From 70a0121a5a684b79c71845d05c81f0927674e6e1 Mon Sep 17 00:00:00 2001 From: Elias Sadek Date: Fri, 5 Aug 2022 12:29:02 +0100 Subject: [PATCH 1/4] Reordered 'ax.coastlines' in cartopy_final_exercise last code block, to show coastline grid over top of coloured mesh. --- .../solutions/cartopy_final_exercise.ipynb | 68 ++++++++++--------- 1 file changed, 35 insertions(+), 33 deletions(-) diff --git a/course_content/cartopy_course/solutions/cartopy_final_exercise.ipynb b/course_content/cartopy_course/solutions/cartopy_final_exercise.ipynb index 9566e30..83cdb7d 100644 --- a/course_content/cartopy_course/solutions/cartopy_final_exercise.ipynb +++ b/course_content/cartopy_course/solutions/cartopy_final_exercise.ipynb @@ -2,10 +2,8 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": true - }, + "execution_count": 2, + "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" @@ -21,10 +19,8 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": false - }, + "execution_count": 3, + "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", @@ -47,10 +43,8 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, + "execution_count": 4, + "metadata": {}, "outputs": [], "source": [ "rotated_pole = ccrs.RotatedPole(pole_longitude=193.0, pole_latitude=41.0)" @@ -65,19 +59,27 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, + "execution_count": 5, + "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/h02/esadek/.conda/envs/testenv/lib/python3.9/site-packages/scipy/__init__.py:146: UserWarning: A NumPy version >=1.16.5 and <1.23.0 is required for this version of SciPy (detected version 1.23.1\n", + " warnings.warn(f\"A NumPy version >={np_minversion} and <{np_maxversion}\"\n" + ] + }, { "data": { - "image/png": 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9e4TygnLIKCp8+PCBJiYmPHDgADU1NWloaMi///5b1WLlyOcWKyVLliywDWh5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\nRo3+D7mzeKvC5/2yAAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ - "" + "
