://swan.cern.ch/) (CERN-only) services using one of the buttons below and following the instructions in the notebook with name `Getting_started`: +For using `hepdata_lib`, you don't even need to install it, but can use the [binder](https://mybinder.org/) or [SWAN](https://swan.cern.ch/) (CERN-only) services using one of the buttons below and following the instructions in the notebook with name [Getting_started](notebooks/Getting_started.ipynb): [![Binder](https://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/clelange/hepdata_lib/master?filepath=notebooks/Getting_started.ipynb) [![SWAN](https://swanserver.web.cern.ch/swanserver/images/badge_swan_white_150.png)](https://cern.ch/swanserver/cgi-bin/go?projurl=https://mybinder.org/v2/gh/clelange/hepdata_lib.git) +## Further examples + +There are a few more examples available that can directly be run using the [binder](https://mybinder.org/) links below or using [SWAN](https://swan.cern.ch/) (CERN-only) and selecting the corresponding notebook manually: + +- [Reading in a CMS combine ntuple](notebooks/combine_limits.ipynb) [![Binder](https://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/clelange/hepdata_lib/master?filepath=notebooks/combine_limits.ipynb) + ## External dependencies - [ROOT](https://root.cern.ch) diff --git a/notebooks/combine_limits.ipynb b/notebooks/combine_limits.ipynb new file mode 100644 index 00000000..f67f40c5 --- /dev/null +++ b/notebooks/combine_limits.ipynb @@ -0,0 +1,348 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Reading combine limits\n", + "\n", + "The CMS Higgs Physics Analysis Group supports a widely used tool called [combine](https://cms-hcomb.gitbooks.io/combine/content/). `hepdata_lib` has the capability to directly import the limits from the ntuple created, see e.g. [Asymptotic Frequentists Limits](https://cms-hcomb.gitbooks.io/combine/content/part3/commonstatsmethods.html#asymptotic-frequentist-limits).\n", + "\n", + "As explained in the [Getting started notebook](Getting_started.ipynb), a `Submission` needs to exist or be created. Here, we'll just create one without any additional information:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Welcome to JupyROOT 6.14/00\n" + ] + } + ], + "source": [ + "from hepdata_lib import Submission\n", + "submission = Submission()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The limit plot will again be a `Table`, in the example Figure 6a from page 14 of the publication. Let's add all this, some more details as well as the actual plot (for thumbnail creation) to the `Table`:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "from hepdata_lib import Table\n", + "table = Table(\"Figure 6a\")\n", + "table.description = \"Exclusion limits on the product of the production cross section and the branching fraction for a new spin-2 resonance decaying to WW, as a function of the resonance mass hypothesis.\"\n", + "\n", + "table.location = \"Data from Figure 6a, located on page 14.\"\n", + "table.keywords[\"observables\"] = [\"SIG\"]\n", + "table.keywords[\"reactions\"] = [\"P P --> GRAVITON --> W+ W-\"]\n", + "\n", + "table.add_image(\"example_inputs/Figure_006-a.pdf\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we can read in the `combine` ntuple, which in our case has the name `WWmerged.higgsCombineTest.Asymptotic.root`, and contains the upper limits on the production cross section of a resonance as a function of the mass of the resonance (\"bulk graviton\"). The file is read in with the `RootFileReader` using `read_limit_tree()`:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[1.00000000e+03 1.82468891e-02 2.45227814e-02 3.55224609e-02\n", + " 5.20889647e-02 7.50288591e-02 2.16936472e-02]\n", + " [1.05000000e+03 1.50303841e-02 2.02972870e-02 2.89306641e-02\n", + " 4.24229726e-02 6.07501119e-02 2.36925946e-02]\n", + " [1.10000000e+03 1.26993656e-02 1.71843916e-02 2.45361328e-02\n", + " 3.55877690e-02 5.09835742e-02 2.60327992e-02]\n", + " [1.15000000e+03 1.08987093e-02 1.47477984e-02 2.10571289e-02\n", + " 3.07096094e-02 4.38561961e-02 2.58909682e-02]\n", + " [1.20000000e+03 