From a91ffadd9c073d3818e52efb0a534a82bcb1bfb2 Mon Sep 17 00:00:00 2001 From: Hans Dembinski Date: Fri, 19 Apr 2024 12:07:54 +0200 Subject: [PATCH] fix docs (#185) Fixes missing entry for `bootstrap.covariance` in the docs and adds the tag and probe example to the docs. The changelog now points to Github for the more recent updates. Switch to RTD theme and fix the unwieldly function signatures. --- doc/changelog.rst | 5 +- doc/conf.py | 91 ++++----------------------------- doc/example/tag_and_probe.ipynb | 54 ++++++++++--------- doc/examples.rst | 9 ++++ doc/index.rst | 1 + doc/update_changelog.py | 67 ------------------------ pyproject.toml | 2 +- src/resample/bootstrap.py | 3 +- 8 files changed, 50 insertions(+), 182 deletions(-) create mode 100644 doc/examples.rst delete mode 100644 doc/update_changelog.py diff --git a/doc/changelog.rst b/doc/changelog.rst index 25f57e1b..4a7887b3 100644 --- a/doc/changelog.rst +++ b/doc/changelog.rst @@ -1,10 +1,7 @@ Changelog ========= -1.5.2 (October 15, 2022) ------------------------------------------------- -- Update ci skripts and fix types (`#154 `_) -- Fix extended (`#153 `_) +For more recent versions, please look into `the release notes on Github `_. 1.5.1 (March 1, 2022) --------------------- diff --git a/doc/conf.py b/doc/conf.py index b0e51e14..6d9824c7 100644 --- a/doc/conf.py +++ b/doc/conf.py @@ -40,6 +40,11 @@ "nbsphinx", ] +autoclass_content = "both" +autosummary_generate = True +autodoc_member_order = "groupwise" +autodoc_type_aliases = {"ArrayLike": "ArrayLike"} + # Add any paths that contain templates here, relative to this directory. templates_path = ["_templates"] @@ -76,21 +81,16 @@ # -- Options for HTML output ------------------------------------------------- -# The theme to use for HTML and HTML Help pages. See the documentation for -# a list of builtin themes. -# -html_theme = "alabaster" +import sphinx_rtd_theme + +html_theme = "sphinx_rtd_theme" +html_theme_path = [sphinx_rtd_theme.get_html_theme_path()] # Theme options are theme-specific and customize the look and feel of a theme # further. For a list of options available for each theme, see the # documentation. -html_theme_options = { - "logo": "logo.svg", - "description": "Version " + version, - "github_user": "resample-project", - "github_repo": "resample", -} +html_logo = "_static/logo.svg" # Add any paths that contain custom static files (such as style sheets) here, # relative to this directory. They are copied after the builtin static files, @@ -111,74 +111,3 @@ # Output file base name for HTML help builder. htmlhelp_basename = "resampledoc" - - -# -- Options for LaTeX output ------------------------------------------------ - -latex_elements = { - # The paper size ('letterpaper' or 'a4paper'). - # - # 'papersize': 'letterpaper', - # The font size ('10pt', '11pt' or '12pt'). - # - # 'pointsize': '10pt', - # Additional stuff for the LaTeX preamble. - # - # 'preamble': '', - # Latex figure (float) alignment - # - # 'figure_align': 'htbp', -} - -# Grouping the document tree into LaTeX files. List of tuples -# (source start file, target name, title, -# author, documentclass [howto, manual, or own class]). -latex_documents = [ - (master_doc, "resample.tex", "resample Documentation", "Daniel Saxton", "manual") -] - - -# -- Options for manual page output ------------------------------------------ - -# One entry per manual page. List of tuples -# (source start file, name, description, authors, manual section). -man_pages = [(master_doc, "resample", "resample Documentation", [author], 1)] - - -# -- Options for Texinfo output ---------------------------------------------- - -# Grouping the document tree into Texinfo files. List of tuples -# (source start file, target name, title, author, -# dir menu entry, description, category) -texinfo_documents = [ - ( - master_doc, - "resample", - "resample Documentation", - author, - "resample", - "One line description of project.", - "Miscellaneous", - ) -] - - -# -- Options for Epub output ------------------------------------------------- - -# Bibliographic Dublin Core info. -epub_title = project - -# The unique identifier of the text. This can be a ISBN number -# or the project homepage. -# -# epub_identifier = '' - -# A unique identification for the text. -# -# epub_uid = '' - -# A list of files that should not be packed into the epub file. -epub_exclude_files = ["search.html"] - - -# -- Extension configuration ------------------------------------------------- diff --git a/doc/example/tag_and_probe.ipynb b/doc/example/tag_and_probe.ipynb index 89ca3947..70a7fa1e 100644 --- a/doc/example/tag_and_probe.ipynb +++ b/doc/example/tag_and_probe.ipynb @@ -5,17 +5,17 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Example: Tag-and-probe analysis\n", + "# Tag-and-probe analysis\n", "\n", - "This is a complex example taken from particle physics how resampling can be used in practice. The actual call into the resample library is very simple, but the setup of the example is complex, since it involves a realistic analysis on toy data.