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iILxQUErLDHtTQwiZKdp/rUWk6QavkqzVFrb86zMOfvgbCd1i6XF+Hy75aTYJ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\n24/A2bb4zYbKwjIy9l6g6FomraMisElK4MK+dHa9ewpbV1s6jO1Mh7G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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ "ax = plt.axes(projection=ccrs.PlateCarree())\n", - "ax.coastlines()\n", "\n", "plt.pcolormesh(x2d, y2d, data, transform=rotated_pole)\n", + "ax.coastlines()\n", "\n", "plt.show()" ] @@ -124,23 +126,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3 (ipykernel)", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.12" + "pygments_lexer": "ipython3", + "version": "3.9.12" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } From 778a6980da86d0f041b8616536063b5af4a9ca08 Mon Sep 17 00:00:00 2001 From: Elias Sadek Date: Fri, 5 Aug 2022 14:04:37 +0100 Subject: [PATCH 2/4] Removed personal error code from cartopy_final_exercise. --- .../cartopy_course/solutions/cartopy_final_exercise.ipynb | 8 -------- 1 file changed, 8 deletions(-) diff --git a/course_content/cartopy_course/solutions/cartopy_final_exercise.ipynb b/course_content/cartopy_course/solutions/cartopy_final_exercise.ipynb index 83cdb7d..1001d87 100644 --- a/course_content/cartopy_course/solutions/cartopy_final_exercise.ipynb +++ b/course_content/cartopy_course/solutions/cartopy_final_exercise.ipynb @@ -62,14 +62,6 @@ "execution_count": 5, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/h02/esadek/.conda/envs/testenv/lib/python3.9/site-packages/scipy/__init__.py:146: UserWarning: A NumPy version >=1.16.5 and <1.23.0 is required for this version of SciPy (detected version 1.23.1\n", - " warnings.warn(f\"A NumPy version >={np_minversion} and <{np_maxversion}\"\n" - ] - }, { "data": { "image/png": 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//ZUkmZKSwrp16/LYsWPF1mZoaCi7du1KCwsLTp06lQDYv3//PI9JS0vjokWLqK2tzb59+/Lz58/Cvn/++YdVq1alhYWFcH2bNWvG/v37s2rVquzTpw8jIyOL7XxEvg/E4YWShVQq5fr166mjo8Nnz57JW06RcOrUKQJgtWrVOHXqVB4+fJgAePbsWT558oT9+/cX9hsZGXHRokX8888/qa+vz1u3bslUq4GBAVVVVblt2zYOHDiQAFinTh126dKFrVq1YmpqarG0e+bMGdra2vLIkSP5Pubz58/08vKitbV1Fo+W1NRUBgQE8MSJE5w/fz7r16/PChUq0MPDg+3ataOWlhYbNWrEffv2MSkpqRjORiQvRKNbgkhPT6enpycdHBz4/PlzecspMlxcXAiA6urqfPDgATMyMhgdHc0rV66wa9euBMBu3bqxdevWBEANDQ1qa2sTAMuXL0+JRCIzrRMmTBB0/O9//2Pnzp05depUTpkypcRO+K1evZqmpqZ88eJFrmXi4uL4v//9j61bt2ZGRga3bNnCRo0asV27djJUKkKKRrfEkJaWxi5dutDV1ZXjxo3j7Nmz5S2pyHj06BE1NTWprq7O06dP88uXL0LvN/OTlJTE2rVrZ9lmZmbG6tWry3QG/tKlS1RTUyMA7t69O8s+Y2NjAuDhw4dlpie/+Pj40NjYOFevCJJMTk6mrq4ub9++TZJ8+/YtjYyMZCVR5P/Iy+iKE2kyxN/fH35+fnj27Bnu37+PmTNn5hgysDQydOhQ2NnZITExEXPmzIGVlRWWLFmCOnXqQE1NDQAQFBSUJXJZ06ZNERoaijdv3mDJkiUy09q0aVO8evUKHz58EIKJJycnY9GiRYK+9+/fy0xPfunRowcqVKiAS5cu5VrG398f0dHRePXqFQBg6dKl6Nixo6wkiuQD0ejKgGfPnkFBQQHe3t5IT09Hv379kJSUhJYtWxY6zmtJ4/Hjxyhbtiy0tbURGhqKDRs2ID4+HuHh4UhOTgYAISUOAEydOhWnT5/GuHHjoKamBjc3N5nqNTExQcWKFYXvkyZNwunTpzFq1Cg8efIEI0aMkKme/LB48WKkpaUJeeNyomXLlli1ahVGjx6Nt2/f4uXLl3BxcZGhSpHvklsXmOLwQpGxdetWAmCHDh0IgLa2thw+fPhP49R+9uzZbL6kxsbGVFRUpKqqqrCtX79+Wcq0bdtW+PvOnTtyPYeOHTsSAB8+fChXHXnx/PlzAmBwcHCe5RYsWEBXV1daW1uzUqVK7NSpk2wEighAHF6QL4qKirC2tsa9e/fQq1cv6OvrY9WqVSU+nq2/vz82b96MdevW4dSpU/j48WOO5Ro2bIgWLVrA2NgYenp6qF27NmrXrg2pVIrU1FSh3O7du7Mcd/r0aQBfr0/jxo3h5OSEN2/eFN8J5cHgwYMBINeluyUBGxsbdO3aFW3atEFAQECu5Xbs2AF7e3u8ePEC4eHh8Pb2lqFKke8hGt1i5v79+1i6dClevHiBqlWr4tOnT7CxsSnR8VZJ4urVq2jevDlu376Np0+fYuXKlbCysoKbmxsOHjyI2NhYoXz58uVx7tw56OrqIioqCmFhYcgMCaqkpARVVVVUr14d5cuXz2LUMpNh6unpQUtLC3fv3oWVlRUOHTpU7OcolUqxadMmDB48GHfv3sXYsWPRpk0bVK9evdjb/hH2798PT09P/P777wC+/q8yI89lYmRkBD8/P+G7vr6+zHWK5EFuXWCKwwtFwqRJkwiAFhYWvHfvHgFkcXQvibRs2ZIWFhbcvHlzlu0pKSmcPXs2XV1dWbNmTV6/fp3R0dFMSkrKMmzQrVs32tvb8/jx49y1a5ew3cLCgq6urqxcuTKbN29OALSxsaGmpiYBcMiQIZw2bRoBFNtihbS0NJLkjBkzWKVKFS5atIjlypUjAA4aNKhY2ixq/vnnHyoqKtLc3JwqKipUVVWlmpoau3XrxhcvXvCPP/4QrnmVKlUYEREhb8n/OSC6jMmPvn37CosEatSowV9++UXekr5Lz549uXz58lz3z5s3T1hllvnjHjx4MHv27Mk2bdoQACdMmECSvHjxIk1MTKisrExlZWVWrlxZCOpSvXp1Llq0iB06dODRo0f55csXSiQSzp07l/r6+kVyLlKplG/evOHp06cFf2FHR0cC4JQpU0iS58+f5759+4qkPVkQGBjI/fv38+TJkwwICGBgYCCjo6M5btw4tmnThmFhYYIPMgA6OTnJW/J/jryMrhjasRiJi4vDnj17AACNGzdGVFQUjh07Jl9R34EkwsPDYWFhkeP+mJgYzJs3DwBgYWGBp0+fws7ODsHBwShTpgyCgoKgpaWF+/fvIyMjAzt27MC7d+8AAAcOHIC6ujocHBywceNGvH//HgsWLEB8fDyuXLkCQ0NDBAcH49dff4W2tnaRnM/x48fRuXNnaGtrIyYmBkpKSkLK+MyU50WRPUJW7N+/HwMGDBA8QjKZOHEidHV1oaOjAwMDA0ydOhWqqqpo0aJFiR8y+c+RmzWm2NMtEl69esWwsDA+ePCANjY28pbzXf766y9Wq1aNKSkpOe4fP358lqGEw4cPMy0tjbt27eKqVat4+PBhDhgwgACYlpbGLVu2UFlZmbNmzRK8NdLT0+nq6koAbNGiBRs3biwEE1dVVaWioiKHDx9eJOeTnp7OLl260NbWlq1ateLz58+ZkJDAGjVqfDf+QUnir7/+4rhx4+jm5kYfHx9evHiREyZMYEhICA8ePMhx48YRANetWydvqSIUhxdKBOvWrWOfPn3kLeO7rFmzhgMGDMh1/19//SUYrKZNm7Jp06YcM2YM09LSshhjf39/SqXSLK/xmSQkJFBJSYnz5s3jo0ePKJVKGRUVJezPHJM0MDBg69ateenSpSI/zw4dOghDIKWB0aNHC8M5s2fP5unTp+nr65ulTEZGxk/jhljaycvoit4LMiAhIQFr165Fv3795C3lu+jp6eH+/fs57iOJK1euIDIyEhKJBKtWrcLly5exatUqNGrUCG5ubqhUqRImTpyIxo0b4+XLlzA0NBRm2jNRV1fHtGnTEB4ejtq1a0NBQSHLSrUJEyYAANauXQsbGxv06tULt2/fLtLztLGxEUItlgbq16+Phg0bYsqUKXj9+jXatm2bLZuxkpJSiXdDFIHY0y1uVqxYQWtra3bp0qVE90IyMjI4Z84cqqmpsXHjxln2Xbt2jQ0aNKC9vT1tbW25bNkyAuCnT59YsWJF1qtXjwsWLOCOHTt48OBBxsTE0NXVlTVq1MjWyyXJjx8/Uk9Pj3v27MlT0+vXr4We85IlS4r0fO/evUsAnDlzZpHWW1xERkayTJkyvHr1Kh0dHdmnTx9WqVJF3rJEcgHi8IJ8yEx8uGLFCiYkJMhbTp707NmTTZs25fPnz9msWTOuXbuWUVFRfPjwIc3MzLh27VpeuHCB6enpJElbW1tOnDiRAHjr1i1KpVKuXLmSe/bs4aVLl2hlZcUDBw5ke9B8/PiRtWrV4u+//54vXZlG183N7buRyDIyMtimTRv+/fff361XKpWyfPny3zX8JYWoqCiqqKiwQoUK7N27N0NDQ1muXDmOGDGCPXr04MSJEzlhwgR6e3vzw4cP8pb7n0c0unIiKCiIZmZm+S5/5coVTp06lb6+voJxkwWPHj0S0r5YWFjQzc2Nbdu2paamJo2Njenj45Ol/D///EMFBQXOmjWLTZo0YfXq1YWIYgYGBpw2bRr79u2brZ0lS5awUqVKnDRpUr57/c7OzgRAbW3t78a5DQ0NJQCOHDkyy/Z3797RysqKFy9eFLZJJBI6OTmVKv/c9PT0LNdt+/btnDJlCnft2sWFCxdy0aJFdHV1paamJnv06MGPHz/KUW3huXv3LlevXs2NGzfyxYsXlEqlvHPnDpOTk0l+fWAmJiZy27ZtPHz4MHft2sXhw4czMTFRzsr/P6LRlROhoaHU0dHJ08CkpaXx7Nmz9PT0pLm5OWfMmEE3NzdWrFiRffv2lUkGgLCwMP7yyy/s0aMHT548mWfZ5ORkTpkyhYqKily+fHmWvF0AqKysTADcsWOHcExsbCy9vLwIgEOHDs23wQ0ICCAATpw4MdtD6NGjR6xTpw4B0M/PL8v2+Pj4LGXnzJlDAFy/fr2w7cqVK4L21atX50tPaSA8PJzbt2/n8OHDWatWLXnLKTCJiYnZ4nhkxpwAQH19fSG2R+Y2MzMz4W8/Pz9mZGT8sI60tDTOnTuX9erVK9SwoGh05YRUKqW1tTVPnz6dbZ9EIuGePXtYrVo11q9fn1OnTs3yWvj27Vt6e3uzVq1aJWos2MPDg66urgwODuarV6+Em33MmDF89OgRDx06xIsXL2YxkpljwChAip6UlBSamZnxxIkT2fZduHAhy4+yd+/eudYjlUppYGBAAPznn39Ikjt37sxyfEBAQAGvQsknIiKCqqqq/PDhA9PS0vj06VN5S8o3KSkpPH/+PAGwdu3azMjIYHBwMAcPHszu3bvz6tWrDAwMFMr/20gHBQX9UPsSiYRjx44lAPbq1atQdYhGV4789ttvnDdvXrbt8+bNo52dHS9cuJDrsVKplA4ODkWaHvxHAUB3d3c6ODhw2bJlJJnrQ+HSpUu0tLQUfgzbt28vUDsKCgo57rt79y4NDQ3ZsGHD7xrNyMhIof1MnUeOHBEMcebQxbdDDz8LY8aM4dChQ7l+/XoC4NKlS+UtKV/8888/wv9m1apV3y2f+X+VSqW5jvvPnj07xwd4TmzevJkAaG5unn/R/0I0unJk9+7d2Zb+3rhxgwYGBllyXuXG6tWr2bx5c86fP5+hoaHFpDL/BAYGctWqVQTAxYsX51ru2rVr1NHR4Y4dO5iSkpLrYoucOHbsGFVUVPLMkPBtUsadO3fmWi7TVzjzNTWTatWqcevWrdy/f7+wv6gWZJQUPn/+TH19fR4+fJjKysrU0dHhqVOn5C0rT771WNHU1CyyCWgjIyMC4Jw5c75b9u3bt5w0aRKvX79e6PZEoytHoqOjqaenx5CQEGGbp6cn58+fn6/jY2JiqK6uTgC0trYWArbIk9WrV7NJkya59nAjIyNZo0YNbtq0qUD1xsbGCq91kyZNyrPsrVu32KlTp3wlXezVqxcBZIkn8ddffwk/bi8vL6HX/OTJkwJpLulMnDiRU6ZM4ZAhQ4TzLSlERkZy2bJl/PXXXzlkyBBu2rSJnTp1YrVq1bhhw4YiDQyVlpbGfv365TkUVZSIRlfO9OrVS5jESU1NpbKyMj99+pTv41NSUpiens7OnTtz4MCBxSUzX+zfv596enp5JtXs168ff/vttwKNRQcGBgpGYcaMGUWakXfFihVC3dbW1kLkM11dXcHo3rp1iwB4/vz5Imu3JLB9+3Yh3XxERESWh//Ro0epp6eXo2tfcREXF8dNmzaxWbNm1NLSYv/+/enj48PFixezR48eQgdj1qxZPHnyJA8ePMhLly4xPDxcJvqKCtHoypnMCGOZr0r16tXj3r17C1zPu3fvqKKiUqSZc9++fSsYpHLlynH8+PG8evVqNg+ATGxtbbMlc/yWuLg4VqhQoUC+oteuXRM0LFy4sMDn8D2io6P5v//9jw0aNODatWuFcJv/Ht4JDg4uUZOWRYGPj49gdL8lOjqaANi6dWtaW1tzy5YtJMknT57wzp07PH78OFesWMF3794ViY6AgAAOHTqUBgYG7NSpE48cOZJt6CA1NZV//vkne/fuzYkTJ7JKlSrCfVHYCS15IRpdOZORkUFPT0/q6+vzr7/+4pYtW7KMr2VkZPD9+/ffrSc2NpY1a9Zk9+7dv1v227HMq1ev8smTJzkawoyMDA4ePFhwxcn8ODk55fjqrqOjk+dY9MyZM+np6Zll25MnT9i9e3eOHDmSBw8e5IYNG+js7MxffvmFa9euZbNmzYR2M30xi4Pk5GQhG3GrVq345cuXYmurpDB9+nSOHTs223apVMo+ffqwfv36QoxkT0/PbJ4AAPjixYvvpgjKi3379rFSpUr8448/ck0hHxkZSRMTEzZo0IDm5ubU0NCgnp4e7e3tuWbNmiyxOQpDdHS0TBcoiUa3hLBnzx42b96c5Ncnv6mpKbt06cKaNWtSVVWVgwcP/u4YpY+PDzt16sRHjx6xbdu2rFu3LgcMGMC1a9dmcaMZPXp0jj8gLy8vnjlzhsOGDePGjRuz+b8uXLhQKJvTUEbLli25a9euXPV5eXnRw8ODJHnixAm2b9+eOjo6XLZsGRcuXMi2bduyZ8+e9PPz4+bNmzl48GB6e3tz165djI2Nzfe1/DePHz/m8uXL+fjx41zLLF68mAA4YsSIQrdTmvjy5Uu2CcRvycjIELxEvr1H+vXrx5YtW2a7d0aNGpXrG9C/iY+PF4aInJycePbs2TzLjx8/nv369cuiPSwsrEjePNLT04VzqFKlCletWlXsCylEo1tCePDgQRaH9ZiYGG7bto3nzp1jXFwcO3XqxF69euU6fLB+/Xph6aqhoSHXr1/PmzdvcsWKFezXrx81NDRoZ2fH33//XbjBNm3axICAAIaEhFBHR0e4+SZOnMgmTZrQzMyMLi4uDAoK4oIFC2hqasqePXsSADU0NOjj4yP0bDMzRISFheV6jgkJCYKrj46ODnfu3Jln+R8lPT2dCxYsoK6uLlu1akUA/O2333j06FEGBQUxJiYmW6/tv8Lu3bupoqKS52KB9+/fC2Ehc/rMmDFDeFsCwHr16uXZplQq5fz586mhocEqVarw5MmTNDIy4suXL/nPP/9ww4YN9PX1zeLNkpGRwZEjR9LZ2bnIzv3f3L9/n927d5eZb7ZodEsIp0+fZsuWLbNtv3z5stALBsDXr19nKxMTE0NdXV0+e/aMbdu25bRp07KVkUgkPHToECdNmpRrVtuwsDA6ODgIT/oRI0Zk+ZFlZmzYtm0bDx06xMaNG1NbW5v29vbs3bs3LSws8vwRS6VS9urViy1atOCzZ8/yvB5RUVFs1KgRJ06cWKhVROnp6WzSpAnr16/PK1euMCMjg+PGjWPTpk3Zrl07GhgY0N7ePsv5/WxjtnkxadKkfMe4iIuL47Zt27hx40auXr1aSKGUOew0ePDgXL0fvu0kXLx4kRUqVBB8gwFQUVGR9evXp46ODvv06cOmTZvSzMyM69atY8OGDWllZUVnZ2euX7+e9+/fL7LzzwmpVFqsQ1iZiEa3hODv708bGxumpaUxKSmJhw8fZu/evQmAKioq3LBhA2/fvs2bN28SAC0tLQXDtWbNGnbp0oXe3t50c3Mrstej4cOHZ+vd9OvXj4cPH6aGhgYNDQ2F7WZmZkW6LHnjxo1Z2jU1NS3QaqLff/+dLVu2zPHNQCqVMiMjQ5g0+xndwfIiMTGRurq6eXqZ/JvXr1+zbNmyDAwMpFQqZXh4uHDtzM3NaWRkxDVr1mQ5JnP/1q1bs3z/9lO3bl0OHTpUGD5KTU0V9h0/fpzXr19nRkaGsJCmb9++DA0NLdUPSNHolhAkEgkbNGjAQ4cOCS5Kbdq04cePH7PcYKmpqWzbtq1wY96/f58TJkwgANasWZNTpkwpkvXl5FfjFBoayrVr1wpxEwAIxjhzqW/ZsmXz5RNbEJYsWUIAfPfuHe/cuUM9PT1hFv17XL16lSYmJjlOQGaOZX77ya3n/zOSGWgp00Xu1atX+TouOTmZwNfcapm0bt2aLVq0yPWYzJx4ABgaGsonT57w8uXL3LVrF3/77TcOHjxYGHLq0qWLcNzgwYN55cqVLHWtW7eO1atX58SJE6mqqkrgazaR/EwylzREo1uC2LhxI9u0aUOpVMo5c+bQzs4uVx/EzOWIlpaWjIuL461bt3j8+HECyJcHQ0FJTEzkkSNHePHiRSYnJ1NXV5ceHh4cM2YMNTU1i7y9jx8/0s7OjnXr1mXTpk2pq6ub7YeYE1KplK6uroLrmkQi4Z9//snLly8LZdasWZPF6P6Xwh26ubmxT58+NDExEdwA80vmXMC35NTj9PX15ZQpU5iWlsb58+cTAP/+++8sQZC+fSuaOnXqd5N/Zt5zBw8e5NGjR7l79256e3vTyMiIGzZsKFU9X9HoliDi4+MFzwCJRMKRI0eyVq1aObqzpKWlsWrVqsLAv5ubm3BDjxs3rti11q1bV2ivOIwu+bVXf+zYMV64cCHfDvAnTpygtbW10NvftWsXTUxMCECYXZdIJMLSzzt37hSL9pKKubk5X79+TUdHR1aoUIELFizI97GZE6iZ5GboMiO8fcvDhw8JgDVq1MjX4p+0tDTGxMRk2Xb79m3q6Ojw9u3bwrYrV67Q0tKSXl5enDdvHufOncuTJ0+WaCMsGt0SBgAeOnSI5Ffj0LhxYx44cCDHspmBwjt06MCKFSvmOIFWXGTmPStTpky+4kTIgoiICFauXDnLyrHMoZB/J5qUSqVF5txfmrCxseGDBw8YEhLCVatW5RnD4t/cvn2b27dv57hx49ijR49sbwlSqZTTp08nANrb2wvbg4ODCYC//PJLviaqpFIpO3fuTAB89OhRln2LFy/OtqDjzZs3HDVqFCdPnszBgwdTV1eXenp6dHV1/e6ErTwQjW4JItOQRUdHk/yaLdjU1JQrV67MsfyWLVuoq6vLGjVqyFKmwOfPn2Uy25sfTp06xapVq3Lu3LnCNj8/P6E3XhDj8jMzceJE2tnZ8ddff+Vvv/3Gbt260d3dnbNnz87XIoMhQ4bQ3t5eiINx9+5dkl8NZYsWLbIM22S+nZw7d47a2trfHcZ59+4dfXx86ODgwNq1a1NHRydbFL2IiAiWK1cuz5WXaWlpnDlzJq2tramurk4XFxfOmzevxGRoEY1uCaJv374EwNjYWM6aNYt6enocO3ZsNoPx+fNnXrp0iebm5gS+hh8sCcFu5IWfnx9NTU2zRcmytbXlpEmT6OTkJCdlJY+UlBT6+fkJMQ127tzJ8+fPc9CgQdTV1c0znCj5NVbF6NGjSX6NxrZs2TJGRETw48ePBEAXF5dCueB9u0hh27ZtlEgkHD9+PNu0acPp06ezZ8+edHJyoqGhIRs1apTvur98+cILFy6wW7dubNq0aYkYdhCNbglCRUVFcKNxd3fP1Y1p7969BMBp06YJN+rPGPM1v0ybNo2zZ8/Osk0qlQouTpkTN3/88QcbN2783RVQ/1WuXbtGPT29PIPJz5kzh5MnTyb5Nfbwt8u0//0pV64cu3btmu3e/Pvvv4WViZlIpVJqamqya9euwrbnz5+zd+/enDx5Mvfu3cszZ87w+fPnhYovkpGRQTs7uwKlg8qJhw8fUkdHh5s3by60l5BodEsQGzdupIGBAQ0MDL67UggAGzRoIGQ6+DY04c/Mw4cPefny5Sw/nHHjxnHp0qWUSqVZlgt7e3uzc+fOWUIX/peuVWFo2LAhr127luv+2bNnZ8viPG3aNHp4ePDq1as0MDDgnj17hDewzGue