9.50872898e-03 1.28669199e-02 1.83715820e-02\n", + " 2.67930217e-02 3.82629447e-02 2.56530152e-02]\n", + " [1.25000000e+03 8.37147236e-03 1.13280192e-02 1.61743164e-02\n", + " 2.37174835e-02 3.37647162e-02 2.82829272e-02]\n", + " [1.30000000e+03 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6.02722168e-04\n", + " 9.77508491e-04 1.54546893e-03 4.66706482e-04]\n", + " [4.15000000e+03 2.47836113e-04 3.69889662e-04 5.87463379e-04\n", + " 9.52761446e-04 1.50634313e-03 4.35238981e-04]\n", + " [4.20000000e+03 2.34961510e-04 3.50674614e-04 5.56945801e-04\n", + " 9.21027386e-04 1.47027173e-03 4.01716424e-04]\n", + " [4.25000000e+03 2.34961510e-04 3.40612605e-04 5.56945801e-04\n", + " 9.03267355e-04 1.44044030e-03 3.73395350e-04]\n", + " [4.30000000e+03 2.28524208e-04 3.36173922e-04 5.41687012e-04\n", + " 8.95793783e-04 1.40650908e-03 3.47121374e-04]\n", + " [4.35000000e+03 2.22086906e-04 3.26704234e-04 5.26428223e-04\n", + " 8.70560179e-04 1.38970884e-03 3.32671776e-04]\n", + " [4.40000000e+03 2.15649605e-04 3.17234546e-04 5.11169434e-04\n", + " 8.61626875e-04 1.36496371e-03 3.21948230e-04]]\n" + ] + } + ], + "source": [ + "from hepdata_lib import RootFileReader\n", + "reader = RootFileReader(\"example_inputs/WWmerged.higgsCombineTest.Asymptotic.root\")\n", + "data = reader.read_limit_tree()\n", + "print(data)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The `RootFileReader` returned an array of tuples, where each tuple is for a mass point, here starting at 1000 (GeV). If you have one file per mass point, you can easily chain together the ntuples in a loop. If you have text files, use `np.loadtxt(\"limits.txt\", skiprows=0)` as in the [Getting started notebook](Getting_started.ipynb).\n", + "\n", + "Let's define the variables and uncertainties that are in the ntuple. The format, i.e. their position in the tuple (observed, expected, ±1/±2 sigma variations) is a standard in `combine`. Each `Uncertainty` is associated to a `Variable` by appending it:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "from hepdata_lib import Variable, Uncertainty\n", + "d = Variable(\"Bulk graviton mass\", is_independent=True, is_binned=False, units=\"GeV\")\n", + "d.values = data[:,0]\n", + "\n", + "obs = Variable(\"Cross section upper limit at 95% CL\", is_independent=False, is_binned=False, units=\"pb\")\n", + "obs.values = data[:,6]\n", + "obs.add_qualifier(\"Limit\", \"Observed\")\n", + "obs.add_qualifier(\"SQRT(S)\", 13, \"TeV\")\n", + "obs.add_qualifier(\"LUMINOSITY\", 35.9, \"fb$^{-1}$\")\n", + "\n", + "exp = Variable(\"Cross section upper limit at 95% CL\", is_independent=False, is_binned=False, units=\"pb\")\n", + "exp.values = data[:,3]\n", + "exp.add_qualifier(\"Limit\", \"Expected\")\n", + "exp.add_qualifier(\"SQRT(S)\", 13, \"TeV\")\n", + "exp.add_qualifier(\"LUMINOSITY\", 35.9, \"fb$^{-1}$\")\n", + "\n", + "# +/- 1 sigma\n", + "unc_1s = Uncertainty(\"1 s.d.\", is_symmetric=False)\n", + "unc_1s.set_values_from_intervals(zip(data[:,2], data[:,4]), nominal=exp.values)\n", + "exp.uncertainties.append(unc_1s)\n", + "\n", + "# +/- 2 sigma\n", + "unc_2s = Uncertainty(\"2 s.d.\", is_symmetric=False)\n", + "unc_2s.set_values_from_intervals(zip(data[:,1], data[:,5]), nominal=exp.values)\n", + "exp.uncertainties.append(unc_2s)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This is it, all that needs to be done is to add the variables to the `Table` and the `Table` to the `Submission`, and create the files. Again, please refer to the [Getting started notebook](Getting_started.ipynb) for a complete example." