From 3029bffc6799965f2fc065fc685c5ad14fea2760 Mon Sep 17 00:00:00 2001 From: Charles Doutriaux Date: Mon, 21 May 2018 10:49:27 -0700 Subject: [PATCH] Renamed Symbols section --- docs/Jupyter/VCS_Text_Objects.ipynb | 24 ++++++++++++------------ 1 file changed, 12 insertions(+), 12 deletions(-) diff --git a/docs/Jupyter/VCS_Text_Objects.ipynb b/docs/Jupyter/VCS_Text_Objects.ipynb index 0d5493261..401e8cac7 100644 --- a/docs/Jupyter/VCS_Text_Objects.ipynb +++ b/docs/Jupyter/VCS_Text_Objects.ipynb @@ -24,7 +24,7 @@ " * [Alignement](#align)\n", " * [Horizontal](#horiz)\n", " * [Vertical](#vert)\n", - " * [Special Character and Equations](#equations)\n", + " * [Mathematical Expressions and Symbols](#math)\n", " * [Example: Bringing it all together](#example)\n", " \n", "## Introduction\n", @@ -45,7 +45,7 @@ "---------- Text combined (Tc) member (attribute) listings ----------\n", "secondary method = Tc\n", " ---------- Text Table (Tt) member (attribute) listings ----------\n", - "Tt_name = __texttable_902476579037656\n", + "Tt_name = __texttable_120949571768503\n", "font = 1\n", "spacing = 2\n", "expansion = 100\n", @@ -59,7 +59,7 @@ "y = None\n", "projection = default\n", " ---------- Text Orientation (To) member (attribute) listings ----------\n", - "To_name = __textorientation_985638343777341\n", + "To_name = __textorientation_288802062631269\n", "height = 14\n", "angle = 0\n", "path = right\n", @@ -111,7 +111,7 @@ "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAyAAAAJYCAIAAAAVFBUnAAAVF0lEQVR4Xu3df6xX5WHH8ecLDhWv1J9Qh4KoVN0Ko9NetFroZLUqWlvXNUZoTCxD8EfriBpG7WJspdctuojZHMoPrcLsNNa2lmhYDWhZugtmFWnSqq2KglxACgwKk9773R9f/OZ6fwHrB+q1r1cIOec5zzmcP98859xzK9VqtQAAkNNnTxMAANg3AgsAIExgAQCECSwAgDCBBQAQJrAAAMIEFgBAmMACAAgTWAAAYQILACBMYAEAhAksAIAwgQUAECawAADCBBYAQJjAAgAIE1gAAGECCwAgTGABAIQJLACAMIEFABAmsAAAwgQWAECYwAIACBNYAABhAgsAIExgAQCECSwAgDCBBQAQJrAAAMIEFgBAmMACAAgTWAAAYQILACBMYAEAhAksAIAwgQUAECawAADCBBYAQJjAAgAIE1gAAGECCwAgTGABAIQJLACAMIEFABAmsAAAwgQWAECYwAIACBNYAABhAgsAIExgAQCECSwAgDCBBQAQJrAAAMIEFgBAmMACAAgTWAAAYQILACBMYAEAhAksAIAwgQUAECawAADCBBYAQJjAAgAIE1gAAGECCwAgTGABAIQJLACAMIEFABAmsAAAwgQWAECYwAIACBNYAABhAgsAIExgAQCECSwAgDCBBQAQJrAAAMIEFgBAmMACAAgTWAAAYQILACBMYAEAhAksAIAwgQUAECawAADCBBYAQJjAAgAIE1gAAGECCwAgTGABAIQJLACAMIEFABAmsAAAwgQWAECYwAIACBNYAABhAgsAIExgAQCECSwAgDCBBQAQJrAAAMIEFgBAmMACAAgTWAAAYQILACBMYAEAhAksAIAwgQUAECawAADCBBYAQJjAAgAIE1gAAGECCwAgTGABAIQJLACAMIEFABAmsAAAwgQWAECYwAIACBNYAABhAgsAIExgAQCECSwAgDCBBQAQJrAAAMIEFgBAmMACAAgTWAAAYQILACBMYAEAhAksAIAwgQUAECawAADCBBYAQJjAAgAIE1gAAGECCwAgTGABAIQJLACAMIEFABAmsAAAwgQWAECYwAIACBNYAABhAgsAIExgAQCECSwAgDCBBQAQJrAAAMIEFgBAmMACAAgTWAAAYQILACBMYAEAhAksAIAwgQUAECawAADCBBYAQJjAAgAIE1gAAGECCwAgTGABAIQJLACAMIEFABAmsAAAwgQWAECYwAIACBNYAABhAgsAIExgAQCECSwAgDCBBQAQJrAAAMIEFgBAmMACAAgTWAAAYQILACBMYAEAhAksAIAwgQUAECawAADCBBYAQJjAAgAIE1gAAGECCwAgTGABAIQJLACAMIEFABAmsAAAwgQWAECYwAIACBNYAABhAgsAIExgAQCECSwAgDCBBQAQJrAAAMIEFgBAmMACAAgTWAAAYQILACBMYAEAhAksAIAwgQUAECawAADCBBYAQJjAAgAIE1gAAGECCwAgTGABAIQJLACAMIEFABAmsAAAwgQWAECYwAIACBNYAABhAgsAIExgAQCECSwAgDCBBQAQJrAAAMIEFgBAmMACAAgTWAAAYQILACBMYAEAhAksAIAwgQUAECawAADCBBYAQJjAAgAIE1gAAGECCwAgTGABAIQJLACAMIEFABAmsAAAwgQWAECYwAIACBNYAABhAgsAIExgAQCECSwAgDCBBQAQJrAAAMIEFgBAmMACAAgTWAAAYQILACBMYAEAhAksAIAwgQUAECawAADCBBYAQJjAAgAIE1gAAGECCwAgTGABAIQJLACAMIEFABAmsAAAwgQWAECYwAIACBNYAABhAgsAIExgAQCECSwAgDCBBQAQJrAAAMIEFgBAmMACAAgTWAAAYQILACBMYAEAhAksAIAwgQUAECawAADCBBYAQJjAAgAIE1gAAGECCwAgTGABAIQJLACAMIEFABAmsAAAwgQWAECYwAIACBNYAABhAgsAIExgAQCECSwAgDCBBQAQJrCAXqOlpWXhwoX13R/96EcrV67scubLL7/85JNP1v7uckLd448//otf/KL9yAMPPNDS0lJKWb9+/bx582bOnDl37twNGzbUJzQ3Nzc1Nc2dO/edd96pD3a4twcffHDTpk0F+EMlsIBe4+WXX542bVp999577120aFGXM5ctW9bU1FT7u8sJdT/5yU9uueWW+u6SJUtuvvnmI4888gc/+MHIkSPXrVs3evTot95664wzzqj9W88888zFF198yimnPProoxMmTKif2OHerr322tWrVxfgD9VBe5oA8H63efPmefPmvfnmmyeddNJVV13Vv3//DhO2bt367W9/+6WXXvrIRz7SYcLUqVNPP/30lpaWQYMGlVJmz5795S9/ed26dRMmTHjqqac+8YlPlFLGjRt38cUXL1q06MILL1y8ePH48eO/8IUvNDY2PvTQQ6VHv/nNb+65557NmzdfffXVJ554Yuf7fPHFF5999tmNGzdedtllI0aM6PlqQC9iBQvoTVpbW1951/bt20spW7ZsaWxs3Lhx48SJE1etWnXuuefu3Lmz/Slbt25tbGx89dVXr7zyypdeeumcc87ZsWNH/eiwYcPOO++8+fPnl1I2bNjwve99b8qUKY888siYMWNqdVUzatSoGTNmVCqVCy644Kmnnpo/f35DQ8PXvva10qPbb7/9ueeea2houOGGG7q8z+eff/66667r37//0KFDe74U0LsILKA32bFjx5x3vfrqq6WUOXPmHHfccVddddWAAQNuvPHGXbt2PfbYY+1PmTNnzuDBg++8884zzjhj1qxZ/fv3X7BgQfsJ11xzzZw5c6rV6vz588eNGzd06NCNGzcOHjy4dGXs2LFLlixZs2bN6NGjZ86c2eWcukMPPXTDhg2XXnrpE0880d19fuxjH7vpppsGDBjQ86WA3sUjQqA3aWhoqL9W9corr5RS1q5du3Xr1jlz5tQGx48fP3jw4Ndff71+ypo1a0499dT67tChQ9esWdPukuWiiy66/vrrFy9efP/998+aNauUMmLEiDvuuKNarVYqlfJe27ZtGzZs2C233DJx4sSTTz550qRJAwcOLKX07du3tbW1Pm3Xrl39+vWbPn368ccff+WVV44cOfKoo47q8j47P9AEPgCsYAG926c+9alt27bNmDGjqalp2rRpy5cvP/HEEztM+OEPf/j222+XUlpaWhYvXvyZz3ym/YQ+ffpcffXVU6dObWtru+CCC0opX/ziF9va2qZPn16tVksp1Wr1tttu+/SnP93W1nb55ZdPnz69lNK3b99KpdK3b9/aRYYPH75ly5