\n", + "This is a complex example taken from particle physics how resampling can be used in practice. The actual call into the resample library is very simple, but the setup of the analysis is complex.\n", "\n", - "A tag-and-probe analysis in particle physcis can be used to obtain the selection efficiency for a cut applied to the products of a two-body decay with products that have the same mass. The purpose of the cut is to reduce the combinatorial background in the sample of decay candidates. For example, in the decay $\\phi \\to K^+K^-$, we can remove background if we have particle identification information, but applying a cut that favors kaons.\n", + "A tag-and-probe analysis in particle physics can be used to obtain the selection efficiency for a cut applied to the products of a two-body decay, if the products have the same mass. For example, in the decay $\\phi \\to K^+K^-$, we can remove background if we use particle identification information and apply a cut that favors kaons. However, applying the cut will also remove some signal.\n", "\n", - "The efficiency for such a cut is obtained in the following way. The tag sample is generated by applying the cut only on one of the products. The probe sample is generated by applying the cut on both products. The background is strongly reduced in the probe sample and to a lesser degree in the tag sample.\n", + "The efficiency for such a cut is obtained in the following way. The tag sample is generated by applying the cut only to one of the products. The probe sample is generated by applying the cut on both products. The background is strongly reduced in the probe sample and to a lesser degree in the tag sample.\n", "\n", - "Under the assumption that the cut efficiency for both products is equal, we can estimate the total number of decays from the signal reduction in the probe sample relative to the tag sample. For that, the peak in the mass distribution of the decay candidates has to be fitted in both the tag and probe samples. Since the probe sample is a subset of the tag sample and not independent, computing the statistical uncertainty for the efficiency and the final result is very challenging, as there are correlations to consider.\n", + "Under the assumption that the cut efficiency for both products is equal, we can estimate the total number of decays from the signal reduction in the probe sample relative to the tag sample. For that, the peak in the mass distribution of the decay candidates has to be fitted in both the tag and probe samples. Since the probe sample is a subset of the tag sample, it is not independent and computing the statistical uncertainty for the efficiency and the final result is challenging, as there are correlations to consider.\n", "\n", - "The bootstrap is an elegant solution to this problem, because it allows one to compute the statistical uncertainty for any complex estimator." + "The bootstrap is an elegant solution to this problem." ] }, { @@ -28,10 +28,11 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ + "# boost-histogram, matplotlib, iminuit, numba-stats are external packages\n", "import numpy as np\n", "import boost_histogram as bh\n", "import matplotlib.pyplot as plt\n", @@ -66,7 +67,7 @@ " )\n", "\n", " m = Minuit(nll, ns=ntot / 2, mu=0.5, sigma=0.1, nb=ntot / 2, slope=1)\n", - " m.strategy = 0 # strategy 0 is sufficient, we don't need to compute Hessian\n", + " m.strategy = 0 # strategy 0 is sufficient, we don't need to compute the Hessian\n", " m.limits[\"ns\", \"nb\", \"sigma\"] = (0, None)\n", " m.limits[\"mu\"] = (0, 1)\n", " m.limits[\"slope\"] = (0, 2)\n", @@ -106,7 +107,7 @@ " )\n", "\n", " pt, m, is_probe = inputs.T\n", - " h.fill(pt, m, is_probe)\n", + " h.fill(pt, m, is_probe != 0)\n", "\n", " n_tag, n_probe = fit_all(h, showfig)\n", "\n", @@ -141,12 +142,12 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 2, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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", 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", 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", 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", 