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "table.add_variable(d)\n", + "table.add_variable(obs)\n", + "table.add_variable(exp)\n", + "submission.add_table(table)\n", + "submission.create_files(\"example_output\")" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Figure_006-a.png figure_6a.yaml submission.yaml thumb_signalEffVsMass.png\r\n", + "additional_figure_1.yaml signalEffVsMass.png thumb_Figure_006-a.png\r\n" + ] + } + ], + "source": [ + "!ls example_output" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "dependent_variables:\r\n", + "- header:\r\n", + " name: Cross section upper limit at 95% CL\r\n", + " units: pb\r\n", + " qualifiers:\r\n", + " - name: Limit\r\n", + " value: Observed\r\n", + " - name: SQRT(S)\r\n", + " units: TeV\r\n", + " value: 13\r\n" + ] + } + ], + "source": [ + "!head example_output/figure_6a.yaml" + ] + } + ], + "metadata": { + "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": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/example_inputs/Figure_006-a.pdf b/notebooks/example_inputs/Figure_006-a.pdf new file mode 100644 index 0000000000000000000000000000000000000000..6616a2b9dca8f9d6668ac998b4b8e0fc7de3a105 GIT binary patch literal 24613 zcmd751yq$w`#!9Q3aFHzAOaiMlt}DNcb9-5-AGGrB&5N>pj)Js5NQDc3Bdp<0YPa2 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literal 0 HcmV?d00001 From e8699a2b5acdc93ae7ee7765d0c329f456c76fdb Mon Sep 17 00:00:00 2001 From: Clemens Lange Date: Fri, 22 Jun 2018 13:23:19 +0200 Subject: [PATCH 08/11] update mail address to egroup --- setup.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/setup.py b/setup.py index e97f4122..9e187ee7 100644 --- a/setup.py +++ b/setup.py @@ -23,7 +23,7 @@ long_description_content_type='text/markdown', url='https://github.com/clelange/hepdata_lib', author='Andreas Albert, Clemens Lange', - author_email='clemens.lange@cern.ch', + author_email='hepdata-lib@cern.ch', classifiers=[ 'Development Status :: 3 - Alpha', 'License :: OSI Approved :: MIT License', From 1c3f1d4c8842dde16a7a8cbc52ce1ef5c61151d0 Mon Sep 17 00:00:00 2001 From: Clemens Lange Date: Fri, 22 Jun 2018 16:15:45 +0200 Subject: [PATCH 09/11] add example notebook on reading histograms --- README.md | 2 + notebooks/combine_limits.ipynb | 29 +- .../BprimeBToHB1000_cat0_singleH.root | Bin 0 -> 391183 bytes .../CMS-B2G-17-009_Figure_004-a.pdf | Bin 0 -> 17883 bytes .../example_inputs/Data_cat0_singleH.root | Bin 0 -> 323725 bytes notebooks/example_inputs/mlfit_lm_1000.root | Bin 0 -> 338029 bytes notebooks/reading_histograms.ipynb | 318 ++++++++++++++++++ 7 files changed, 338 insertions(+), 11 deletions(-) create mode 100644 notebooks/example_inputs/BprimeBToHB1000_cat0_singleH.root create mode 100644 notebooks/example_inputs/CMS-B2G-17-009_Figure_004-a.pdf create mode 100644 notebooks/example_inputs/Data_cat0_singleH.root create mode 100644 notebooks/example_inputs/mlfit_lm_1000.root create mode 100644 notebooks/reading_histograms.ipynb diff --git a/README.md b/README.md index b69318a1..b6ef3ea8 100644 --- a/README.md +++ b/README.md @@ -24,7 +24,9 @@ For using `hepdata_lib`, you don't even need to install it, but can use the [bin There are a few more examples available that can directly be run using the [binder](https://mybinder.org/) links below or using [SWAN](https://swan.cern.ch/) (CERN-only) and selecting the corresponding notebook manually: +- [Reading in text files](notebooks/Getting_started.ipynb) [![Binder](https://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/clelange/hepdata_lib/master?filepath=notebooks/Getting_started.ipynb) - [Reading in a CMS combine ntuple](notebooks/combine_limits.ipynb) [![Binder](https://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/clelange/hepdata_lib/master?filepath=notebooks/combine_limits.ipynb) +- [Reading in ROOT histograms](notebooks/reading_histograms.ipynb) [![Binder](https://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/clelange/hepdata_lib/master?filepath=notebooks/reading_histograms.ipynb) ## External dependencies diff --git a/notebooks/combine_limits.ipynb b/notebooks/combine_limits.ipynb index f67f40c5..ea9ad677 100644 --- a/notebooks/combine_limits.ipynb +++ b/notebooks/combine_limits.ipynb @@ -38,7 +38,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -62,7 +62,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -223,12 +223,12 @@ "source": [ "The `RootFileReader` returned an array of tuples, where each tuple is for a mass point, here starting at 1000 (GeV). If you have one file per mass point, you can easily chain together the ntuples in a loop. If you have text files, use `np.loadtxt(\"limits.txt\", skiprows=0)` as in the [Getting started notebook](Getting_started.ipynb).