ZVq1aVUpYtW3bQQQcNGzasqanptNNOe/DBBxcsWLDH+wQ+SKxgAb3bJZdc8vzzz48ePfqcc85ZsmTJtGnThg0btnTp0vYTXnjhhbPPPvuTn/zkc8899/Wvf/2ss87qcJFJkybdeuut3/jGN2pLVgcffPAzzzwzZcqUUaNGnXXWWc3NzcOHD1+4cGGfPn2++c1vfv7zn29paVm+fPm3vvWto48+unaFY445ZtasWePHjx83btzixYtnz5596KGHHnnkkRMmTBg4cODkyZP3eJ/AB0ml9v8zgF5tx44dGzZsGDRo0MEHH9zDhIEDBx5yyCFdTujS9u3b33777aOOOqqhoaE+2Nraunbt2iOOOOLwww/vMH/nzp3r169vfxubNm1qbW099thja7t7vE/gg0FgAQCEeQcLACBMYAEAhAksAIAwgQUAECawAADCBBYAQJjAAgAIE1gAAGECCwAgTGABAIQJLACAMIEFABAmsAAAwgQWAECYwAIACBNYAABhAgsAIExgAQCECSwAgDCBBQAQJrAAAMIEFgBAmMACAAgTWAAAYQILACBMYAEAhAksAIAwgQUAECawAADCBBYAQJjAAgAIE1gAAGECCwAgTGABAIQJLACAMIEFABAmsAAAwgQWAECYwAIACBNYAABhAgsAIExgAQCECSwAgDCBBQAQJrAAAMIEFgBAmMACAAgTWAAAYQILACBMYAEAhAksAIAwgQUAECawAADCBBYAQJjAAgAIE1gAAGECCwAgTGABAIQJLACAMIEFABAmsAAAwgQWAECYwAIACBNYAABhAgsAIExgAQCECSwAgDCBBQAQJrAAAMIEFgBAmMACAAgTWAAAYQILACBMYAEAhAksAIAwgQUAECawAADCBBYAQJjAAgAIE1gAAGECCwAgTGABAIQJLACAMIEFABAmsAAAwgQWAECYwAIACBNYAABhAgsAIExgAQCECSwAgDCBBQAQJrAAAMIEFgBAmMACAAgTWAAAYQILACBMYAEAhAksAIAwgQUAECawAADCBBYAQJjAAgAIE1gAAGECCwAgTGABAIQJLACAMIEFABAmsAAAwgQWAECYwAIACBNYAABhAgsAIExgAQCECSwAgDCBBQAQJrAAAMIEFgBAmMACAAgTWAAAYQILACBMYAEAhAksAIAwgQUAECawAADCBBYAQJjAAgAIE1gAAGECCwAgTGABAIQJLACAMIEFABAmsAAAwgQWAECYwAIACBNYAABhAgsAIExgAQCECSwAgDCBBQAQJrAAAMIEFgBAmMACAAgTWAAAYQILACBMYAEAhAksAIAwgQUAECawAADCBBYAQJjAAgAIE1gAAGECCwAgTGABAIQJLACAMIEFABAmsAAAwgQWAECYwAIACBNYAABhAgsAIExgAQCECSwAgDCBBQAQJrAAAMIEFgBAmMACAAgTWAAAYQILACBMYAEAhAksAIAwgQUAECawAADCBBYAQJjAAgAIE1gAAGECCwAgTGABAIQJLACAMIEFABAmsAAAwgQWAECYwAIACBNYAABhAgsAIExgAQCECSwAgDCBBQAQJrAAAMIEFgBAmMACAAgTWAAAYQILACBMYAEAhAksAIAwgQUAECawAADCBBYAQJjAAgAIE1gAAGECCwAgTGABAIQJLACAMIEFABAmsAAAwgQWAECYwAIACBNYAABhAgsAIExgAQCECSwAgDCBBQAQJrAAAMIEFgBAmMACAAgTWAAAYQILACBMYAEAhAksAIAwgQUAECawAADCBBYAQJjAAgAIE1gAAGECCwAgTGABAIQJLACAMIEFABAmsAAAwgQWAECYwAIACBNYAABhAgsAIExgAQCECSwAgDCBBQAQJrAAAMIEFgBAmMACAAgTWAAAYQILACBMYAEAhAksAIAwgQUAECawAADCBBYAQJjAAgAIE1gAAGECCwAgTGABAIQJLACAMIEFABAmsAAAwgQWAECYwAIACBNYAABhAgsAIExgAQCECSwAgDCBBQAQJrAAAMIEFgBAmMACAAgTWAAAYQILACBMYAEAhAksAIAwgQUAEHbQniYAAOwXZ14xs4ejKxbOaD+z/e77n8ACAA609mn1b02Thg8Z2HlCz/n1PiewAIAD55XV6y+fPqe23cOiVO1Q720sgQUAHCDtg6l9XT3x1rbPHddQSmlcurpUKqVUm8cMqc1pf8rc7y6799GlpXt/8fFT//Fv/6qHCR109+Rxn8KuyytUqtVq51EAgKzRX2pqbW2rbbePksalq6edcuSIfsv++63HJ46877dt1YP6VNqfWMudDq9k1TaO/tBhT9/71d3XmdDUVm2rz9njO1udL9vhUCnloduvOu6YAaWU6+545Oe/WldK+Y/ZN9QO/ecLv/r7f/l+d1fwU4QAwIFQr6u61