6VIYGxub40KKzEStxTkEEBkZSWtra547d67QdXzrctikSZNCRTjLy+gqQkSmBAYG4sOHD3B2doaSklKu5QwMDBAVFYW9e/diyZIl6NatGzZs2ID09HQZqpU9z58/R506ddC0aVNcv35d2K6srIzY2FhMnDgRFSpUQEJCAkgiIiIChoaG2LhxI5SUlODm5oZbt25h7Nix8juJEs6rV69gYWGR6/5q1arh9evXWbaNGjUKd+7cQXp6Olq1aoUpU6YAAGJiYtC6dWusXLkSampqkEgkOHLkCABg3759WerQ09MDAISEhBTh2WTF0NAQnp6eOHXqVKHryLy/LC0tceXKFVSqVAmOjo7w8vIqGpG5WWOKPd1iITPzLvA1id73sv5KJJIsPbi8gof/DIwePZrt2rUjgCy9rVu3blFXV1dISHj8+HHGxMRQUVGR0dHRQlByNTU1OaovHejq6ua54MDb25tDhgzJtr1FixZcvHgxIyIiOGPGDGEBRmYS0sz4DP379yeALF4FEomEISEhBMABAwYU/Ul9w8uXL6mjo/PDE8CZ7p2ZQaDat2+f72MhDi+ULDINqIaGBitXrvxdI5r5WjZw4EBWrlyZV69elZFS2REXF8dFixZlCcrzra8mmTXbw6+//srr16+zatWqJCm41M2aNUse8kskcXFxfPr0KZcsWcIzZ85w8ODBtLOzy7Zw4d8YGBjQ398/2/agoCAqKysL47chISFcuHAhExMThRWW+L9JMkdHxywdirZt2wqhGvOKBFdU2Nvb88aNGz9UR+Y5ZXaUcromuSEa3RLGrFmzWL58eRoZGVFFRSVfzvvjx48Xbupvl1P+DERERNDAwIBNmjQRliLb2dllS/ezaNGibBM5Y8aMIUl26dKlQIkvSxuJiYlctWoVL126RPLrpNG3D+u9e/dy3LhxQkS3x48fC9do2LBhbNKkCb28vDh//nxaWVnlmpkjMjKStWvXzjF8Z2ZPtWfPnlm2f/jwQchZl9P/4N69ewSKN1byvzEzM/th43769Gl26NCBZcqUoampaYHeMEWjWwJJSUkhAHbq1Imenp4cO3YsGzduzCVLluT6z33z5g0BsFmzZjJWW7wcPnyYDRo04I4dO2hlZSUsc7aysspSbvfu3QS+BgdSVFTkb7/9xq5du1JdXZ2Kioo/5RtAJpleLNWrV6e1tTWBr2EW58yZw9jYWLZt25ZVqlShnp4eZ86cyUOHDhFAgVajkV+zVDdv3jybUV6xYgX19PTo5uaWZd/t27cJ/P/URzl1CM6dO8e6desW7sQLibGx8Q8lcv13SNCCLkoSjW4JxM/Pjw4ODgwODua0adPo6enJgwcPsmLFiuzRowd37tyZY8Do4OBgqqurc8mSJXJQXTxkRjLT0tIi8DXFe0REBMuUKcNr167x/v377NChAwEIy30zl0cvXryY+/fv/6HMrf/G39+fPXr0yDPbsaypXbs2q1atyrS0ND58+JA3b97ksWPH2KtXL1paWtLExIR37tzhq1evOGzYMBoYGNDR0ZGmpqYF8u++f/8+9fT0uHLlSp48eZLR0dGcPXs2VVVVs8UilkqlHDBggNDDPXToUI5t3blzR+aLV1xcXL7rj5wXFy9eZO3atens7MyFCxcW2HVMNLpy5t891/3791NdXZ0nTpzIVvbDhw/CZNHq1atzrCszJsLPslji06dPPH78OE+cOEEAQqbkZs2asXv37qxZsyYXLVrECxcuCCl2JBJJkWaLzeTZs2fU09MTArkXRxsF5f79+wSQJalkJhkZGezWrRunT5+e5T578eIFGzduTOBrWMbOnTvz9OnTXL16NXv06ME2bdpwxYoVOb5VPXz4kL1796ajoyPLly9PW1tb/v3338J+iUTCBQsWEPia0tzX1zdP/ZmJQU+fPv0DV6Fg9O/fnxs3biz08WPGjOGoUaMIgG/evCnw8aLRlRP79+/nsGHDhBsf/xcMBMg9cv23ofIA5Bg7ID09PUtqnp8FJSUl4bxdXV2ppKREQ0NDma4y6tq1K2fNmsVatWqxWbNmJWIJdPv27QsV4Cg6OprVq1cnANra2hL4GrFux44dPHHiBO3t7dm+fXuuXbs214fLvXv3BL/o+Ph4jh49Wqgzvw+lOXPm5HovFxe7d++mu7t7oY69ePEiK1asyG7dutHKyqpQD17R6MqB1atXE/iaSjogIIB//PEH/fz8ePny5