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AAAAAFsPvzAMAAAAAYDEU8wAAAAAAWAzFPAAAAAAAFkMxDwAAAACAxVDMAwAAAABgMRTzAAAAAABYDMU8AAAAAAAWQzEPAAAAAIDFUMwDXpafn6/bb79djRs3VnR0tC6//HKtW7cu0GEBAIAKIL8DCDYU84CXnT17VklJSfr888915MgRjR8/Xv369dPx48cDHRoAACgn8juAYEMxD3hZRESEHn30UTVu3FghISEaNGiQQkNDtX37dp8ve8qUKbLZbOWa9ptvvlHXrl0VEREhm82mzZs3ezc4AAA8UJjTDh06FOhQJFk3v0vkeKCyopiHZaxdu1ZTpkzRkSNHAh2KR3bs2KHDhw+rRYsWRd4rKChQbGysnnnmmQBE9j9nzpzRzTffrMOHD+sf//iH/v3vf6tJkyYBieWpp56SzWZTmzZtXMYPHz5cNputxCE7O9sryzlXaZ9PadOvWrWqxDi//PJLt+LLz8/XX/7yF8XHx6tGjRrq0qWLli9f7v4KAgB8ygr5XQpcjnc3F1Y0Zx4/flyTJ0/WH/7wB9WpU0c2m00LFiwodZqyPp+Scjz5HcGmWqADANy1du1aPfbYYxo+fLhq1aoV6HDccvLkSQ0dOlSTJk1STExMkfe//vprHTp0SH379g1AdP+za9cu7dmzRy+++KLuvPPOgMWxd+9eTZ06VREREUXeu/vuu9WjRw+XccYY3XPPPUpKSlKjRo28spxzlfT5uDv92LFj1alTJ5dxxR30FWf48OFavHixxo8frwsuuEALFixQnz59tHLlSl111VVuzQMA4BtWye9S4HO8u7mwvDnz0KFDevzxx9W4cWO1b99eq1atKnOa0j4fd3I8+R3BgmIe8JHCb8JbtGihRx99tNg2GRkZatKkiVq3bu3n6FwdOHBAkgL+JcmDDz6oyy+/XA6Ho8hllVdccYWuuOIKl3Gff/65Tpw4oSFDhnhtOecq6fNxd/rk5GSlpqZ6FJv0+0HGokWL9Oyzz+rBBx+UJP3pT39SmzZt9NBDD2nt2rUezxMAAi0vL6/ML0GtwEr5XQp8jnc3F5Y3Z8bFxSknJ0cNGzbU+vXrixTZxSnt83Enx5PfESy4zB6WMGXKFE2YMEGS1LRpU+clTbt379aePXs0atQotWzZUjVq1FDdunV18803a/fu3UXms2rVKnXs2FHh4eFq3ry55s6d6/Z9aC+99JLCw8N15ZVXas+ePc7xxhh1795d9erVcybMgoIC3XbbbbLZbHr11VdLnP/SpUud3woXxrFz507n1QcxMTEaMWKETpw4UWTazz//XJ06dXJZl+Js2rRJvXv3VnR0tCIjI3Xddde5XAo2fPhwXXPNNZKkm2++WTabTd26dSuzP7xt9erVWrx4saZPn+72NAsXLpTNZtOtt97qk+Wc+/mUN85jx47p7NmzbscnSYsXL5bdbtfIkSOd48LDw3XHHXdo3bp1ysrK8mh+AOAthblq27ZtGjhwoKKjo1W3bl2NGzdOp06dKtJu69atuvXWW1W7dm2Xs45l5aZzHTp0qNRlFcrOztbtt9+uBg0aKCwsTK1bt9Yrr7xS5jpV1vwuBU+OdzcXlidnhoWFqWHDhh5NU1x+lzzL8eR3BAPOzMMSUlJS9OOPP+rNN9/UP/7xD9WrV0+SFBsbq48++khr167VoEGDlJCQoN27d+uFF15Qt27dtHXrVtWsWVPS70nvD3/4g+Li4vTYY4/J4XDo8ccfV2xsrFsxdOrUSRMmTNDUqVP197//XTNnzpQkzZo1S6tWrdLChQtVv359Sb9fEp6Tk6OPP/5Y1aoVv5nt27dPmzZt0uOPP+4yfuDAgWratKnS0tK0ceNGvfTSS6pfv76efvppZ5vvvvtOPXv2VGxsrKZMmaKzZ89q8uTJatCggcu8tmzZouTkZEVHR+uhhx5S9erVNXfuXHXr1k2fffaZunTporvvvluNGjXS1KlTnZeNnT+f8505c0ZHjx51q9/q1KmjkJDSvzd0OBy67777dOedd6pt27ZuzffMmTN666231LVrVyUlJbk1jSfLKe7z8TTOESNG6Pjx47Lb7UpOTtazzz6rjh07ljndpk2bdOGFFyo6OtplfOfOnSVJmzdvVmJiYpnzAQBfGThwoJKSkpSWlqYvv/xS//znP/Xbb7/ptddec2l3880364ILLtDUqVNljJHkXm7ydFn79+/X5ZdfLpvNpjFjxjiPD+644w7l5uZq/PjxJa5LZc3vhfF6kuO9nd8l93NheXOmp0r6fDzJ8eR3BA0DWMSzzz5rJJnMzEyX8SdOnCjSdt26dUaSee2115zj+vXrZ2rWrGmys7Od43bs2GGqVatmPNkUevbsaa644gpjjDG7du0yERERZsCAAc73d+/ebSSZ8PBwExER4RxWr17tMp+XX37Z1KhRwxn/5MmTjSRz++23u7S76aabTN26dV3GDRgwwISHh5s9e/Y4x23dutXY7XaXdRkwYIAJDQ01u3btco775ZdfTFRUlLn66qud41auXGkkmbffftutPihs785w/udVnH/9618mJibGHDhwwBhjzDXXXGNat25d6jQffPCBkWRmz57tVsyeLuf8z8eT6b/44gvzxz/+0bz88svmvffeM2lpaaZu3bomPDzcbNy4scw4W7duba699toi47ds2WIkmTlz5ri1vgDgbYW56sYbb3QZP2rUKCPJfPvtty7tBg8eXGQe7uYmd5dljDF33HGHiYuLM4cOHXJpO2jQIBMTE1PsscL5KmN+N8azHO/N/O5uLqxozjzXN998YySZ+fPnl9imuPxujHs5nvyOYEMxD8soqZg/1+nTp82hQ4fMwYMHTa1atcz48eONMcacPXvW1KhRw9x6661FpunXr59HxfxDDz1koqKijMPhMNdcc42pU6eOycnJ8Xh9/vjHP5o+ffo4Xxcm+6+//tql3fPPP28kmaNHj7qsy6BBg4rMs0+fPs51OXv2rKlZs6YZOHBgkXZ33323CQkJcc7T02L+8OHDZvny5W4NJ0+eLHVehw4dMnXq1DF///vfnePcKeYHDx5sqlevXuTAzVvLOf/zKW+chXbs2GFq1KhhevXqVWbbZs2amd69excZv2vXLiPJ/OMf/3BrmQDgbYW56uOPP3YZ/8MPPxhJJi0tzaXdZ5995tLOk9zk7rIKCgpMrVq1zMiRI83Bgwddhvnz5xtJ5vPPPy9z3SpjfjfGsxzvzfxeHHdzoSc581zuFPPnfz7GVCzHk98RSFxmD8s7efKk0tLSNH/+fGVnZzsv45PkvFTswIEDOnnyZLFPGnX36aOF2rRpo2PHjmnChAn67LPP9O9//9vje7XOnDmj5cuXKy0trch7jRs3dnldu3ZtSdJvv/2m6OhoHTx4UCdPntQFF1xQZNqWLVsqIyNDknTw4EGdOHFCLVu2LNLu4osvVkFBgbKyssr1cJ7atWsXebJ8ef3tb39TnTp1dN9997k9zfHjx/Xee++pV69eqlu3rteXU9znU544z9WiRQv1799f6enpcjgcstvtJbatUaOG8vPzi4wvvEe0Ro0a5YoBALzl/BzUvHlzhYSEFHleTdOmTV1elyc3lbWsgwcP6siRI5o3b57mzZtXbLyF97yXhvzu3fxeHHdzoSc50xMlfT4VyfHkdwQSxTws77777tP8+fM1fvx4XXHFFYqJiZHNZtOgQYNUUFDg9eUV/ubo888/rxtuuEFDhw71eB6ff/65cnNz1adPnyLvlZQEzv2SItBOnz6tw4cPu9U2Nja2xHXasWOH5s2bp+nTp+uXX35xjj916pTOnDmj3bt3Kzo6WnXq1HGZ7t133/XoKfaeLuf8z6e8cZ4vMTFRp0+fVl5eXpH75c4VFxen7OzsIuNzcnIkSfHx8W6tNwD4S0kPgvNFcXL+sgpz/dChQzVs2LBip2nXrl2Z8yW/ey+/l8bdXOhuO08U9/l4I8eT3xEoFPOwjJIOFBYvXqxhw4bpueeec447deqUjhw54nxdv359hYeHa+fOnUWmL25caQq/Ca9Vq1aJT5gty9KlS9WqVSu3H9x2rtjYWNWoUUM7duwo8t727dtd2tWsWdNlXKFt27YpJCSk3A9ZWbt2rbp37+5W28zMzBLXMzs7WwUFBRo7dqzGjh1b5P2mTZtq3LhxRZ4q+8YbbygyMlI33nijWzF4upzzP5/yxnm+n376SeHh4YqMjCy13SWXXKKVK1cqNzfX5aDgq6++cr4PAIG0Y8cOl7PuO3fuVEFBQZl5rTy5qaxlxcbGKioqSg6Ho0Jnlcnv3svvpXE3F7rbzhPFfT7eyPHkdwQKxTwso/C3ac8t0qXfv+k+/1vtmTNnyuFwuLTp0aOH3n33Xf3yyy/Obz537typjz76yKM4XnzxRUnSjTfeWO5vUDMyMnTDDTeUa1q73a5evXrp3Xff1c8//+y8bO+HH37Qxx9/7NKuZ8+eeu+997R7925n4tq/f78WLlyoq666qtzfdLdv317Lly93q21plyi2adNGS5YsKTL+b3/7m44dO6YZM2aoefPmLu8dPHhQK1as0ODBg52/VHC+EydO6Oeff1a9evVUr149j5dz/ufj6fQHDx4s8isJ3377rd5//3317t3b5em/58cqSampqfr73/+uefPmOX+HNj8/X/Pnz1eXLl140i2AgJs1a5Z69uzpfF34BPjevXuXOl15clNZy7Lb7frjH/+ohQsX6vvvv3eeYS9U3D65OOR37+V3yf1cWNGc6YniPh9Pcjz5HUEnsLfsA+77+uuvjSTTp08f89prr5k333zTHD9+3PzpT38ydrvdjBs3zsydO9cMHz7cJCQkmLp165phw4Y5p1+/fr0JDQ01SUlJ5umnnzZTp0418fHx5pJLLnH7AXg7d+40NWvWNJJM586dy7UeP/30k5FkVq1a5TK+8AE5Bw8edBlf+PCecx/89+2335rw8HDTuHFjM23aNPPkk0+aBg0amHbt2rmsy/fff28iIiJMo0aNzFNPPWWefvpp06xZMxMWFma+/PJLZztPH4Dna6U9dGbmzJlGklm2bFmJ0xeuz+TJkz1eTkmfjydxdu/e3fTp08c8+eSTZt68eWb8+PGmZs2aJiYmxmzdutWtWG+++WZTrVo1M2HCBDN37lzTtWtXU61atSIPkwIAfyrMVW3btjX9+vUzs2bNMkOHDjWSXB4yW1JOM8b93OTusowxZt++faZJkyamZs2azuOBtLQ0c/PNN5vatWuXuV6VNb8bE7gc724u9EbOnDlzpnniiSfMvffeaySZlJQU88QTT5gnnnjCHDlyxBjjWX43pvgcT35HsKGYh6U88cQTplGjRiYkJMSZAH/77TczYsQIU69ePRMZGWl69epltm3bZpo0aeJSzBtjzCeffGIuvfRSExoaapo3b25eeukl8+c//9mEh4eXueyCggJzzTXXmNq1a5sRI0aYyMhIU1BQ4PE6FP70yZkzZ1zGe5LsjTHms88+Mx06dDChoaGmWbNmZs6cOc55nGvjxo2mV69eJjIy0tSsWdN0797drF271qWNlYr5yy+/3NSvX9+cPXu2xOkrUsyX9Pl4EueMGTNM586dTZ06dUy1atVMXFycGTp0qNmxY4fbsZ48edI8+OCDpmHDhiYsLMx06tSp1C8wAMAfCvPM1