zavKKU0jx1y+eDDf7ru8dpgh7oqPaZSva5KKc0Lpq9YOKP54b+r7e7lKtQ1ty/scnzFwhkrFs44fdiHjzi8/xGH9+9b2X1Xtd0jDu9/0bkf7eHGBBYAsN91fjj4Tuv2ZW/cX0pZ/uudpZS//tO7Bx42/OGVk2t/urvOHvXpU6l3Tw+NVT/U/LPXupuzN7prLIEFAOxfi368qvNgv76HTRgxu3Hp6mtXbiil9Otz6Pkn39R5Ws2KhTOW/fSX3R3tbG8aq4f1p45raN2NdU9gAQD7V+1dpZrH75rS6Xi1cekbta2JI+8rpVS6iplzRp3cxej/S2vbe15A7xxhy/f0/tYeCSwA4MAZ8uGjahuNS1c/v/l/m8cOaR47pNZYjUtXl1Imjrxvwoj7Gp99o3Hp6sZn3+jxYj3pYRFr9MRv1Y5ecWFjx9NCBBYA8PsxdeX63VuVSqmU9zyGq1ZLpVL287cOpn3pL2sbe/FG/L7dicACAPajj3fXLpVK85gTdi9cVaulWm0ee0IpZcGLk3fs2tI8dkipVh8587iuz/0d7EVLBQgsAGA/6m7lp3nMCd9Z8z+lVEupvPugsCx4cXIplcd/fnMppXnskJMO+6Nuzv6dtH+9vb69et2mbqbXeMkdAOgN7nzl1x1GqtVSSnX/fQW9h+Wry6b9a3eH/h/8qhwA4Peg9ltxmsecUErZ1bbzO6u+Uhu/9NSZDf2O2T2hlNrKVlBtyWrJipduvOuxi8796G3XfLbDL+Tpxr41nxUsAGA/umXSRd0cqdSj5d9/9pXapxkmjryvXV3t21O5Pdq0ZXt9+8a7HiulLPrxqlfXbKwP9phZ+3YzAgsA2I8+d96oLseHN/SrJ9aEEfd1eCr4X7/zwlW9lupvWZ0/9e7OHxcdNviYslf2bQXLI0IA4MA572/ueub+aaWUBWcMKu+uVDWPPaH2idG5r2+Z/dqW2kjthwr3kw6lVX9KeOYVM7v5wrsVLADg/aT/If3q21u376xtvLn1hVI6frV99mtbSyn7ulzUWeflqzOvmNnQ/5DuzwgTWADA/vXsvBs7Dx4/4M8eXjm5eczularaB7Fq27ee1sVju714D323znVVs2TOtK6m7/bkPdfVNt7auKXz0Z/9cm3nwR4ILABgv2vfOvUAqj0WfNfuVavmsUMuGtS/vFd3T+7umPd0ffsfHnj6zCtm1i6+YuGMLv/FHnzn6RW1jUu+8s89z9wblf33qQkAgLoOlVMPoMZn3yjVUn/j6uGVkyuVyoQRszucuGLhjLnfXXbvo0tL975/97V/fOyH2o+cP/Xu9j88WDota9V0WWC1md3FWTevau0msACAA6S7xmrv4ZWTxwydMuRDf97+lJ5r5n1IYAEAB87aDVs++9X3PIPrLp7O+lLTb1vbZl7/ufPP/pMuJ7yfCSwA4EDbm5eiSi9cuKoTWADA7815k/9p67YdHQZ7b1fVCSwAgDCfaQAACPs/X60tGS03o6gAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "execution_count": 2, @@ -156,7 +156,7 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "execution_count": 3, @@ -216,7 +216,7 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "execution_count": 4, @@ -310,7 +310,7 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "execution_count": 7, @@ -346,7 +346,7 @@ "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAyAAAAJYCAIAAAAVFBUnAAAbpElEQVR4Xu3dfZSVZd3o8WvkNTUjH48BwQiUmW+IgkN4WkxiywAJsmcFCLg0JyB4QjxpZ6GdknVWWk8ua5VwFFBEAqSjYsoRkQgchdZyHBRw0FJADgiKQwzgKHAC5vyxba+JedlAP8Z5+XyWf9z73td9OX9+ua5733deVVVVAgAgzim5BgAAcHwEFgBAMIEFABBMYAEABBNYAADBBBYAQDCBBQAQTGABAAQTWAAAwQQWAEAwgQUAEExgAQAEE1gAAMEEFgBAMIEFABBMYAEABBNYAADBBBYAQDCBBQAQTGABAAQTWAAAwQQWAEAwgQUAEExgAQAEE1gAAMEEFgBAMIEFABBMYAEABBNYAADBBBYAQDCBBQAQTGABAAQTWAAAwQQWAEAwgQUAEExgAQAEE1gAAMEEFgBAMIEFABBMYAEABBNYAADBBBYAQDCBBQAQTGABAAQTWAAAwQQWAEAwgQUAEExgAQAEE1gAAMEEFgBAMIEFABBMYAEABBNYAADBBBYAQDCBBQAQTGABAAQTWAAAwQQWAEAwgQUAEExgAQAEE1gAAMEEFgBAMIEFABBMYAEABBNYAADBBBYAQDCBBQAQTGABAAQTWAAAwQQWAEAwgQUAEExgAQAEE1gAAMEEFgBAMIEFABBMYAEABBNYAADBBBYAQDCBBQAQTGABAAQTWAAAwQQWAEAwgQUAEExgAQAEE1gAAMEEFgBAMIEFABBMYAEABBNYAADBBBYAQDCBBQAQTGABAAQTWAAAwQQWAEAwgQUAEExgAQAEE1gAAMEEFgBAMIEFABBMYAEABBNYAADBBBYAQDCBBQAQTGABAAQTWAAAwQQWAEAwgQUAEExgAQAEE1gAAMEEFgBAMIEFABBMYAEABBNYAADBBBYAQDCBBQAQTGABAAQTWAAAwQQWAEAwgQUAEExgAQAEE1gAAMEEFgBAMIEFABBMYAEABBNYAADBBBYAQDCBBQAQTGABAAQTWAAAwQQWAEAwgQUAEExgAQAEE1gAAMEEFgBAMIEFABBMYAEABBNYAADBBBYAQDCBBQAQTGABAAQTWAAAwQQWAEAwgQUAEExgAQAEE1gAAMEEFgBAMIEFABBMYAEABBNYAADBBBYAQDCBBQAQTGABAAQTWAAAwQQWAEAwgQUAEExgAQAEE1gAAMEEFgBAMIEFABBMYAEABBNYAADBBBYAQDCBBQAQTGABAAQTWAAAwQQWAEAwgQUAEExgAQAEE1gAAMEEFgBAMIEFABBMYAEABBNYAADBBBYAQDCBBQAQTGABAAQTWAAAwQQWAEAwgQUAEExgAQAEE1gAAMEEFgBAMIEFABBMYAEABBNYAADBBBYAQDCBBQAQTGABAAQTWAAAwQQWAEAwgQUAEExgAQAEE1gAAMEEFgBAMIEFABBMYAEABBNYAADBBBYAQDCBBQAQTGABAAQTWAAAwQQWAEAwgQUAEExgAQAEE1gAAMEEFgBAMIEFABBMYAEABBNYAADBBBYAQDCBBQAQTGABAAQTWAAAwQQWAEAwgQUAEExgAQAEE1gAAMEEFgBAMIEFABBMYAEABBNYAADBBBYAQDCBBQAQTGABAAQTWAAAwQQWAEAwgQUAEExgAQAEE1gAAMEEFgBAMIEFABBMYAEABBNYAADBBBYAQDCBBQAQTGABAAQTWAAAwQQWAEAwgQUAEExgAQAEE1gAAMEEFgBAMIEFABBMYAEABBNYAADBBBYAQDCBBQAQTGABAAQTWAAAwQQWAEAwgQUAEExgAQAEE1gAAMEEFgBAMIEFABBMYAEABBNYAADBBBYAQDCBBQAQTGABAAQTWAAAwQQWAEAwgQUAEExgAQAEE1gAAMEEFgBAMIEFABBMYAEABBNYAADBBBYAQDCBBQAQTGABAAQTWAAAwQQWAEAwgQUAEExgAQAEE1gAAMEEFgBAMIEFABBMYAEABBNYAADBBBYAQDCBBQAQTGABAAQTWAAAwQQWAEAwgQUAEExgAQAEE1gAAMEEFgBAMIEFABBMYAEABBNYAADBBBYAQDCBBQAQTGABAAQTWEDTVllZuWnTplyjABqUwAKaqtLS0vHjx3fq1Kl3794lJSW5hgM0HIEFNDH79u174IEHLrvssssvv3zWrFmf+tSn9u7du2bNmlzXATQcgQU0GS+99FJRUVHnzp0nTJiwbdu222677c0337zgggtOO+200aNH57oaoOG0zjUA4BO2Z8+e+fPnz5w5c/369Sml1q1b33zzzb/85S/btWv3xhtvFBcX33TTTWeccUauaQAajhUsoLG7//77f/CDH+zYsePWW2/961//unjx4gULFpSWlqaUHnjggZTS+PHjc80B0KDyqqqqco0B+IS9+OKLffv2bdu2bebj0qVLr7/++vnz548YMeKcc85Zu3Zt/ZcDNDCBBTRJS5cu/fa3v71///7p06dPnDgx13CABiWwgKaqb9++ZWVl7777rhuwgMbGPVhAk7Rhw4aSkpKRI0eqK6ARElhAkzRr1qyU0rhx4+oZU1FRMWDAAM8gBRqeLUKg6fn73//esWPHLl26rFu3rq4xFRUVV1111auvvvrZz3526dKlBQUFdY0ECOc5WEDT06ZNm0mTJp199tl1DcjW1ZQpU/r16zdkyJAlS5b06dOnrvEAsaxgAU3VoUOHWreu5V+J1evq5z//eUpp7ty5U6ZMeeWVVzp27FhzPEA4gQU0KzXrKuMrX/lKz549Z86cWc+1AFHc5A40H9m6uu222+66667qX3Xr1u2FF16o60KAWAILaCaqr11997vfnThxYnaFfs+ePX/84x890AFoMAILaA4OHDhQfWfwrbfemjFjxqBBgx577LFHH320sLBw9+7dXlkINBi/IgSag/bt2w8dOvQb3/hG5r6rt956K6V0+umnjxgxoqqqqlWrVlOmTCkqKso1DUAMN7kDzdC4cePmzp370Ucfbdu27Z133jn33HPreaYDQDiBBTRDV1555XvvvffGG29kzxQXFz/55JO7du0699xzb7rppq5du9ZzOcC/SGABzVCXLl0uvfTSxYsXZz7efPPN9913X15eXrdu3T744IOPPvpo9uzZI0aMqH8SgBPmJnegGRo7duwXvvCFzPFDDz103333FRQUvPnmm5s3b37//fcffvjhG264YdWqVfVPAnDCrGABzdP27ds///nPp5Quu+yyrVu3vvnmm2eeeWb221GjRu3YseP555+v83qAf4EVLKB5ytRVSmnr1q1DhgypXlcppUsuueTPf/5z9X9hVlZW1vPqaIDjIrCAZq5Tp06tWrU66uSWLVuOHDmSUlq2bFlZWVllZeWgQYMKCws3b95c2xwAx0dgAc1cUVHRsmXL9u/fnz2zYcOGuXPn9uvXLy8vb9++fVdfffXXv/71VatWjRo1qnv37vVMBXCM3IMFNHOHDx8eNmzY3r17p0yZctZZZ7344ot33XXXBx988Kc//amwsLCysrJfv35lZWUjR45csGBBXl5ervkAchNYQPN38ODByZMnz5o1K7Mt2KVLlxkzZgwePDizM7hq1aqBAweuW7du2bJlF110Ua7JAHITWEBLsXPnztdff71Dhw49e/Zs1apVtq4mTJgwffr0J554on379kOGDMk1DUBuAgtoiY6qKzuDQCwvewZanFrrauXKlY8//vju3bvPO++8733ve126dMk1DUCdrGABLc7DDz980003Va+riRMn3n///Sml/Pz8vXv3Hjp0aP78+cOGDcs1E0DtBBbQEj3zzDODBw/O1NWDDz44duzYgoKC+fPnf/GLXzxy5MjChQvHjh27ZMmSwsLCXDMB1EJgAS1dz54933nnnY0bN1Z/2vvEiRNffvnll19+uZ4LAeriQaNAS7dz586BAwce9S6dyy+/vLS0dNCgQWVlZXVdCFAXgQW0dN26dau5lr99+/aU0tKlS5999tnsSe8rBI6RwAJauhtuuGHFihUffvhh9szu3bsfeOCBlNLUqVN/9KMfeV8hcLwEFtDSff/73+/du/c111zz/PPPb9myZfHixf3799++ffvUqVPvvPPOlJL3FQLHy03uAOnAgQNjx46dN29e9ky2rlJK3lcIHC8rWACpffv2v/vd79atW9ehQ4dUo64yt7oPHDiwuLh4w4YN9c4EkFJKraZOnZprDECL8LnPfe7AgQNXXnnlUXWVeeb7ggULunXrVllZ+aUvfan+eQBsEQLUzvsKgRPmXYQAtai1rlasWPHEE0+Ul5f36NFj/Pjx7nYH6mIFC6AWNd9XOGnSpGnTprVt2/b888/ftWtXRUXFvHnzrr322lwzAS2RwAKoXfX3Fc6ePbuoqCil9NRTTw0dOjSltGjRojFjxixfvvyKK67IMRHQ8ggsgNx69+69c+fOe++9d/LkyU8//XRBQUFKafjw4eXl5StXrsx1NdDieEwDQG5vv/32sGHDRowYMWfOnKFDh5aUlKSUevbsuXr16iNHjuS6GmhxBBZAbh07dsys9w8cODDbWFu2bPHTQqBWfkUIkFtRUdG0adMOHDjQvn37bGNVVlb279//lFP8SxU4mnuwAHI7dOjQsGHD9uzZc+utt55zzjlt2rTZsWPHddddt3LlyvLy8ieffHLv3r1f/vKXb7zxxq5du+aaDGj+BBbAMTl48OCkSZNmz559+PDhdu3aPfPMM5deeumdd945bdq0vLy8bt26VVRUHDp0aP78+ZmfGQItmZVtgGPSrl27mTNn7tixo7i4ePXq1V/72tcWL148bdq0vn37bty4cfPmzX/7298eeuih6667bsWKFSmlioqKAQMGZG6HB1oaK1gAJ6h3794bN27ctGnTWWedlT1ZVFS0du3a5cuXX3XVVa+++uqPf/zjn/3sZ/VMAjRLVrAATlB5efmgQYOq11VK6atf/eorr7xSWFj46quv3nLLLeoKWiaBBXCC8vPz27Rpc9TJ8vLylNJrr712yy23/PrXv67tOqD5E1gAJ2j48OHLly//6KOPsmcqKiqmT5+eUlJX0MK5BwvgBB06dOib3/zm/v37f/KTn3Tv3r2srOz2229//fXX1RUgsABO3MGDB8eNGzd37tzsmfrrauHChT169Mi8yhBoxmwRApy4du3aPfLII2VlZZ06dUq56iql1KFDh+yrDIFmzAoWQICpU6fu3bv3WHYG//CHP9x4443Lli2zjgXNmMACaDgHDx4cNmzYc88916FDh+eee05jQXNlixCggWTravTo0fPmzbNXCM1Y61wDAAhQva4eeeSRVq1azZkzp6KiItd1QJNkixDgpKtZV7muAJo2W4QAJ5e6ghZIYAGcROoKWiZbhAAny+HDh6+55pqadbVixYonnniivLy8R48e48eP7969e/3zAE2OwAI4iaZOnbpx48bqdTVp0qRp06a1bdv2/PPP37VrV0VFxbx586699tr65wGaFoEFcHJVVVXl5eVljmfPnl1UVJRSeuqpp4YOHZpSWrRo0ZgxY5YvX37FFVfUNwvQpAgsgIbTu3fvnTt33nvvvZMnT3766aczDxodPnx4eXn5ypUrc10NNBlucgdoOG+//fawYcNGjBgxZ86c7INGe/bsuXr16iNHjuS6GmgyBBZAw+nYsWNm32DgwIHZxtqyZUtmD3Hbtm1lZWW55gCaAIEF0HCKioqeffbZAwcOpGqNtXDhwv79+59yyikvvfTSgAED3n333VzTAI2dwAJoOJMnT77ggguuuuqqRYsWrVmzpnPnznPmzGnTps0999yTUlq3bl15eXm7du1yTQM0dgILoOG0bt160aJFF1544fDhw/v06VNQUNCmTZtNmzb16tUrpbR+/fouXbqceeaZuaYBGju/IgT4BLz//vt/+ctfTjvttF69emUfkdWtW7fu3bv/9Kc/Xbt27fr162+99daLLrqo/nmAxklgAXxiDh06tGHDhjVr1qxZs6a0tDTzo8KMM844Y8CAAY8++mj79u1TSpWVlZs2bbrkkkvqngxoRFrnGgDAyXLPPffccccdKaVWrVp17tw5pXTDDTd85zvfufjii/Pz81NKy5Yt69y5c7du3QYNGvTaa6+98sorPXr0yDEp0AgILIBPzO23337BBRecffbZvXr1evTRR4uKiiZPnnzppZdmB+zbt+/GG2/Mz89/6aWXJkyY4K2F0FTYIgRoFCZOnPjggw9WVla2bds2e7KysrJfv35lZWUjR45csGBB9pU7QCPnV4QAjUJpaemFF154VF0NGjSorKxs4MCBxcXFGzZsqOdyoFERWACNwpAhQy677LLsx0xdrVq1asKECUuWLPntb3+7ZcuWuq8GGhdbhACNxbZt27p27Zr+ua6mT59uZxCaHIEF0LioK2gGbBECNC6PPfaYuoKmzgoWQKPzzDPPDB48WF1B0yWwAACC2SIEAAgmsAAAggksAIBgAgsAIJjAAgAIJrAAAIIJLACAYAILACCYwAIACCawAACCCSwAgGACCwAgmMACAAgmsAAAggksAIBgAgsAIJjAAgAIJrAAAIIJLACAYAILACCYwAIACCawAACCCSwAgGACCwAgmMACAAgmsAAAggksAIBgAgsAIJjAAgAIJrAAAIIJLACAYAILACCYwAIACCawAACCCSwAgGACCwAgmMACAAgmsAAAggksAIBgAgsAIJjAAgAIJrAAAIIJLACAYAILACCYwAIACCawAACCCSwAgGACCwAgmMACAAgmsAAAggksAIBgAgsAIJjAAgAIJrAAAIIJLACAYAILACCYwAIACCawAACCCSwAgGACCwAgmMACAAgmsAAAggksAIBgAgsAIJjAAgAIJrAAAIIJLACAYAILACCYwAIACCawAACCCSwAgGACCwAgmMACAAgmsAAAggksAIBgAgsAIJjAAgAIJrAAAIIJLACAYAILACCYwAIACCawAACCCSwAgGACCwAgmMACAAgmsAAAggksAIBgAgsAIJjAAgAIJrAAAIIJLACAYAILACCYwAIACCawAACCCSwAgGACCwAgmMACAAgmsAAAggksAIBgAgsAIJjAAgAIJrAAAIIJLACAYAILACCYwAIACCawAACCCSwAgGACCwAgmMACAAgmsAAAggksAIBgAgsAIJjAAgAIJrAAAIIJLACAYAILACCYwAIACCawAACCCSwAgGACCwAgmMACAAgmsAAAggksAIBgAgsAIJjAAgAIJrAAAIIJLACAYAILACCYwAIACCawAACCCSwAgGACCwAgmMACAAgmsAAAggksAIBgAgsAIJjAAgAIJrAAAIIJLACAYAILACCYwAIACCawAACCCSwAgGACCwAgmMACAAgmsAAAggksAIBgAgsAIJjAAgAIJrAAAIIJLACAYAILACCYwAIACCawAACCCSwAgGACCwAgmMACAAgmsAAAggksAIBgAgsAIJjAAgAIJrAAAIIJLACAYAILACCYwAIACCawAACCCSwAgGACCwAgmMACAAgmsAAAggksAIBgAgsAIJjAAgAIJrAAAIIJLACAYAILACCYwAIACCawAACCCSwAgGACCwAgmMACAAgmsAAAggksAIBgAgsAIJjAAgAIJrAAAIIJLACAYK1zDQAAOCn6jLq7nm9LF9xRfWT1j42fwAIAGlr1tHr0F987N//smgPqz69GTmABAA1n49b3R055MHNcz6JU5qum21