From af256d9dad38cc262de77a5cb9570d42055a8b9b Mon Sep 17 00:00:00 2001 From: "Marco A. Lopez-Sanchez" Date: Thu, 2 Nov 2023 23:00:34 +0100 Subject: [PATCH] minor tweaks --- notebooks/Numpy_walkthrough.ipynb | 32 +++++++++++++++--------------- notebooks/Python_walkthrough.ipynb | 8 ++++---- 2 files changed, 20 insertions(+), 20 deletions(-) diff --git a/notebooks/Numpy_walkthrough.ipynb b/notebooks/Numpy_walkthrough.ipynb index 4e00c92..6081524 100644 --- a/notebooks/Numpy_walkthrough.ipynb +++ b/notebooks/Numpy_walkthrough.ipynb @@ -37,7 +37,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "1.25.2\n" + "1.26.0\n" ] } ], @@ -273,8 +273,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "7.95 ms ± 199 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n", - "18.1 ms ± 245 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" + "10.9 ms ± 91.4 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n", + "22.4 ms ± 3.65 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" ] } ], @@ -293,8 +293,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "28.6 ms ± 2 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n", - "208 ms ± 1.27 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" + "37.4 ms ± 1.8 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n", + "337 ms ± 1.74 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], @@ -418,7 +418,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -531,7 +531,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "[8 6 1 2 3 9 2 6 2 3]\n" + "[ 3 2 4 1 7 6 6 7 5 10]\n" ] } ], @@ -553,8 +553,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "[0.61643616 0.89650375 0.2985052 0.21108829 0.70280006 0.14665625\n", - " 0.20169914 0.43713182 0.49985035 0.02143882]\n" + "[0.68503532 0.56818584 0.71889195 0.61775444 0.60913892 0.7473039\n", + " 0.72154524 0.88360125 0.12619132 0.47582981]\n" ] } ], @@ -571,7 +571,7 @@ "outputs": [ { "data": { - "image/png": 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/36+kpKSYDQAADF2uB8r555+vffv2xex78803dcopp0iS0tPTFQqFVF1dHX2+p6dHNTU1ys7OdnscAAAQh1x/F88NN9yg7OxsFRUV6YorrtArr7yiTZs2adOmTZI++9VOXl6eioqKlJGRoYyMDBUVFWn06NFatGiR2+MAAIA45HqgnHvuuaqsrFR+fr7uuusupaenq7S0VFdffXX0mLVr16qrq0srVqxQe3u7pk2bpqqqKiUmJro9DgAAiEM+x3Ecr4cYqI6ODgUCAUUiEV6PAk+krdvu9Qg4zuxfP9frEYCvbSA/v7kXDwAAMIdAAQAA5hAoAADAHAIFAACYQ6AAAABzCBQAAGAOgQIAAMwhUAAAgDkECgAAMIdAAQAA5hAoAADAHAIFAACYQ6AAAABzCBQAAGAOgQIAAMwhUAAAgDkECgAAMIdAAQAA5hAoAADAHAIFAACYM9zrAQAAx5a2brur59u/fq6r5wPcxgoKAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOXxQG44bbn/QFQBg8LCCAgAAzCFQAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJgz3OsBAADfvLR121071/71c107F3AEKygAAMAcAgUAAJhDoAAAAHMIFAAAYM6gB0pxcbF8Pp/y8vKi+xzHUWFhocLhsBISEpSTk6OGhobBHgUAAMSJQQ2Uuro6bdq0SWeeeWbM/g0bNqikpERlZWWqq6tTKBTS7Nmz1dnZOZjjAACAODFogXLgwAFdffXVevjhhzV27NjofsdxVFpaqoKCAi1cuFCZmZnasmWLPvnkE1VUVAzWOAAAII4MWqCsXLlSc+fO1UUXXRSzv7GxUa2trcrNzY3u8/v9mjFjhmpra496ru7ubnV0dMRsAABg6BqUD2rbunWrdu/erbq6uj7Ptba2SpKCwWDM/mAwqHffffeo5ysuLtadd97p/qAAAMAk11dQmpub9ctf/lKPPfaYRo0a9YXH+Xy+mMeO4/TZd0R+fr4ikUh0a25udnVmAABgi+srKPX19Wpra1NWVlZ0X29vr3bs2KGysjLt27dP0mcrKRMmTIge09bW1mdV5Qi/3y+/3+/2qAAAwCjXV1BmzZql1157TXv37o1uU6dO1dVXX629e/fq1FNPVSgUUnV1dfRrenp6VFNTo+zsbLfHAQAAccj1FZTExERlZmbG7BszZoxSUlKi+/Py8lRUVKSMjAxlZGSoqKhIo0eP1qJFi9weBwAAxCFP7ma8du1adXV1acWKFWpvb9e0adNUVVWlxMREL8YBAADG+BzHcbweYqA6OjoUCAQUiUSUlJTk9TiIE27eXh7A/9u/fq7XIyBODOTnN/fiAQAA5hAoAADAHAIFAACYQ6AAAABzCBQAAGAOgQIAAMwhUAAAgDkECgAAMIdAAQAA5hAoAADAHAIFAACYQ6AAAABzCBQAAGAOgQIAAMwhUAAAgDkECgAAMIdAAQAA5gz3egDgi6St2+71CAAAj7CCAgAAzCFQAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzBnu9QAAgPiWtm67q+fbv36uq+dDfGIFBQAAmEOgAAAAcwgUAABgDoECAADMIVAAAIA5BAoAADCHQAEAAOYQKAAAwBwCBQAAmEOgAAAAcwgUAABgDvfigWvcvh8HAOD4xQoKAAAwx/VAKS4u1rnnnqvExESNHz9eCxYs0L59+2KOcRxHhYWFCofDSkhIUE5OjhoaGtweBQAAxCnXA6WmpkYrV67Uzp07VV1drU8//VS5ubk6ePBg9JgNGzaopKREZWVlqqurUygU0uzZs9XZ2en2OAAAIA65/hqU5557Lubx5s2bNX78eNXX1+vCCy+U4zgqLS1VQUGBFi5cKEnasmWLgsGgKioqtGzZMrdHAgAAcWbQX4MSiUQkScnJyZKkxsZGtba2Kjc3N3qM3+/XjBkzVFtbe9RzdHd3q6OjI2YDAABD16AGiuM4WrNmjaZPn67MzExJUmtrqyQpGAzGHBsMBqPPfV5xcbECgUB0S01NHcyxAQCAxwY1UFatWqVXX31Vjz/+eJ/nfD5fzGPHcfrsOyI/P1+RSCS6NTc3D8q8AADAhkH7HJTVq1dr27Zt2rFjhyZOnBjdHwqFJH22kjJhwoTo/ra2tj6rKkf4/X75/f7BGhUAABjj+gqK4zhatWqVnnzySf3tb39Tenp6zPPp6ekKhUKqrq6O7uvp6VFNTY2ys7PdHgcAAMQh11dQVq5cqYqKCj399NNKTEyMvq4kEAgoISFBPp9PeXl5KioqUkZGhjIyMlRUVKTRo0dr0aJFbo8DAADikOuBUl5eLknKycmJ2b9582b97Gc/kyStXbtWXV1dWrFihdrb2zVt2jRVVVUpMTHR7XEAAEAccj1QHMc55jE+n0+FhYUqLCx0+48HAABDAPfiAQAA5hAoAADAnEF7mzHiQ9q67V6PAABAH6ygAAAAcwgUAABgDoECAADMIVAAAIA5BAoAADCHd/EAAExx892F+9fPde1c+GaxggIAAMwhUAAAgDkECgAAMIdAAQAA5hAoAADAHAIFAACYQ6AAAABzCBQAAGAOgQIAAMwhUAAAgDkECgAAMId78QAAhiw37+sjcW+fbxIrKAAAwBwCBQAAmEOgAAAAcwgUAABgDoECAADM4V08ccbtV6QDAGARKygAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHO4Fw8AAP3k9v3Q9q+f6+r5hhJWUAAAgDkECgAAMIdf8Qwyt5cDAQA4HrCCAgAAzCFQAACAOfyKBwAAj7j5MoCh9o4gVlAAAIA5BAoAADCHX/EcBe+8AQDEm6H2IXKsoAAAAHM8DZSNGzcqPT1do0aNUlZWll566SUvxwEAAEZ4FihPPPGE8vLyVFBQoD179uiCCy7QnDlz1NTU5NVIAADACM8CpaSkREuXLtV1112nyZMnq7S0VKmpqSovL/dqJAAAYIQnL5Lt6elRfX291q1bF7M/NzdXtbW1fY7v7u5Wd3d39HEkEpEkdXR0DMp8h7s/GZTzAgAQLwbjZ+yRczqOc8xjPQmUjz76SL29vQoGgzH7g8GgWltb+xxfXFysO++8s8/+1NTUQZsRAIDjWaB08M7d2dmpQCDwpcd4+jZjn88X89hxnD77JCk/P19r1qyJPj58+LA+/vhjpaSkHPX4r6ujo0Opqalqbm5WUlKS6+cfKrhO/cN16h+uU/9xrfqH69Q/3+R1chxHnZ2dCofDxzzWk0AZN26chg0b1me1pK2trc+qiiT5/X75/f6YfSeddNJgjihJSkpK4i91P3Cd+ofr1D9cp/7jWvUP16l/vqnrdKyVkyM8eZHsyJEjlZWVperq6pj91dXVys7O9mIkAABgiGe/4lmzZo0WL16sqVOn6rzzztOmTZvU1NSk5cuXezUSAAAwwrNAufLKK/Wf//xHd911lz744ANlZmbqmWee0SmnnOLVSFF+v1933HFHn18rIRbXqX+4Tv3Ddeo/rlX/cJ36x+p18jn9ea8PAADAN4h78QAAAHMIFAAAYA6BAgAAzCFQAACAOQTKMcyfP1+TJk3SqFGjNGHCBC1evFgtLS1ej2XK/v37tXTpUqWnpyshIUGnnXaa7rjjDvX09Hg9mjl33323srOzNXr06G/kwwbjycaNG5Wenq5Ro0YpKytLL730ktcjmbNjxw7NmzdP4XBYPp9PTz31lNcjmVNcXKxzzz1XiYmJGj9+vBYsWKB9+/Z5PZZJ5eXlOvPMM6Mf0Hbeeefp2Wef9XqsKALlGGbOnKk//vGP2rdvn/70pz/p7bff1mWXXeb1WKb861//0uHDh/XQQw+poaFB999/vx588EHdeuutXo9mTk9Pjy6//HJdf/31Xo9iyhNPPKG8vDwVFBRoz549uuCCCzRnzhw1NTV5PZopBw8e1FlnnaWysjKvRzGrpqZGK1eu1M6dO1VdXa1PP/1Uubm5OnjwoNejmTNx4kStX79eu3bt0q5du/SDH/xAl156qRoaGrweTRJvMx6wbdu2acGCBeru7taIESO8Hsese++9V+Xl5XrnnXe8HsWkRx55RHl5efrvf//r9SgmTJs2Teecc47Ky8uj+yZPnqwFCxaouLjYw8ns8vl8qqys1IIFC7wexbQPP/xQ48ePV01NjS688EKvxzEvOTlZ9957r5YuXer1KKygDMTHH3+sP/zhD8rOziZOjiESiSg5OdnrMRAHenp6VF9fr9zc3Jj9ubm5qq2t9WgqDBWRSESS+PfoGHp7e7V161YdPHhQ5513ntfjSCJQ+uWWW27RmDFjlJKSoqamJj399NNej2Ta22+/rQceeIDbFqBfPvroI/X29va5UWgwGOxzQ1FgIBzH0Zo1azR9+nRlZmZ6PY5Jr732mk488UT5/X4tX75clZWVOuOMM7weS9JxGiiFhYXy+Xxfuu3atSt6/M0336w9e/aoqqpKw4YN0zXXXKPj4TdjA71OktTS0qIf/vCHuvzyy3Xdddd5NPk366tcJ/Tl8/liHjuO02cfMBCrVq3Sq6++qscff9zrUcz69re/rb1792rnzp26/vrrtWTJEr3xxhtejyXJw3vxeGnVqlW66qqrvvSYtLS06H+PGzdO48aN07e+9S1NnjxZqamp2rlzp5llsMEy0OvU0tKimTNnRm/+eLwY6HVCrHHjxmnYsGF9Vkva2tr6rKoA/bV69Wpt27ZNO3bs0MSJE70ex6yRI0fq9NNPlyRNnTpVdXV1+s1vfqOHHnrI48mO00A5Ehx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", 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" ] @@ -594,7 +594,7 @@ { "data": { "text/plain": [ - "array([2, 4, 2])" + "array([5, 2, 2])" ] }, "execution_count": 21, @@ -1185,10 +1185,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "Notebook tested in 2023-09-13 using:\n", - "Python 3.10.12 | packaged by Anaconda, Inc. | (main, Jul 5 2023, 19:01:18) [MSC v.1916 64 bit (AMD64)]\n", - "Numpy 1.25.2\n", - "Matplotlib 3.7.1\n" + "Notebook tested in 2023-10-24 using:\n", + "Python 3.10.13 | packaged by Anaconda, Inc. | (main, Sep 11 2023, 13:24:38) [MSC v.1916 64 bit (AMD64)]\n", + "Numpy 1.26.0\n", + "Matplotlib 3.7.2\n" ] } ], @@ -1224,7 +1224,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.10.13" } }, "nbformat": 4, diff --git a/notebooks/Python_walkthrough.ipynb b/notebooks/Python_walkthrough.ipynb index a9db34d..cb00559 100644 --- a/notebooks/Python_walkthrough.ipynb +++ b/notebooks/Python_walkthrough.ipynb @@ -8,7 +8,7 @@ "# Python basics for scientific analysis\n", "\n", "Copyright 2023 Marco A. Lopez-Sanchez. \n", - "Content under [Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0) License](http://creativecommons.org/licenses/by-nc-sa/4.0/)..\n", + "Content under a [Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0) License](http://creativecommons.org/licenses/by-nc-sa/4.0/).\n", "\n", "> **Goal**: Learn the basics of the Python programming language relevant to scientific analysis.\n", "\n", @@ -2372,8 +2372,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Notebook tested in 2023-09-13 using:\n", - "Python 3.10.12 | packaged by Anaconda, Inc. | (main, Jul 5 2023, 19:01:18) [MSC v.1916 64 bit (AMD64)]\n" + "Notebook tested in 2023-10-24 using:\n", + "Python 3.10.13 | packaged by Anaconda, Inc. | (main, Sep 11 2023, 13:24:38) [MSC v.1916 64 bit (AMD64)]\n" ] } ], @@ -2406,7 +2406,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.10.13" } }, "nbformat": 4,