\n", "\n", - "Let's define the variables and uncertainties that are in the ntuple. The format, i.e. their position in the tuple (observed, expected, ±1/±2 sigma variations) is a standard in `combine`. Each `Uncertainty` is associated to a `Variable` by appending it:" + "Let's define the variables and uncertainties that are in the ntuple. The format, i.e. their position in the tuple (observed, expected, ±1/±2 sigma variations) is a standard in `combine`. Each `Uncertainty` is associated to a `Variable` by adding it using `add_uncertainty()`:" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -251,12 +251,12 @@ "# +/- 1 sigma\n", "unc_1s = Uncertainty(\"1 s.d.\", is_symmetric=False)\n", "unc_1s.set_values_from_intervals(zip(data[:,2], data[:,4]), nominal=exp.values)\n", - "exp.uncertainties.append(unc_1s)\n", + "exp.add_uncertainty(unc_1s)\n", "\n", "# +/- 2 sigma\n", "unc_2s = Uncertainty(\"2 s.d.\", is_symmetric=False)\n", "unc_2s.set_values_from_intervals(zip(data[:,1], data[:,5]), nominal=exp.values)\n", - "exp.uncertainties.append(unc_2s)" + "exp.add_uncertainty(unc_2s)" ] }, { @@ -268,7 +268,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -281,15 +281,15 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Figure_006-a.png figure_6a.yaml submission.yaml thumb_signalEffVsMass.png\r\n", - "additional_figure_1.yaml signalEffVsMass.png thumb_Figure_006-a.png\r\n" + "Figure_006-a.png figure_4a.yaml signalEffVsMass.png thumb_Figure_006-a.png\r\n", + "additional_figure_1.yaml figure_6a.yaml submission.yaml thumb_signalEffVsMass.png\r\n" ] } ], @@ -299,7 +299,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -322,6 +322,13 @@ "source": [ "!head example_output/figure_6a.yaml" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/notebooks/example_inputs/BprimeBToHB1000_cat0_singleH.root b/notebooks/example_inputs/BprimeBToHB1000_cat0_singleH.root new file mode 100644 index 0000000000000000000000000000000000000000..5f4eacdd52b34df4c84761aaf6aa14d8c192798d GIT binary patch literal 391183 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zAB5kZ@+vd?4gFu_^?(fQ^6&DhBKbx3U*+|H2sqaVRZIGd=zo^i13~~7h!6k| f)a%Cm3JnxBJMb8|*zt$8Lg37v+RB+d2Jrs?D{#~G literal 0 HcmV?d00001 diff --git a/notebooks/reading_histograms.ipynb b/notebooks/reading_histograms.ipynb new file mode 100644 index 00000000..13b2f84b --- /dev/null +++ b/notebooks/reading_histograms.ipynb @@ -0,0 +1,318 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Reading histograms\n", + "\n", + "One of the most common tasks will be translating [ROOT](https://root.cern.ch) histograms into the HEPData format. `hepdata_lib` will help you with that, and this notebook will demonstrate how to do that.\n", + "\n", + "As explained in the [Getting started notebook](Getting_started.ipynb), a `Submission` needs to exist or be created. Here, we'll just create one without any additional information:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Welcome to JupyROOT 6.14/00\n" + ] + } + ], + "source": [ + "from hepdata_lib import Submission\n", + "submission = Submission()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The plot will be a `Table`, in this example Figure 4a from page 12 (upper left) of the [publication](https://cms-results.web.cern.ch/cms-results/public-results/publications/B2G-17-009/index.html), which shows the distribution of the reconstructed B quark mass for the data as well as the individual simulated processes. Let's add all this, some more details as well as the actual plot (for thumbnail creation) to the `Table`:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from hepdata_lib import Table\n", + "table = Table(\"Figure 4a\")\n", + "table.description = \"Distribution in the reconstructed B quark mass, after applying all selections to events with no forward jet, compared to the background distributions estimated before fitting. The plot refers to the low-mass mB analysis. The expectations for signal MC events are given by the blue histogram lines. Different contributions to background are indicated by the colour-filled histograms. The grey-hatched error band shows total uncertainties in the background expectation. The ratio of observations to background expectations is given in the lower panel, together with the total uncertainties prior to fitting, indicated by the grey-hatched band.