gCCwBoINWDqXpd/eHdym91Oj2lVFC8NeXlpVRV0j8/M6b6JQ89ufr+x4pT3a68/Lx7/tu/1zPgKHXtPB5X2NU6Q15VVVXNswAAsfpe/4vDh49kjqtHSUHx1h9+8bMXt1396ruLxvSceehIVetT8qpfmMmdo27Jyhz822dOe+7+yR/PM/oXR6qOZMfkvGer5rRHfZVS+t1dN3U664yU0g/+c+FfNr+XUlo+45bMV39et/mn/+vpumbwK0IAoCFk6ypry57SlFJJYf7Iz3967XuLMiePqqtUbypl6yqlVDJ/SumCO0rm3Z75eIyrUBPvWlDr+dIFd5QuuOP87h07fPrUDp8+tVXex39V5mOHT586+KsX1fOHCSwA4KSruTn4/w5/uHrbrJTSyxUHUkrfufA3Z5927rz14zL/1TVPTqeckpftnnoaK/tVyYYtdY05FnU1lsACAE6uJavKap5s2+q00RfPKCje+h/ry1NKbU/51NVf+FHNYRmlC+5YvXZTXd/WdCyNVc/609FraHWdq5vAAgBOrsy9ShmLfvX9Gt9XFRRvyxyN6TkzpZRXW8z8115fqOXsCTl85J9uQK8ZYS/nun8rJ4EFADSc/I5nZg4Kireu2XOwpDC/pDA/01gFxVtTSmN6zhx98cyCF7YVFG8teGFbvZPVp55FrL5jfp75dtSggqMvCyKwAIBPxoT17398lJeX8tI/bcNVVaW8vHSSn3Xww+u/njk4hjvij+8vEVgAwEl0eV3tkpdX0r/rxwtXVVWpqqqksGtKaf5r4/b/fW9JYX6qqlrYp1Pt1/4LjqGlAggsAOAkqmvlp6R/199v/yClqpTy/rFRmOa/Ni6lvEV/+e8ppZLC/B6ntanj6n9J9dvbs8db39tdx/AMN7kDAE3BvRsrjjpTVZVSqjp5T0GvZ/nq2z98oK6vToBX5QAAn4DMW3FK+ndNKf39yIHfl92cOT/svLtPb3vWxwNSyqxsBcosWT1f+uZtv3p88Fcv+p8Thx71Qp46HF/zWcECAE6i//G9wXV8k5eNlv+94ebMoxnG9JxZra6Ob1cup917P8we3/arx1NKS1aVvb19V/ZkvZl1fH+MwAIATqJvDehV6/lzT2+bTazRF888alfwpX954SpbS9m7rK6e8JuaDxft/vmz0jE5vhUsW4QAQMMZMPZXK2b9MKU0v/fn0j9WqkoKu2YeMfrQ/907Y8vezJnMjwpPkqNKK7tL2GfU3XU84d0KFgDQmJzavm32eN+HBzIH7+xbl9LRT22fsWVfSul4l4tqqrl81WfU3aef2r7uK4IJLADg5Hph9m01T3Y545J568eV9P94pSrzQKzM8dQv17Jtdwz3oX+sZl1lPP/gD2sb/rH/c98PMgfv7tpb89sNm3bUPFkPgQUAnHTVWycbQJltwX/4eNWqpDB/8OdOTf+srp27/5z9XPb4l3Oe6zPq7szkpQvuqPX/WI/fP1eaOfjmzdPrH3ks8k7eoyYAALKOqpxsABW8sC1VpewdV/PWj8vLyxt98YyjLixdcMdDT66+/7HiVLenf/Mfnf/LZ6qfuXrCb6r/eDDVWNbKqLXAMiPrirM6btX6mMACABpIXY1V3bz14/qf8/38z1xW/ZL6a6YRElgAQMPZUb536OR/2oOrK56+cv0vDh0+cvekb13d74JaBzRmAgsAaGjHclNUaoILV1kCCwD4xAwY9+t9lfuPOtl0uypLYAEABPOYBgCAYP8fvLeBlcRL2FIAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "execution_count": 8, @@ -384,7 +384,7 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "execution_count": 9, @@ -440,7 +440,7 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "execution_count": 10, @@ -491,7 +491,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Special Characters and Equations\n", + "## Mathematical Expressions and Symbols\n", "\n", "See [dedicated notebook](https://cdat.llnl.gov/Jupyter/Mathematical_Expressions_and_Symbols/Mathematical_Expressions_and_Symbols.html)\n", "\n", @@ -518,7 +518,7 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "execution_count": 11,