q1bTWpqqomKijK1a9c2Y8aMcXm6eWnFvDHu5SZ3l1Vo//79ZvTo0SYxMdFUr17dNGzY0Fx33XVm3rx5pa5TZc7vxgQux7ubC72RM5s0aVLmT+h5kt+NKT7Hk98RbGzGBNFTN4AAGDBggLZs2VLsPWrnmjVrlsaMGaPXXntN1atX1+DBg7Vr1y41a9bMo+X16dNHkZGReuuttyoSNnyEzwcASjZlyhQ99thjOnjwYLkucw5G5Peqgc8HlRH3zKNKOXnypMuTdXfs2KGMjIwSn35baPfu3Zo4caL69eun2267TVu2bJEkbdy40eNk361bNyUnJ3sePPyCzwcAqg7ye9XB54PKiDPzqFLi4uI0fPhwNWvWTHv27NELL7yg/Px8bdq0qdjfdZV+/8mYHj16aNOmTdqyZYvi4uJ09uxZ1a5dW/Hx8frzn/+sIUOGOB/QBwBAZVWZzsyT3wFYXUjZTYDK4w9/+IPefPNN3XfffZo5c6Y6deqk1atXl1jIS9K8efP06aefasaMGYqLi5MkVatWTTNnztSJEyc0duxYhYaG+msVAACAF5DfAVgdZ+YBAAAAALAYzswDAAAAAGAxFPMAAAAAAFgMxTwAAAAAABbj95+mKygo0C+//KKoqCjZbDZ/Lx4AgCrHGKNjx44pPj5eISGefY9P3gYAwL/czdt+L+Z/+eUXJSYm+nuxAABUeVlZWUpISPBoGvI2AACBUVbe9nsxHxUVJen3wKKjo/29eAAAqpzc3FwlJiY6c7AnyNsAAPiXu3nb78V84SV60dHRHBQAAOBH5blMnrwNAEBglJW3eQAeAAAAAAAWQzEPAAAAAIDFUMwDAAAAAGAxFPMAAAAAAFgMxTwAAAAAABZDMQ8AAAAAgMVQzAMAAAAAYDEU8wAAAAAAWAzFPAAAAAAAFkMxDwAAAACAxVDMAwAAAABgMRTzAHwiLy9PNptNNptNeXl5gQ4HAAAAqFQo5gEAAAAAsBiKeQAAAAAALIZiHgAAAAAAi6GYBwAAAADAYijmAQAAAACwGIp5AAAAAAAshmIeAAAAAACLoZgHAAAAAMBiKOYBAAAAALAYinkAAAAAACzGo2Le4XDokUceUdOmTVWjRg01b95cTzzxhIwxvooPAAAAAACcp5onjZ9++mm98MILevXVV9W6dWutX79eI0aMUExMjMaOHeurGAEAAAAAwDk8KubXrl2r/v37q2/fvpKkpKQkvfnmm/r6669LnCY/P1/5+fnO17m5ueUMFQAA+Bp5GwAAa/DoMvuuXbvqk08+0Y8//ihJ+vbbb/X555+rd+/eJU6TlpammJgY55CYmFixiAEAgM+QtwEAsAab8eCG94KCAv31r3/VM888I7vdLofDoaeeekqTJk0qcZrivuFPTEzU0aNHFR0dXbHoAQStvLw8RUZGSpKOHz+uiIiIAEcEVF25ubmKiYlxK/eStwEACCx387ZHl9m/9dZbeuONN7Rw4UK1bt1amzdv1vjx4xUfH69hw4YVO01YWJjCwsI8ix4AAAQEeRsAAGvwqJifMGGCJk6cqEGDBkmS2rZtqz179igtLa3EYh4AAAAAAHiXR/fMnzhxQiEhrpPY7XYVFBR4NSgAAAAAAFAyj87M9+vXT0899ZQaN26s1q1ba9OmTXr++ed1++23+yo+AAAAAABwHo+K+ZkzZ+qRRx7RqFGjdODAAcXHx+vuu+/Wo48+6qv4AAAAAADAeTwq5qOiojR9+nRNnz7dR+EAAAAAAICyeHTPPAAAAAAACDyKeQAAAAAALIZiHgAAAAAAi6GYBwAAAADAYijmAQAAAACwGIp5AAAAAAAshmIeAAAAAACLoZgHAAAAAMBiKOYBAAAAALAYinkAAAAAACyGYh4AAAAAAIuhmAcAAAAAwGIo5gEAAAAAsBiKeQAAAAAALIZiHgAAAAAAi6GYBwAAAADAYijmAQAAAACwGIp5AEXk5eXJZrPJZrMpLy+v3G2ChZViBQBUHuSfwKHvURVQzAMAAAAAYDEU8wAAAAAAWAzFPAAAAAAAFuNRMZ+UlOS89+TcYfTo0b6KDwAAAAAAnKeaJ42/+eYbORwO5+vvv/9e119/vW6++WavBwYAAAAAAIrnUTEfGxvr8nratGlq3ry5rrnmGq8GBQAAAAAASuZRMX+u06dP6/XXX9cDDzwgm81WYrv8/Hzl5+c7X+fm5pZ3kQAAwMfI2wAAWEO5H4D37rvv6siRIxo+fHip7dLS0hQTE+McEhMTy7tIAADgY+RtAACsodzF/Msvv6zevXsrPj6+1HaTJk3S0aNHnUNWVlZ5FwkAAHyMvA0AgDWU6zL7PXv2aMWKFUpPTy+zbVhYmMLCwsqzGAAA4GfkbQAArKFcZ+bnz5+v+vXrq2/fvt6OBwAAAAAAlMHjYr6goEDz58/XsGHDVK1auZ+fBwAAAAAAysnjYn7FihX6+eefdfvtt/siHgAAAAAAUAaPT6337NlTxhhfxAIAAAAAANxQ7qfZAwAAAACAwKCYBwAAAADAYijmAQAAAACwGIp5AAAAAAAshmIeAAAAAACLoZgHAAAAAMBiKOYBAAAAALAYinkAAAAAACyGYh4AAAAAAIuhmAcAAAAAwGIo5gEAAAAAsBiKeQAAAAAALIZiHgAAAAAAi6GYBwAAAADAYijmAQAAAACwGIp5AAAAAAAshmIeAAAAAACLoZgHAAAAAMBiKOYBAAAAALAYinkAAAAAACyGYh4AAAAAAIuhmAfgEw6Hw/n36tWrXV4DAAAAqBiPi/ns7GwNHTpUdevWVY0aNdS2bVutX7/eF7EBsKj09HS1atXK+bpPnz5KSkpSenp6AKMCAAAAKg+PivnffvtNV155papXr66PPvpIW7du1XPPPafatWv7Kj4AFpOenq7U1FRlZ2e7jM/OzlZqaioFPQAAAOAF1Txp/PTTTysxMVHz5893jmvatKnXgwJgTQ6HQ+PGjZMxpsh7xhjZbDaNHz9e/fv3l91uD0CEAAAAQOXg0Zn5999/Xx07dtTNN9+s+vXr69JLL9WLL75Y6jT5+fnKzc11GQBUTmvWrNHevXtLfN8Yo6ysLK1Zs8aPUQHwBHkbAABr8KiY/+mnn/TCCy/oggsu0Mcff6x7771XY8eO1auvvlriNGlpaYqJiXEOiYmJFQ4acEdeXp5sNptsNpvy8vKCPhZvxBvodc7JyfFqOwD+R94GAMAaPCrmCwoKdNlll2nq1Km69NJLNXLkSN11112aM2dOidNMmjRJR48edQ5ZWVkVDhpAcIqLi/NqOwD+R94GAMAaPLpnPi4uzuUJ1ZJ08cUX65133ilxmrCwMIWFhZUvOgCWkpycrISEBGVnZxd737zNZlNCQoKSk5MDEB0Ad5C3AQCwBo/OzF955ZXavn27y7gff/xRTZo08WpQAKzJbrdrxowZkn4v3M9V+Hr69Ok8/A4AAACoII+K+fvvv19ffvmlpk6dqp07d2rhwoWaN2+eRo8e7av4AFhMSkqKFi9erPj4eJfxCQkJWrx4sVJSUgIUGQAAAFB5eFTMd+rUSUuWLNGbb76pNm3a6IknntD06dM1ZMgQX8UHwIJSUlK0detW5+uMjAxlZmZSyAMAAABe4tE985J0ww036IYbbvBFLAAqkXMvpb/66qu5tB4AAADwIo/OzAMAAAAAgMCjmAcAAAAAwGIo5gEAAAAAsBiKeQAAAAAALIZiHgAAAAAAi6GYBwAAAADAYijmAQAAAACwGIp5AAAAAAAshmIeAAAAAACLoZgHAAAAAMBiKOYBAAAAALAYinkAAAAAACyGYh4AAAAAAIuhmAcAAAAAwGIo5gEAAAAAsBiKeQAAAAAALIZiHgAAAAAAi6GYBwAAAADAYijmAQAAAACwGIp5AAAAAAAshmIeQBEOh8P59+rVq11ee9ImWFgpVgBA5UH+CRz6HlWBR8X8lClTZLPZXIaLLrrIV7EBCID09HS1atXK+bpPnz5KSkpSenq6R22ChZViBQBUHuSfwKHvUVV4fGa+devWysnJcQ6ff/65L+ICEADp6elKTU1Vdna2y/js7GylpqYqPT3drTbBwkqxAgAqD/JP4ND3qEo8LuarVaumhg0bOod69er5Ii4AfuZwODRu3DgZY4q8Vzhu3LhxZbYZP358UFzK5s76BEusAIDKg/wTOPQ9qhqPi/kdO3YoPj5ezZo105AhQ/Tzzz+X2j4/P1+5ubkuA4Dgs2bNGu3du7fE940x2rt3b5ltsrKytGbNGl+E6BF31idYYgWCCXkbqBjyT+DQ96hqPCrmu3TpogULFmjZsmV64YUXlJmZqeTkZB07dqzEadLS0hQTE+McEhMTKxw0AO/LyckJynn5OoZgiBUIJuRtoGLIP4FD36Oq8aiY7927t26++Wa1a9dOvXr1UkZGho4cOaK33nqrxGkmTZqko0ePOoesrKwKBw3A++Li4oJyXr6OIRhiBYIJeRuoGPJP4ND3qGoq9NN0tWrV0oUXXqidO3eW2CYsLEzR0dEuA4Dgk5ycrISEBNlstmLft9lsSkhIKLNNYmKikpOTfRmqW9xZn2CJFQgm5G2gYsg/gUPfo6qpUDF//Phx7dq1i2+3gErAbrdrxowZklQkCRa+njFjRpltpk+fLrvd7utwy+TO+gRLrACAyoP8Ezj0Paoaj4r5Bx98UJ999pl2796ttWvX6qabbpLdbtfgwYN9FR8AP0pJSdHixYsVHx/vMj4hIUGLFy9WSkqKW22ChZViBQBUHuSfwKHvUZXYTHG/3VCCQYMGafXq1fr1118VGxurq666Sk899ZSaN2/u9gJzc3MVExOjo0ePcukefCovL0+RkZGSfr+KJCIiIqhj8Ua83lrnwu1UkjIyMtSzZ88i32KX1SaY+t+d9QEqs4rkXvI2UH7kn8Ch72Fl7ubeap7MdNGiRRUODEDwOzfZXX311cUmP3faBAsrxQoAqDzIP4FD36MqqNA98wAAAAAAwP8o5gEAAAAAsBiKecAL8vLyZLPZZLPZlJeXZ/nlWAl9AgCozLyR59yZh7fyaVnzIW8D3kMxDwAAAACAxVDMAwAAAABgMRTzAAAAAABYDMU8AAAAAAAWQzEPAAAAAIDFUMwDAAAAAGAxFPMAAAAAAFgMxTwAAAAAABZDMQ8AAAAAgMVQzAMAAAAAYDEU8wAAAAAAWAzFPAAAAAAAFkMxDwAAAACAxVDMAwAAAABgMRTzAAAAAABYDMU8AAAAAAAWQzEPAAAAAIDFUMwDAAAAAGAx1QIdAOArDofD+ffq1avVs2dP2e32oI3FG/GWNo+kiUtLnXb3tL4eLQsAAABA4FTozPy0adNks9k0fvx4L4UDeEd6erpatWrlfN2nTx8lJSUpPT09KGPxRrzBtM4AAAAAfKvcZ+a/+eYbzZ07V+3atfNmPECFpaenKzU1VcYYl/HZ2dlKTU3V4sWLlZKSEjSxSKpwvO4tJ6zUeZx75r7g9Cnn3xc/skwhoeGSOHsPAAAABItynZk/fvy4hgwZohdffFG1a9f2dkxAuTkcDo0bN65IUSvJOW78+PEul6MHMpZx48ZVOF6Hw6GBw+8ucR7GmN/fL/D9OgMAAADwj3IV86NHj1bfvn3Vo0ePMtvm5+crNzfXZQB8Zc2aNdq7d2+J7xtjlJWVpTVr1gRFLHv37q1wvGvWrJHj2KFSY3EcO6T8vVvKDhpAlUfeBgDAGjwu5hctWqSNGzcqLS3NrfZpaWmKiYlxDomJiR4HCbgrJyfHq+0qwpvLKG1e7i7Hcfw3b4UDoBIjbwMAYA0eFfNZWVkaN26c3njjDYWHh7s1zaRJk3T06FHnkJWVVa5AAXfExcV5tV1FeHMZpc3L3eXYI7klBkDZyNsAAFiDRw/A27Bhgw4cOKDLLrvMOc7hcGj16tX617/+pfz8/CI/pRUWFqawsNIfvAV4S3JyshISEpSdnV3sPeQ2m00JCQlKTk4OilgaNWokSRWKNzk5WfaoeqVeam+PqqewhNblWAsAVQ15GwAAa/DozPx1112n7777Tps3b3YOHTt21JAhQ7R58+aA/YY3UMhut2vGjBmSfi+Ez1X4evr06X75X3UnlhkzZlQ4XrvdrjrXjSw1ljrXjZQthO0TAAAAqCw8OjMfFRWlNm3auIyLiIhQ3bp1i4wHAiUlJUWLFy/W2LFjlZ2d7RyfkJCg6dOn++1n6TyJpaLx1mzZVbED/qrDK+bKcfxX53h7VD3VuW6karbs6pX14efrAAAAgOBQ7t+ZB4JZSkqKevTooZiYGElSRkaGevbsGZCrR9yJpbQ27hTQ0u8FfViT9to74xZJUmzqFNVoeiln5AEAAIBKqMLF/KpVq7wQBuB95xbLV199dUBvA3EnFm/Ee27hHp7YhkIeAAAAqKTK9TvzAAAAAAAgcCjmAQAAAACwGIp5AAAAAAAshmIeAAAAAACLoZgHAAAAAMBiKOYBAAAAALAYinkAAAAAACymwr8zDwDnSpq41Pl3k798KElq/cQqlza7p/X1Y0QAAABA5cOZeQAAAAAALIYz80CAFZ7JLjh9yjnu4keWKSQ0PFAhAQAAAAhynJkHAAAAAMBiKOYBAAAAALAYinmgiik4fUp7nr5Be56+weXSfgAAipOXlyebzSabzaa8vLxAhxM0vNEvVutbq8Vb2Vip/60Uq5VRzAMAAAAAYDEU8wAAAAAAWAzFPAAAAAAAFkMxDwAAAACAxVDMAwAAAABgMRTzAAAAAABYDMU8AAAAAAAWQzEPeIHD4XD+vXr1apfX3mQK/jffU1nfu7yuqvzV9wAABII38pw78/BWPi1rPuRtwHs8KuZfeOEFtWvXTtHR0YqOjtYVV1yhjz76yFexAZaQnp6uVq1aOV/36dNHSUlJSk9P9+pyTmxfq5yXRzlfH1w8Rdlz7tCJ7Wu9uhx/SJq4tNTBXf7qewAAAsEbec6deXgrn5Y1H/I24F0eFfMJCQmaNm2aNmzYoPXr1+vaa69V//79tWXLFl/FBwS19PR0paamKjs722V8dna2UlNTvZacTmxfq4PvTpXj+K8u4x3HDungu1MtWdBXlL/6HgCAQPBGnnNnHt7Kp2XN56GHHiJvA15WzZPG/fr1c3n91FNP6YUXXtCXX36p1q1bezUwINg5HA6NGzdOxpgi7xljZLPZNHD43Wr0ZTWZs2ec7138yDKFhIa7vRxT4NDhT+aV2ubwJ/NU44Iu7gdvce70/fjx49W/f3/Z7fYARAgAQPl5I8+5M49x48Y5X5d3Oe4sS5Kef/558jbgZeW+Z97hcGjRokXKy8vTFVdcUWK7/Px85ebmugxAZbBmzRrt3bu3xPeNMXIcO6T8vRW7ciV/7xY5jh0qtY03lmMl7vR9VlaW1qxZ48eogMqBvA0EnjfynDvz2Lt3r1fyaVnLklTqvfHkbaB8PC7mv/vuO0VGRiosLEz33HOPlixZ4nLvy/nS0tIUExPjHBITEysUMBAscnJy3GrnOP5bhZbj7vQVXY6VuNv37rYD8D/kbSDwvJHnvJkDy5qXt5ZF3gY843Ex37JlS23evFlfffWV7r33Xg0bNkxbt24tsf2kSZN09OhR55CVlVWhgIFgERcX51Y7e2TtCi3H3ekruhwrcbfv3W0H4H/I20DgeSPPeTMHljUvby2LvA14xuNiPjQ0VC1atFCHDh2Ulpam9u3ba8aMGSW2DwsLcz79vnAAKoPk5GQlJCTIZrMV+77NZpM9qp7CEir2PImwhNayR9UrtY03lmMl7vR9YmKikpOT/RwZYH3kbSDwvJHn3JlHQkKCV/JpWcuSJLvdTt4GvKzCvzNfUFCg/Px8b8QCWIrdbnd+kXV+cip8Xee6kbKFVOxBLrYQu+pcN7LUNt5YjpW40/fTp0/nIToAAEvyRp5zZx4zZszwSj4ta1k2m00PPPBAhZcDwJVHxfykSZO0evVq7d69W999950mTZqkVatWaciQIb6KDwhqKSkpWrx4seLj413GJyQkaPHixarZsqtXllOzZVfFDvir7JF1Xcbbo+opdsBfvbYcKymr71NSUgIUGQAAFeeNPOfOPLyVT8uazzPPPEPeBrzMo5+mO3DggP70pz8pJydHMTExateunT7++GNdf/31vooPCHopKSnq0aOHYmJiJEkZGRnq2bOn7Ha7Hvh6qdeWU7NlV4U1aa+9M26RJMWmTlGNppdWqTPy5yut7wEAsDpv5Dl35uGtfFrWfMjbgHd5VMy//PLLvooDsLRzk9DVV1/ts6R0buEentimShfyhfzV9wAABII38pw78/BWPi1rPuRtwHsqfM88AAAAAADwL4/OzAOoGkJCw9XkLx9WuE2wiIiIkDEm0GEAAKoY8k/g0PeoCjgzDwAAAACAxXBmHkDQSZpY9oMDd0/r64dIAAAAgODEmXkAAAAAACyGYh4AAAAAAIvhMnugnM69FLzg9Cnn3xc/skwhoeGBCAkAAABAFcGZeQAAAAAALIZiHgAAAAAAi6GYBwAAAADAYijmAQAAAACwGB6ABwAAAFRRhQ/0dedhviW12T2tr4+jBFAcinkAAACgEvKkUAdgPRTzAAAAAMrNnZ/r5ew94H3cMw8AAAAAgMVwZh4AAACwmHPPhgOomjgzDwAAAACAxXBmHgAAAIBPufMwPu6rBzxDMQ/AkjgoAAAAQFXGZfYAAAAAAFgMZ+aBYvBQGQAAEEj8RjyAsnBmHqhiTIHD+feprO9dXgMAcD6H4395YvXq1S6vqzJv9IvV+pZjiMCy0v+LlWK1Mo+K+bS0NHXq1ElRUVGqX7++BgwYoO3bt/sqNgBedmL7WuW8PMr5+uDiKcqec4dObF8bwKgAAMEqPT1drVq1cr7u06ePkpKSlJ6eHsCoAs8b/WK1vvXHMUTSxKWlDlWZlf5frBSr1XlUzH/22WcaPXq0vvzySy1fvlxnzpxRz549lZeX56v4AHjJie1rdfDdqXIc/9VlvOPYIR18dyoFPQDARXp6ulJTU5Wdne0yPjs7W6mpqVX2wNwb/WK1vuUYIrCs9P9ipVgrA4+K+WXLlmn48OFq3bq12rdvrwULFujnn3/Whg0bfBUfAC8wBQ4d/mReqW0OfzKPy+UAAJJ+v0R23LhxMsYUea9w3Pjx46vcpbPe6Bd35xEsOZljiMCy0rZopVgriwrdM3/06FFJUp06dUpsk5+fr9zcXJcBgH/l790ix7FDpbZxHDuk/L1b/BQRgGBF3oYkrVmzRnv37i3xfWOMsrKytGbNGj9GFXje6Bd35xEsOZljiMCy0rZopVgri3IX8wUFBRo/fryuvPJKtWnTpsR2aWlpiomJcQ6JiYnlXWTQycvLk81mk81mK/FWA3faBItgWh9vxBIRESFjjIwxioiIKPdyvCEkNFxN/vKhmvzlwxKfQutOm/Iux3H8N7emd7edtxScPqU9T9+gPU/f4PK0Xk/bWIm/trNg2p79JZj2T/6cj7dV5rztDcH6uVVEceuUk5Pj1rTutvOWQO/bvNEv7s7D3zm5JIE4hnAn9wfTtujLvB2s22JFYgjG/YZVlbuYHz16tL7//nstWrSo1HaTJk3S0aNHnUNWVlZ5FwmgnOyRtb3aDkDlRd6GJMXFxXm1XWXhjX5xdx7BkpM5hggsK22LVoq1sijX78yPGTNGH374oVavXq2EhIRS24aFhSksLKxcwQHwjrCE1rJH1Sv1Mjl7VD2FJbT2Y1QAghF5G5KUnJyshIQEZWdnF3v/q81mU0JCgpKTkwMQXeB4o1+Sk5MtlZOD6Rji3Cfan3vG/uJHljmvSNw9ra/P4/AnK22LVoq1svDozLwxRmPGjNGSJUv06aefqmnTpr6KC4AX2ULsqnPdyFLb1LlupGwhdj9FBAAIZna7XTNmzJD0+wH4uQpfT58+XXZ71cob3ugXu91aOZljiMCy0rZopVgrC4+K+dGjR+v111/XwoULFRUVpX379mnfvn06efKkr+ID4CU1W3ZV7IC/yh5Z12W8PaqeYgf8VTVbdg1QZACAYJSSkqLFixcrPj7eZXxCQoIWL16slJSUAEUWWN7oF6vlZKvFW9lYaVu0UqyVgUeX2b/wwguSpG7durmMnz9/voYPH+6tmAD4SM2WXRXWpL32zrhFkhSbOkU1ml7Kt+kAgGKlpKSoR48eiomJkSRlZGSoZ8+eVf7Mmjf6xWo52WrxVjZW2hatFKvVeVTMF3fvAwBrOTfphie2IQkDAEp17gH41VdfzQH5/1dSv5x7X3dZrJaTrRZvZWOlbdFKsVpZuR6ABwBWUNYBVWV7SA4AAACqDop5VEmFRV5JT0IFAAAAgGBGMQ8AAACgUnDnNgeuzENl4dHT7AEAAAAAQOBRzAMAAAAAYDEU8wAAAAAAWAz3zAMAAABu4iG6AIIFZ+YBAAAAALAYinkAAAAAACyGy+wBAAAAVBn8fB0qC87MAwAAAABgMRTzAAAAAABYDJfZA6iyuMwOAAAAVkUxj0rHnQINAADgfBxDALASLrMHAAAAAMBiKOYBAAAAALAYLrMHAAAAgHOUdcsFz9RBMKCYB7wgJDRcTf7yYaVZjpXQJwCAyswbec6deXgrn5Y1H/I24D1cZg8AAAAAgMVwZh4AAACVHk+qB1DZcGa+AhwOh/Pv1atXu7z2pE2wCKb18VcspuB/05zK+t7lNXzPnf6vbJ+Rv/63g2l79pdg2j/5cz7wr8r4uVlpnarivq0qstrxgb/yNsqnMvctxXw5paenq1WrVs7Xffr0UVJSktLT0z1qEyyCaX38FcuJ7WuV8/Io5+uDi6coe84dOrF9bQXXAO5wp/8r22fkr//tYNqe/SWY9k/+nA/8qzJ+blZap6q4b6uKrHZ84K+8jfKp7H1rM8YYTyZYvXq1nn32WW3YsEE5OTlasmSJBgwY4Pb0ubm5iomJ0dGjRxUdHe1pvEEhPT1dqampOr/rbDabJGnx4sWSVGablJQUP0RbtmBaH2/EUq//JNVs2bXU5ZzYvlYH351a4vuxA/5a5jysquD0KWX9I1WSlHj/YoWEhvs9Bnf6X5JlPiN3nmjrr+0smLZnf3Fnnf21f3JnOf6K91wVyb2VIW97QyA+N19zd53y8vIUGRkpSTp+/LgiIiKCMlap4scHnvBGPg2GnOwJX8drteODsuJ95513vJK3C+cRDNuiu4IhVivvt93NvR4X8x999JG++OILdejQQSkpKVWumHc4HEpKStLevXuLfd9ms6lRo0aSVGqbhIQEZWZmym63+yxWdwTT+rgTiy2ijmySHMd/LXE+9qh6anTPy7KFFB+LKXAoe84dchw7VO55WFmgDxzc6f+QyLoV/pz9qaxi3l/bWTBtz/7izjr7a//kznL8Fe/5KOYrJlCfmy95sk6nTp0K6EG5t/ZtIZF1vZo3KOa9G6/Vjg/ciTcxMbHCefvcfUswFMjuCnSsVt9vu5t7Pb7Mvnfv3nryySd10003udU+Pz9fubm5LoOVrVmzpsR/Ckkyxmjv3r1ltsnKytKaNWt8EaJHgml93Iml4Pivpe7AJclx7JDy924p8f38vVtK3fG6Mw+Unzv9743POZj4azsLpu3ZX9xZZ3/tn9xZjr/irYjKlre9wQqfm6estE7e2rdZKW9URVY7PnAnXm/k7WDZDq2mqvStz++ZT0tLU0xMjHNITEz09SJ9KicnJyjnFQwxVHRe3ozFcfy3cr1XnnbwjDf71Sqfkb+2s2Danv3F3Tj9tX8qq52/4q2Iypa3vcEKn5unrLRO/jo+QGBZ7fjA3WV4I28Hw3ZoNVWlb31ezE+aNElHjx51DllZWb5epE/FxcUF5byCIYaKzsubsdgja5frvfK0g2e82a9W+Yz8tZ0F0/bsL+7G6a/9U1nt/BVvRVS2vO0NVvjcPGWldfLX8QECy2rHB+4uwxt5Oxi2Q6upKn3r82I+LCxM0dHRLoOVJScnKyEhwfnghPMV3n9RVpvExEQlJyf7MlS3BNP6uBNLSGRd2SPrljofe1Q9hSW0LvH9sITWskfVq9A8UH7u9L83Pudg4q/tLJi2Z39xZ539tX9yZzn+irciKlve9gYrfG6estI6+ev4AIFlteMDd+L1Rt4Olu3QaqpK3/LTdB6y2+2aMWOGJBX55yh8PWPGjDLbTJ8+PSgethBM6+NOLHV73K06Pe4udT51rhtZ6kNPbCF21bluZIXmgfJzp/+98TkHE39tZ8G0PfuLO+vsr/2TO8vxV7zwrsr4uVlpnfx1fIDAstrxgTvxnupwm5o/vExJE5cWOzR/eJlltkOrsdI+riIo5sshJSVFixcvVnx8vMv4hIQE508cuNMmWATT+pS1nJotu6pmy66KHfDXIt/M2qPquf1zJN6YB8rPnf6vbJ+Rv7azYNqe/SVY9k/uLqey9X9VURk/Nyutk7+ODxBYVjs+8EYsVtoOraYq9K3HP013/Phx7dy5U5J06aWX6vnnn1f37t1Vp04dNW7cuMzpK9NP3BSuiyRlZGSoZ8+eRb7dcadNsAiG9UmauFSS5DiVp70zbpEkxaZOUY2mlxb5ltWdNmXxxjysJph+Bsdfn7OvufM784X8tZ0Fw/bsb/5aH28tx5/9z0/TeU9l226kstcp0D8xda6SYi08fpD8lzf4aTrfxWu144OKxFJ4DOHOviWYtsWyBFOsVtxvu5t7q3k64/Xr16t79+7O1w888IAkadiwYVqwYIHnkVrYuf8EV199dbH/FO60CRbBtD7n7gDDE9sUu0N0p403lgPf8dfn7GvnHkSWpDBZ+2s7C6bt2V/8tT7eWk5l6/+qojJ+blZYp8L9bMHpU85xdy8/oZDPlhVpa4W8gdJZ7fjAG7FYYTu0qsrctx4X8926dZOHJ/MBAAAAAIAXcc88AAAAAAAW4/GZeQAAAABAxRV3C8nFjyxzPo/Ak+fyoOrhzDwAAAAAABbDmXn4jTsPCQMAAFULxwcAUD4U8wDgB1xGBwAAAG+imAcAAACAIHTulSucEMD5KOaBKiYkNFxN/vJhoMMAAFhEREQEP0tcDG/kU6vlZKvFW9lYqf/Zb/gHxTy8gvvdAADA+Tg+AADfoZgHgCDAZXQAAADwBMU8yuROkQEAAADA/9y5AoYTApUTxTwAAADKhcvoASBwKOZR5k9mAQgOfPMOAACAQpWmmA/EN8PuFL8VufeVb7sBAECgcBwCVB5lbc+cDLCmSlPMWw0JEoAvlHWlDckaAACgcqCYBwAAqGJ4uC2Ac3ErnzVRzANAFeKtA3gSOhC8uPoPAKoGinkAgMf8VSzwpQFQFMU6gEDg7H3woZgHAAQtT4oWf10q7K3l8FyDqociHADgTRTzAADA76xa2HJ/OQCUjLP3/kUxDwAAAADwC298mcsXAr+rlMW8KXAof+8WOY7/JntkbYUltJYtxO72++628Ues3mrjr/UJtli8wWrxonwq237DX8ux2j4sWJYDV/7a/vy1Hfvrf95q+6VgOT4Ipn7zFqvFGyyCaZ/gDVVpX1n4hYA783DniqqKxBLILxbKVczPmjVLzz77rPbt26f27dtr5syZ6ty5s7djK5cT29fq8Cfz5Dh2yDnOHlVPda4bqZotu5b5vjvz8Fes3mrjr/UJtli8wWrxonwq237DX8ux2j4sWJYDV/7a/vy1Hfvrf95q+6VgOT4Ipn7zFqvFGyyCaZ/gDewryxeHN2KRAlfMh3g6wX/+8x898MADmjx5sjZu3Kj27durV69eOnDggC/i88iJ7Wt18N2pLp0sSY5jh3Tw3an6beUrpb5/YvvaMudxYvtav8TqbizeWGdvCaZYvMFf/wsIrMq23/DXcqy2DwuW5bDfcOWv7c9bbSq6Pt76n/fX+rgjmLZzf8QabNuw1eINFsG0T/CGYMrbwbSvdIc3YklPT3drWb7g8Zn5559/XnfddZdGjBghSZozZ46WLl2qV155RRMnTvR6gO4yBQ4d/mReqW1yv3m31Pd/XTFXtjKWc/iTeapxQZcKXRrjTqzuxOJOm7LW2RvrI3mn/70Vize4sz7BFC/Kp7LtN6y2f/LXPsxf+yf2G57x1/bnrTaFn11JvLXt+Gudg2l/4Y/jA2/FGkzbMPuc8vHX/0JVzdve6JdgOj5wJ5bx48erf//+stv9v515VMyfPn1aGzZs0KRJk5zjQkJC1KNHD61bt67YafLz85Wfn+98ffToUUlSbm5ueeIt0cnMDUW+LSnCFJT6dsHxX8tcjuPYIZ3M3KDwhDYu918U5J8odv7FtTm19/syY3UnFnfalLXO3lgfSW6tk79i8URF1ufceFE+/vqcS+KN/9tg2m9Ybf/kr32Yv/ZP3vqMvJ0fz52nMabMtpUtb3urTeFnF1q/xf+m8/Dz98b/vLfXx939RXH8tc7BtG8LptxfmY9VfHl84Iv/BX/l7eIEW94u638umPYb3oolKytLy5YtU3Jyctlxu8ntvG08kJ2dbSSZtWvXuoyfMGGC6dy5c7HTTJ482UhiYGBgYGBgCPCQlZVVZq4nbzMwMDAwMATHUFbethnjxtf0/98vv/yiRo0aae3atbriiiuc4x966CF99tln+uqrr4pMc/43/AUFBTp8+LDq1q0rm62sixbck5ubq8TERGVlZSk6Otor88Tv6Fvfon99h771HfrWd3zVt8YYHTt2TPHx8QoJKf1xOeRta6NvfYv+9R361nfoW98JdN726DL7evXqyW63a//+/S7j9+/fr4YNGxY7TVhYmMLCwlzG1apVy5PFui06Opp/UB+hb32L/vUd+tZ36Fvf8UXfxsTEuNWOvF050Le+Rf/6Dn3rO/St7wQqb3v0NPvQ0FB16NBBn3zyiXNcQUGBPvnkE5cz9QAAAAAAwHc8fpr9Aw88oGHDhqljx47q3Lmzpk+frry8POfT7QEAAAAAgG95XMzfcsstOnjwoB599FHt27dPl1xyiZYtW6YGDRr4Ij63hIWFafLkyUUuC