\"\n", + "table.location = \"Data from Figure 4 (upper left), located on page 12.\"\n", + "table.keywords[\"observables\"] = [\"N\"]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The individual plot components are stored in different ROOT files, one for the individual background processes (one histogram per process plus the total), another one for the data, and the third for the signal process. All histograms here are of type [TH1](https://root.cern.ch/doc/master/classTH1.html), but you can also read in 2-dimensional [TH2](https://root.cern.ch/doc/master/classTH2.html) using `read_hist_2d(...)` instead of `read_hist_1d(...)`:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\u001b[1mRooFit v3.60 -- Developed by Wouter Verkerke and David Kirkby\u001b[0m \n", + " Copyright (C) 2000-2013 NIKHEF, University of California & Stanford University\n", + " All rights reserved, please read http://roofit.sourceforge.net/license.txt\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Warning in : \n", + " The StreamerInfo of class RooExpensiveObjectCache read from file example_inputs/mlfit_lm_1000.root\n", + " has the same version (=2) as the active class but a different checksum.\n", + " You should update the version to ClassDef(RooExpensiveObjectCache,3).\n", + " Do not try to write objects with the current class definition,\n", + " the files will not be readable.\n", + "\n", + "Warning in : The following data member of\n", + "the on-file layout version 2 of class 'RooExpensiveObjectCache' differs from \n", + "the in-memory layout version 2:\n", + " map _map; //\n", + "vs\n", + " map _map; //\n" + ] + } + ], + "source": [ + "from hepdata_lib import RootFileReader\n", + "\n", + "reader = RootFileReader(\"example_inputs/mlfit_lm_1000.root\")\n", + "reader_data = RootFileReader(\"example_inputs/Data_cat0_singleH.root\")\n", + "reader_signal = RootFileReader(\"example_inputs/BprimeBToHB1000_cat0_singleH.root\")\n", + "\n", + "TotalBackground = reader.read_hist_1d(\"shapes_prefit/cat0_singleH/total_background\")\n", + "TT = reader.read_hist_1d(\"shapes_prefit/cat0_singleH/TT\")\n", + "QCD = reader.read_hist_1d(\"shapes_prefit/cat0_singleH/QCDTT\")\n", + "WJets = reader.read_hist_1d(\"shapes_prefit/cat0_singleH/WJets\")\n", + "ZJets = reader.read_hist_1d(\"shapes_prefit/cat0_singleH/ZJets\")\n", + "\n", + "Data = reader_data.read_hist_1d(\"h_bprimemass_SRlm\")\n", + "\n", + "signal = reader_signal.read_hist_1d(\"h_bprimemass_SRlm\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The content of the histograms is stored as a dictionary, with keys `x` (bin center), `y` (bin value or for `TH2` the bin center of the 2nd dimension), `z` (`TH2` only: bin value), as well as the bin errors `dy` (`dz` for `TH2`). Furthermore, the lower and upper bin edges (`x_edges`, for `TH2` also `y_edges`) are stored for each bin:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "dict_keys(['x', 'y', 'x_edges', 'dy'])" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "TotalBackground.keys()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The `RootFileReader` automatically recognises if the histogram has symmetric or assymmetric errors based on [TH1::GetBinErrorOption()](https://root.cern.ch/doc/master/classTH1.html#ac6e38c12259ab72c0d574614ee5a61c7). Symmetric errors are returned if this returns `TH1::kNormal`, in this case (as for the example here) the errors are a plain `float` per bin, otherwise a `tuple` of `float`. The bin edges are always stored as `tuple`:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "x \n", + "y \n", + "x_edges \n", + "dy \n" + ] + } + ], + "source": [ + "from __future__ import print_function\n", + "for key in TotalBackground.keys():\n", + " print(key, type(TotalBackground[key]), type(TotalBackground[key][0]))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now define the variables:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "from hepdata_lib import Variable, Uncertainty\n", + "\n", + "# x-axis: B quark mass\n", + "mmed = Variable(\"$M_{bH}$\", is_independent=True, is_binned=False, units=\"GeV\")\n", + "mmed.values = signal[\"x\"]\n", + "\n", + "# y-axis: N events\n", + "sig = Variable(\"Number of signal events\", is_independent=False, is_binned=False, units=\"\")\n", + "sig.values = signal[\"y\"]\n", + "\n", + "totalbackground = Variable(\"Number of background events\", is_independent=False, is_binned=False, units=\"\")\n", + "totalbackground.values = TotalBackground[\"y\"]\n", + "\n", + "tt = Variable(\"Number of ttbar events\", is_independent=False, is_binned=False, units=\"\")\n", + "tt.values = TT[\"y\"]\n", + "\n", + "qcd = Variable(\"Number of qcd events\", is_independent=False, is_binned=False, units=\"\")\n", + "qcd.values = QCD[\"y\"]\n", + "\n", + "wjets = Variable(\"Number of wjets events\", is_independent=False, is_binned=False, units=\"\")\n", + "wjets.values = WJets[\"y\"]\n", + "\n", + "zjets = Variable(\"Number of zjets events\", is_independent=False, is_binned=False, units=\"\")\n", + "zjets.values = ZJets[\"y\"]\n", + "\n", + "data = Variable(\"Number of data events\", is_independent=False, is_binned=False, units=\"\")\n", + "data.values = Data[\"y\"]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For the data as well as the background total, we will also provide the associated uncertainties:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "from hepdata_lib import Uncertainty\n", + "\n", + "unc_totalbackground = Uncertainty(\"total uncertainty\", is_symmetric=True)\n", + "unc_totalbackground.values = TotalBackground[\"dy\"]\n", + "\n", + "unc_data = Uncertainty(\"Poisson errors\", is_symmetric=True)\n", + "unc_data.values = Data[\"dy\"]\n", + "\n", + "totalbackground.add_uncertainty(unc_totalbackground)\n", + "data.add_uncertainty(unc_data)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we can add the variables to the `Table` and the `Table` to the `Submission`, and create the files. Please refer to the [Getting started notebook](Getting_started.ipynb) for a complete example." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "table.add_variable(mmed)\n", + "table.add_variable(sig)\n", + "table.add_variable(totalbackground)\n", + "table.add_variable(tt)\n", + "table.add_variable(qcd)\n", + "table.add_variable(zjets)\n", + "table.add_variable(wjets)\n", + "table.add_variable(data)\n", + "\n", + "submission.add_table(table)\n", + "\n", + "submission.create_files(\"example_output\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "dependent_variables:\r\n", + "- header:\r\n", + " name: Number of signal events\r\n", + " units: ''\r\n", + " values:\r\n", + " - value: 0.95335\r\n", + " - value: 0.83057\r\n", + " - value: 3.5395\r\n", + " - value: 1.8212\r\n", + " - value: 0.04857\r\n" + ] + } + ], + "source": [ + "!head example_output/figure_4a.yaml" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "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": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From a93b2d8650d5887d8c651e6bd1fb7ff518896c10 Mon Sep 17 00:00:00 2001 From: Clemens Lange Date: Fri, 22 Jun 2018 16:18:52 +0200 Subject: [PATCH 10/11] move notebooks to examples --- .gitignore | 4 ++-- README.md | 10 +++++----- {notebooks => examples}/Getting_started.ipynb | 0 {notebooks => examples}/combine_limits.ipynb | 0 .../BprimeBToHB1000_cat0_singleH.root | Bin .../example_inputs/CMS-B2G-17-009_Figure_004-a.pdf | Bin .../example_inputs/Data_cat0_singleH.root | Bin .../example_inputs/Figure_006-a.pdf | Bin .../WWmerged.higgsCombineTest.Asymptotic.root | Bin {notebooks => examples}/example_inputs/abstract.txt | 0 .../example_inputs/effacc_signal.txt | 0 .../example_inputs/mlfit_lm_1000.root | Bin .../example_inputs/signalEffVsMass.pdf | Bin {notebooks => examples}/reading_histograms.ipynb | 0 14 files changed, 7 insertions(+), 7 deletions(-) rename {notebooks => examples}/Getting_started.ipynb (100%) rename {notebooks => examples}/combine_limits.ipynb (100%) rename {notebooks => examples}/example_inputs/BprimeBToHB1000_cat0_singleH.root (100%) rename {notebooks => examples}/example_inputs/CMS-B2G-17-009_Figure_004-a.pdf (100%) rename {notebooks => examples}/example_inputs/Data_cat0_singleH.root (100%) rename {notebooks => examples}/example_inputs/Figure_006-a.pdf (100%) rename {notebooks => examples}/example_inputs/WWmerged.higgsCombineTest.Asymptotic.root (100%) rename {notebooks => examples}/example_inputs/abstract.txt (100%) rename {notebooks => examples}/example_inputs/effacc_signal.txt (100%) rename {notebooks => examples}/example_inputs/mlfit_lm_1000.root (100%) rename {notebooks => examples}/example_inputs/signalEffVsMass.pdf (100%) rename {notebooks => examples}/reading_histograms.ipynb (100%) diff --git a/.gitignore b/.gitignore index 3fb9f9b0..f7089ccb 100644 --- a/.gitignore +++ b/.gitignore @@ -1,6 +1,6 @@ # output from examples -notebooks/submission.tar.gz -notebooks/example_output/ +examples/submission.tar.gz +examples/example_output/ # Byte-compiled / optimized / DLL files __pycache__/ diff --git a/README.md b/README.md index b6ef3ea8..45ca7142 100644 --- a/README.md +++ b/README.md @@ -15,18 +15,18 @@ pip install hepdata_lib ## Getting started -For using `hepdata_lib`, you don't even need to install it, but can use the [binder](https://mybinder.org/) or [SWAN](https://swan.cern.ch/) (CERN-only) services using one of the buttons below and following the instructions in the notebook with name [Getting_started](notebooks/Getting_started.ipynb): +For using `hepdata_lib`, you don't even need to install it, but can use the [binder](https://mybinder.org/) or [SWAN](https://swan.cern.ch/) (CERN-only) services using one of the buttons below and following the instructions in the notebook with name [Getting_started](examples/Getting_started.ipynb): -[![Binder](https://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/clelange/hepdata_lib/master?filepath=notebooks/Getting_started.ipynb) +[![Binder](https://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/clelange/hepdata_lib/master?filepath=examples/Getting_started.ipynb) [![SWAN](https://swanserver.web.cern.ch/swanserver/images/badge_swan_white_150.png)](https://cern.ch/swanserver/cgi-bin/go?projurl=https://mybinder.org/v2/gh/clelange/hepdata_lib.git) ## Further examples There are a few more examples available that can directly be run using the [binder](https://mybinder.org/) links below or using [SWAN](https://swan.cern.ch/) (CERN-only) and selecting the corresponding notebook manually: -- [Reading in text files](notebooks/Getting_started.ipynb) [![Binder](https://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/clelange/hepdata_lib/master?filepath=notebooks/Getting_started.ipynb) -- [Reading in a CMS combine ntuple](notebooks/combine_limits.ipynb) [![Binder](https://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/clelange/hepdata_lib/master?filepath=notebooks/combine_limits.ipynb) -- [Reading in ROOT histograms](notebooks/reading_histograms.ipynb) [![Binder](https://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/clelange/hepdata_lib/master?filepath=notebooks/reading_histograms.ipynb) +- [Reading in text files](examples/Getting_started.ipynb) [![Binder](https://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/clelange/hepdata_lib/master?filepath=examples/Getting_started.ipynb) +- [Reading in a CMS combine ntuple](examples/combine_limits.ipynb) [![Binder](https://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/clelange/hepdata_lib/master?filepath=examples/combine_limits.ipynb) +- [Reading in ROOT histograms](examples/reading_histograms.ipynb) [![Binder](https://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/clelange/hepdata_lib/master?filepath=examples/reading_histograms.ipynb) ## External dependencies diff --git a/notebooks/Getting_started.ipynb b/examples/Getting_started.ipynb similarity index 100% rename from notebooks/Getting_started.ipynb rename to examples/Getting_started.ipynb