0TF0be+Rf/6Dn3rO/St71SVvq0q6xkI9K1v0b++Q9/6Dn3rO4HuW48egAcAAAAAAALPo3vmAQAAAABA4FHMAwAAAABgMRTzAAAAAABYDMU8AAAAAAAWY5liftasWUpKSlJ4eLi6dOmir7/+utT2b7/9ti666CKFh4erbdu2ysjI8FOk1uNJ37744otKTk5W7dq1Vbt2bfXo0aPMz6Kq8/R/t9CiRYtks9k0YMAA3wZoYZ727ZEjRzR69GjFxcUpLCxMF154IfuGEnjat9OnT1fLli1Vo0YNJSYm6v7779epU6f8FK01rF69Wv369VN8fLxsNpvefffdMqdZtWqVLrvsMoWFhalFixZasGCBz+P0FvK275C3fYec7Vvkbd8hb3ufJfK2sYBFixaZ0NBQ88orr5gtW7aYu+66y9SqVcvs37+/2PZffPGFsdvt5plnnjFbt241f/vb30z16tXNd9995+fIg5+nfXvrrbeaWbNmmU2bNpkffvjBDB8+3MTExJi9e/f6OXJr8LR/C2VmZppGjRqZ5ORk079/f/8EazGe9m1+fr7p2LGj6dOnj/n8889NZmamWbVqldm8ebOfIw9+nvbtG2+8YcLCwswbb7xhMjMzzccff2zi4uLM/fff7+fIg1tGRoZ5+OGHTXp6upFklixZUmr7n376ydSsWdM88MADZuvWrWbmzJnGbrebZcuW+SfgCiBv+w5523fI2b5F3vYd8rZvWCFvW6KY79y5sxk9erTztcPhMPHx8SYtLa3Y9gMHDjR9+/Z1GdelSxdz9913+zROK/K0b8939uxZExUVZV599VVfhWhp5enfs2fPmq5du5qXXnrJDBs2jAODEnjaty+88IJp1qyZOX36tL9CtCxP+3b06NHm2muvdRn3wAMPmCuvvNKncVqZOwcFDz30kGndurXLuFtuucX06tXLh5F5B3nbd8jbvkPO9i3ytu+Qt30vWPN20F9mf/r0aW3YsEE9evRwjgsJCVGPHj20bt26YqdZt26dS3tJ6tWrV4ntq6ry9O35Tpw4oTNnzqhOnTq+CtOyytu/jz/+uOrXr6877rjDH2FaUnn69v3339cVV1yh0aNHq0GDBmrTpo2mTp0qh8Phr7AtoTx927VrV23YsMF5Sd9PP/2kjIwM9enTxy8xV1ZWzWXkbd8hb/sOOdu3yNu+Q94OHoHIZdV8NmcvOXTokBwOhxo0aOAyvkGDBtq2bVux0+zbt6/Y9vv27fNZnFZUnr4931/+8hfFx8cX+cdF+fr3888/18svv6zNmzf7IULrKk/f/vTTT/r00081ZMgQZWRkaOfOnRo1apTOnDmjyZMn+yNsSyhP39566606dOiQrrrqKhljdPbsWd1zzz3661//6o+QK62Scllubq5OnjypGjVqBCiy0pG3fYe87TvkbN8ib/sOeTt4BCJvB/2ZeQSvadOmadGiRVqyZInCw8MDHY7lHTt2TLfddptefPFF1atXL9DhVDoFBQWqX7++5s2bpw4dOuiWW27Rww8/rDlz5gQ6NMtbtWqVpk6dqtmzZ2vjxo1KT0/X0qVL9cQTTwQ6NADnIG97Dznb98jbvkPerjyC/sx8vXr1ZLfbtX//fpfx+/fvV8OGDYudpmHDhh61r6rK07eF/v73v2vatGlasWKF2rVr58swLcvT/t21a5d2796tfv36OccVFBRIkqpVq6bt27erefPmvg3aIsrzvxsXF6fq1avLbrc7x1188cXat2+fTp8+rdDQUJ/GbBXl6dtHHnlEt912m+68805JUtu2bZWXl6eRI0fq4YcfVkgI3xuXR0m5LDo6OmjPykvkbV8ib/sOOdu3yNu+Q94OHoHI20H/SYWGhqpDhw765JNPnOMKCgr0ySef6Iorrih2miuuuMKlvSQtX768xPZVVXn6VpKeeeYZPfHEE1q2bJk6duzoj1AtydP+veiii/Tdd99p8+bNzuHGG29U9+7dtXnzZiUmJvoz/KBWnv/dK6+8Ujt37nQebEnSjz/+qLi4OA4IzlGevj1x4kSRxF948GWM8V2wlZxVcxl523fI275DzvYt8rbvkLeDR0Bymc8eredFixYtMmFhYWbBggVm69atZuTIkaZWrVpm3759xhhjbrvtNjNx4kRn+y+++MJUq1bN/P3vfzc//PCDmTx5Mj9xUwJP+3batGkmNDTULF682OTk5DiHY8eOBWoVgpqn/Xs+noxbMk/79ueffzZRUVFmzJgxZvv27ebDDz809evXN08++WSgViFoedq3kydPNlFRUebNN980P/30k/nvf/9rmjdvbgYOHBioVQhKx44dM5s2bTKbNm0ykszzzz9vNm3aZPbs2WOMMWbixInmtttuc7Yv/ImbCRMmmB9++MHMmjXLUj9NR972DfK275CzfYu87Tvkbd+wQt62RDFvjDEzZ840jRs3NqGhoaZz587myy+/dL53zTXXmGHDhrm0f+utt8yFF15oQkNDTevWrc3SpUv9HLF1eNK3TZo0MZKKDJMnT/Z/4Bbh6f/uuTgwKJ2nfbt27VrTpUsXExYWZpo1a2aeeuopc/bsWT9HbQ2e9O2ZM2fMlClTTPPmzU14eLhJTEw0o0aNMr/99pv/Aw9iK1euLHb/WdiXw4YNM9dcc02RaS655BITGhpqmjVrZubPn+/3uMuLvO075G3fIWf7Fnnbd8jb3meFvG0zhmspAAAAAACwkqC/Zx4AAAAAALiimAcAAAAAwGIo5gEAAAAAsBiKeQAAAAAALIZiHgAAAAAAi6GYBwAAAADAYijmAQAAAACwGIp5AAAAAAAshmIeAAAAAACLoZgHAAAAAMBiKOYBAAAAALAYinkAAAAAACyGYh4AgCqoQ4cOGjVqVJntMjMzNWbMGF144YWqWbOmatasqVatWmn06NH6v//7P4+XO3bsWNlsNu3cubPENg8//LBsNlu55g8AQFVhM8aYQAcBAAD8JycnR40aNdIHH3ygvn37ltjuww8/1C233KJq1appyJAhat++vUJCQrRt2zalp6drz549yszMVJMmTdxe9ldffaXLL79cjz32mB599NFi2zRr1kyRkZEU8wAAlIJiHgCAKuaVV17RmDFj9Ouvv6pGjRrFttm1a5fat2+vxo0b65NPPlFcXJzL+2fPntXs2bN10003KTEx0aPlX3DBBapWrZp++OGHIu+tW7dOXbt21bRp0/SXv/zFo/kCAFCVcJk9AABumDJlimw2m3788UcNHTpUMTExio2N1SOPPCJjjLKystS/f39FR0erYcOGeu6551ymP336tB599FF16NBBMTExioiIUHJyslauXFlkWYsWLVKHDh0UFRWl6OhotW3bVjNmzHC+f+bMGT322GO64IILFB4errp16+qqq67S8uXL3VqXpUuXqnv37iUW8pL0zDPPKC8vT/Pnzy9SyEtStWrVNHbs2CKF/LZt25Samqo6deooPDxcHTt21Pvvv+/SZsiQIdq2bZs2btxYZL4LFy6UzWbT4MGD3VoXAACqKop5AAA8cMstt6igoEDTpk1Tly5d9OSTT2r69Om6/vrr1ahRIz399NNq0aKFHnzwQa1evdo5XW5url566SV169ZNTz/9tKZMmaKDBw+qV69e2rx5s7Pd8uXLNXjwYNWuXVtPP/20pk2bpm7duumLL75wtpkyZYoee+wxde/eXf/617/08MMPq3HjxsUWx+c7c+aMVqxYoT59+pTa7sMPP1SLFi3UpUsXt/tmy5Ytuvzyy/XDDz9o4sSJeu655xQREaEBAwZoyZIlznZDhgyR9Hvhfi6Hw6G33npLycnJaty4sdvLBQCgKuIyewAA3FBYQI8cOVJz586V9HvxmZSUpOzsbKWlpTkvCz9y5Iji4+M1cOBALViwwNnW4XAoNDTUOc8jR47ooosuUt++ffXyyy9LksaPH6/58+fr8OHDstvtxcZyySWXKCEhQR9++KHH6/Hpp5/quuuuU2ZmppKSkoptk5ubq5iYmCJFeGHMZ8+edb6OiIhwnuHv0aOHDhw4oG+++UZhYWGSJGOMrrrqKh08eFA//vijc7rOnTsrJydHe/bsUUjI7+cWPv74Y/3hD3/Q3LlzNXLkSI/XDQCAqoQz8wAAeODOO+90/m2329WxY0cZY3THHXc4x9eqVUstW7bUTz/95NK2sJAvKCjQ4cOHdfbsWXXs2NHljHqtWrWUl5dX6iXztWrV0pYtW7Rjxw6P48/IyFCrVq1KLOSl34t5SYqMjCzyXrdu3RQbG+scZs2aJUk6fPiwPv30Uw0cOFDHjh3ToUOHdOjQIf3666/q1auXduzYoezsbOd8hg4dqr1797pcvbBw4UKFhobq5ptv9ni9AACoaijmAQDwwPmXf8fExCg8PFz16tUrMv63335zGffqq6+qXbt2zvvcY2NjtXTpUh09etTZZtSoUbrwwgvVu3dvJSQk6Pbbb9eyZctc5vP444/ryJEjuvDCC9W2bVtNmDDB7Se/L126tNQn2EtSVFSUJOn48eNF3ps7d66WL1+u119/3WX8zp07ZYzRI4884lLsx8bGavLkyZKkAwcOONsPGjRIdrvdean9qVOntGTJEvXu3Vu1a9d2a10AAKjKKOYBAPBAcZe+l3Q5/Ll3sr3++usaPny4mjdvrpdfflnLli3T8uXLde2116qgoMDZrn79+tq8ebPef/993XjjjVq5cqV69+6tYcOGOdtcffXV2rVrl1555RW1adNGL730ki677DK99NJLpcaemZmpbdu2lXm/fExMjOLi4vT9998Xea9Lly7q0aOHrrzySpfxhevw4IMPavny5cUOLVq0cFnP66+/Xu+8847OnDmjDz74QMeOHXPeTw8AAEpXLdABAABQFSxevFjNmjVTenq6bDabc3zhWetzhYaGql+/furXr58KCgo0atQozZ07V4888oizIK5Tp45GjBihESNG6Pjx47r66qs1ZcoUl9sAzrd06VLFxMToqquuKjPevn376qWXXtLXX3+tzp07l9m+WbNmkqTq1aurR48eZbaXfn8Q3rJly/TRRx9p4cKFio6OVr9+/dyaFgCAqo4z8wAA+EHh2ftzz9Z/9dVXWrdunUu7X3/91eV1SEiI2rVrJ0nKz88vtk1kZKRatGjhfL8kGRkZ6tmzp6pVK/u7/Iceekg1a9bU7bffrv379xd5//zn59avX1/dunXT3LlzlZOTU6T9wYMHi4wbMGCAatasqdmzZ+ujjz5SSkqKwsPDy4wNAABwZh4AAL+44YYblJ6erptuukl9+/ZVZmam5syZo1atWrncm37nnXfq8OHDuvbaa5WQkKA9e/Zo5syZuuSSS3TxxRdLklq1aqVu3bqpQ4cOqlOnjtavX6/FixdrzJgxJS7/5MmTWrlypebMmeNWvBdccIEWLlyowYMHq2XLlhoyZIjat28vY4wyMzO1cOFChYSEKCEhwTnNrFmzdNVVV6lt27a666671KxZM+3fv1/r1q3T3r179e2337osIzIyUgMGDHDeN88l9gAAuI9iHgAAPxg+fLj27dunuXPn6uOPP1arVq30+uuv6+2339aqVauc7YYOHap58+Zp9uzZOnLkiBo2bKhbbrlFU6ZMcf6E29ixY/X+++/rv//9r/Lz89WkSRM9+eSTmjBhQonL//TTT5Wfn6/evXu7HXP//v313Xff6bnnntN///tfvfLKK7LZbGrSpIn69u2re+65R+3bt3e2b9WqldavX6/HHntMCxYs0K+//qr69evr0ksv1aOPPlrsMoYMGaKFCxcqLi5O1157rduxAQBQ1fE78wAAVAGjRo3S+vXr9fXXXwc6FAAA4AWcmQcAoAq45JJLeLgcAACVCGfmAQAAAACwGJ5mDwAAAACAxVDMAwAAAABgMRTzAAAAAABYDMU8AAAAAAAWQzEPAAAAAIDFUMwDAAAAAGAxFPMAAAAAAFgMxTwAAAAAABZDMQ8AAAAAgMVQzAMAAAAAYDH/D0TZL41mCxvgAAAAAElFTkSuQmCC", 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", 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" ] @@ -208,22 +209,12 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "Text(0, 0.5, 'kaon efficiency')" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -238,7 +229,14 @@ "plt.errorbar(a_pt.centers, eps_k, var_eps_k ** 0.5, fmt=\"ok\")\n", "plt.axhline(expected_eff_k, ls=\"--\", color=\"0.5\")\n", "plt.xlabel(\"$p_T$ / GeV/c\")\n", - "plt.ylabel(\"kaon efficiency\")" + "plt.ylabel(\"kaon efficiency\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We recover the correct value within uncertainties." ] } ], @@ -258,7 +256,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.9" + "version": "3.11.5" }, "orig_nbformat": 4, "vscode": { diff --git a/doc/examples.rst b/doc/examples.rst new file mode 100644 index 00000000..9c86b68a --- /dev/null +++ b/doc/examples.rst @@ -0,0 +1,9 @@ +Examples +======== + +These are specific examples which show how to use resample in practice. In contrast to tutorials they are not designed to showcase particular functions in resample. + +.. toctree:: + :maxdepth: 1 + + example/tag_and_probe diff --git a/doc/index.rst b/doc/index.rst index d66d869b..c7b0db6b 100644 --- a/doc/index.rst +++ b/doc/index.rst @@ -12,4 +12,5 @@ reference tutorials + examples changelog diff --git a/doc/update_changelog.py b/doc/update_changelog.py deleted file mode 100644 index f50ecd7d..00000000 --- a/doc/update_changelog.py +++ /dev/null @@ -1,67 +0,0 @@ -from pathlib import PurePath as Path -import re -import subprocess as subp -from pkg_resources import parse_version -import datetime -import warnings - -cwd = Path(__file__).parent - -with open(cwd.parent / "src/resample/_version.py") as f: - version = {} - exec(f.read(), version) - new_version = parse_version(version["version"]) - -with warnings.catch_warnings(): - warnings.simplefilter("ignore") - latest_tag = next( - iter( - sorted( - ( - parse_version(x) - for x in subp.check_output(["git", "tag"]) - .decode() - .strip() - .split("\n") - ), - reverse=True, - ) - ) - ) - -with open(cwd / "changelog.rst") as f: - content = f.read() - -# find latest entry -m = re.search(r"([0-9]+\.[0-9]+\.[0-9]+) \([^\)]+\)\n-*", content, re.MULTILINE) -previous_version = parse_version(m.group(1)) -position = m.span(0)[0] - -# sanity checks -assert new_version > previous_version, f"{new_version} > {previous_version}" - -git_log = re.findall( - r"[a-z0-9]+ ([^\n]+ \(#[0-9]+\))", - subp.check_output( - ["git", "log", "--oneline", f"v{previous_version}..HEAD"] - ).decode(), -) - -today = datetime.date.today() -header = f"{new_version} ({today.strftime('%B %d, %Y')})" - -new_content = f"{header}\n{'-' * len(header)}\n" -if git_log: - for x in git_log: - x = re.sub( - "#([0-9]+)", r"`#\1 `_", x - ) - new_content += f"- {x.capitalize()}\n" -else: - new_content += "- Minor improvements\n" -new_content += "\n" - -print(new_content, end="") - -with open(cwd / "changelog.rst", "w") as f: - f.write(f"{content[:position]}{new_content}{content[position:]}") diff --git a/pyproject.toml b/pyproject.toml index dbc302f4..30014a37 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -37,7 +37,7 @@ documentation = "https://resample.readthedocs.io/en/stable/" [project.optional-dependencies] test = ["pytest", "pytest-cov", "coverage[toml]"] -doc = ["ipython", "nbsphinx"] +doc = ["ipython", "nbsphinx", "sphinx_rtd_theme"] [tool.setuptools.packages.find] where = ["src"] diff --git a/src/resample/bootstrap.py b/src/resample/bootstrap.py index 58d833c2..21bbcbd0 100644 --- a/src/resample/bootstrap.py +++ b/src/resample/bootstrap.py @@ -16,6 +16,7 @@ "resample", "bootstrap", "variance", + "covariance", "confidence_interval", ] @@ -358,7 +359,7 @@ def covariance( Examples -------- - Compute variance of arithmetic mean. + Compute covariance of sample mean and sample variance. >>> from resample.bootstrap import variance >>> import numpy as np