diff --git a/notebooks/combine_limits.ipynb b/examples/combine_limits.ipynb similarity index 100% rename from notebooks/combine_limits.ipynb rename to examples/combine_limits.ipynb diff --git a/notebooks/example_inputs/BprimeBToHB1000_cat0_singleH.root b/examples/example_inputs/BprimeBToHB1000_cat0_singleH.root similarity index 100% rename from notebooks/example_inputs/BprimeBToHB1000_cat0_singleH.root rename to examples/example_inputs/BprimeBToHB1000_cat0_singleH.root diff --git a/notebooks/example_inputs/CMS-B2G-17-009_Figure_004-a.pdf b/examples/example_inputs/CMS-B2G-17-009_Figure_004-a.pdf similarity index 100% rename from notebooks/example_inputs/CMS-B2G-17-009_Figure_004-a.pdf rename to examples/example_inputs/CMS-B2G-17-009_Figure_004-a.pdf diff --git a/notebooks/example_inputs/Data_cat0_singleH.root b/examples/example_inputs/Data_cat0_singleH.root similarity index 100% rename from notebooks/example_inputs/Data_cat0_singleH.root rename to examples/example_inputs/Data_cat0_singleH.root diff --git a/notebooks/example_inputs/Figure_006-a.pdf b/examples/example_inputs/Figure_006-a.pdf similarity index 100% rename from notebooks/example_inputs/Figure_006-a.pdf rename to examples/example_inputs/Figure_006-a.pdf diff --git a/notebooks/example_inputs/WWmerged.higgsCombineTest.Asymptotic.root b/examples/example_inputs/WWmerged.higgsCombineTest.Asymptotic.root similarity index 100% rename from notebooks/example_inputs/WWmerged.higgsCombineTest.Asymptotic.root rename to examples/example_inputs/WWmerged.higgsCombineTest.Asymptotic.root diff --git a/notebooks/example_inputs/abstract.txt b/examples/example_inputs/abstract.txt similarity index 100% rename from notebooks/example_inputs/abstract.txt rename to examples/example_inputs/abstract.txt diff --git a/notebooks/example_inputs/effacc_signal.txt b/examples/example_inputs/effacc_signal.txt similarity index 100% rename from notebooks/example_inputs/effacc_signal.txt rename to examples/example_inputs/effacc_signal.txt diff --git a/notebooks/example_inputs/mlfit_lm_1000.root b/examples/example_inputs/mlfit_lm_1000.root similarity index 100% rename from notebooks/example_inputs/mlfit_lm_1000.root rename to examples/example_inputs/mlfit_lm_1000.root diff --git a/notebooks/example_inputs/signalEffVsMass.pdf b/examples/example_inputs/signalEffVsMass.pdf similarity index 100% rename from notebooks/example_inputs/signalEffVsMass.pdf rename to examples/example_inputs/signalEffVsMass.pdf diff --git a/notebooks/reading_histograms.ipynb b/examples/reading_histograms.ipynb similarity index 100% rename from notebooks/reading_histograms.ipynb rename to examples/reading_histograms.ipynb From 53ffef6c1c385d71693fcfca5de87dce8c6211e8 Mon Sep 17 00:00:00 2001 From: Clemens Lange Date: Fri, 22 Jun 2018 16:32:37 +0200 Subject: [PATCH 11/11] add image and thumbnail --- examples/reading_histograms.ipynb | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/examples/reading_histograms.ipynb b/examples/reading_histograms.ipynb index 13b2f84b..fba39ae4 100644 --- a/examples/reading_histograms.ipynb +++ b/examples/reading_histograms.ipynb @@ -46,7 +46,8 @@ "table = Table(\"Figure 4a\")\n", "table.description = \"Distribution in the reconstructed B quark mass, after applying all selections to events with no forward jet, compared to the background distributions estimated before fitting. The plot refers to the low-mass mB analysis. The expectations for signal MC events are given by the blue histogram lines. Different contributions to background are indicated by the colour-filled histograms. The grey-hatched error band shows total uncertainties in the background expectation. The ratio of observations to background expectations is given in the lower panel, together with the total uncertainties prior to fitting, indicated by the grey-hatched band.\"\n", "table.location = \"Data from Figure 4 (upper left), located on page 12.\"\n", - "table.keywords[\"observables\"] = [\"N\"]" + "table.keywords[\"observables\"] = [\"N\"]\n", + "table.add_image(\"example_inputs/CMS-B2G-17-009_Figure_004-a.pdf\")" ] }, {