TyfnBYWFmzVqpUwY/ptD+Nn58CBAxwzZgwrVKhAGxsbamho8ODBg0UWOziTlJQULlmyJJvTe3BwMPX19RkWFkbga0CXY8eO5ZjJQ5acPHmS9evXL9Sxr1+/JgCqq6uzQ4cO1NHR4ahRo3jr1i2+ffuWrVu3JvA1fdP3qF69Otu3b8/KlSvTzc0t38kiP378SE1NzWJN2/QtUqmUw4YNK9TS8LS0NBobG/P8+fNs0aIFz5w5UygNotGVIUePHmWjRo1yXJFTUBo3bsw//vijiJSVfHr37i2scJo6dWqx9IwylwwDyJbh9tOnTwTAPXv28MOHD1lS1NSsWVNuAXVWrFiRY5LQ/PKtp8PLly85adIk1qhRg4qKiixXrhy1tLSoqqrKvn37cvHixfTw8ODw4cMFl6+EhATBc6ROnTps3bp1gVeVOTs7/9AYayYSiYSjR4/OFhIyk7i4ON64cYMWFhaFyvZ8+fJl6uvr8+rVq9TX1y90FmTR6MqIa9euUUlJiXv37uWBAwf49OnTH6pvz549NDY2znfk/9LO7du3WblyZR4+fLhI6718+TJ79OjBLVu2CBNxAHJc358Zz3XdunVMS0vjgQMHhPLyGkMfMWJEjuP7BeH8+fNs0qQJnZycqKurS2VlZZqZmTEgIICBgYHcv38/O3TowJ49e3LevHls2rQpR44cye3btwueCcDXhKMFffNISkpi5cqVee/evULrT0xMZHx8vJCFAgAPHjzIiIgIocy3Hgfjxo0T0mIVhMDAQNaoUYM2NjZcunRpofWKRldGbNmyJUu236JgxIgRHDt27A+lJy9N+Pn5Fbl7kYODQxbDkflRVVXlr7/+mi2P2MOHD4UkocuXL6eXl5fQA5YH3t7ewuRiYch0H5s6dSqnTJnC3bt3c+fOnXnGFPj8+bOQs6xjx47U09Mr9Ku2t7d3oX3Lz5w5w27dugn/s8w5kcyPtrY258+fz+3bt9PNzY1mZma8d+8eHz58yMqVK7NGjRpyeVjmZXTF2AtFSFpaGuzs7Iq0zjFjxuDgwYOwsLBAaGhokdYtbyIjI7Fz5068e/dO2FalShVER0fneRxJnDt3LstxuXHo0CE8ePAAQUFBcHNzAwC8ePECUVFRWL58OSIjI+Hu7o4///xTOMbOzg7nz59HtWrV8OjRI6xatQrHjh3D+PHjERkZWcizLTxxcXHQ0NAo9PGZ983x48fx4MEDbNy4EX5+fqhZsyY0NDRgZGSEjh07Yvjw4RgxYgTat28Pc3NzfP78GQCgoKCAa9euoXXr1gVuOykpCdu3bxdiNRSE7du3Y8iQIXB2dkZ8fDzevn2LLl26oHPnzjh58iTi4uJw7949PH78GCdOnMCIESPw6NEj/P3336hTpw569eqFN2/e4PLlywVuu1jJzRpT7OkWmFatWuWaAeJHyZzZ/5kSLKqoqLBBgwYsX748GzZsyD/++IMjR47koEGDciz/+fNnpqWl8dy5c0JP53ur+aZMmcJu3boJ36VSKaOiooTXzrCwMLZv357e3t7Zjp02bRoHDBjA9+/f8/Hjx9TQ0BAyfsiSdu3acdWqVUVeb1JSEmNjYxkSEsKDBw9y7dq1XL16Nfft2yckS01JSfmhNmbNmsV27doV2Pvk3bt31NHRKZSXTlhYGBs3bsyWLVsSgFzmRSAOLxQ/ISEh1NHRKbZhgEyfQVmv7Cku4uPjqa6uzvj4eKalpfHYsWMcPXo0W7duLaRhDw4O5tKlS7l3714uXbqUqqqqrF69Onfu3Ek1NTUCoKGhoZCFIycaN27Mo0ePkvw6idSkSROWL1+eampqrFy5MnV0dISMtf8mKCiI5ubmrFChAo2Njbl69Wq5BBtyd3fn3r17Zd5uUdC2bVseOXKkQMdkZGSwZ8+enDRpUqHbTU1N5fTp09m/f3+5uP3lZXQVvu7Pmbp16/Lu3bsy6G+XfiZMmAAFBQX88ccfxVL/mTNnMGjQINy+fRsmJibF0oYsuX79Ojw9PREcHJxrGXd3d5QvXx4KCgqQSCQwMDDAX3/9heHDhyM6Ohq3bt2CmZkZTp48iYkTJ2Ls2LFQVlbOUkf37t0RFBSEdu3aYdeuXZgwYQKGDRsG8mtYSC0tLWhra+epNfM3oqCg8OMn/i9iY2Ohrq6eTXcm4eHhMDExQVxcHDQ1NYu8/eLkw4cPMDQ0xMOHDws07Hbs2DFMmDAB9+/fR/ny5YtRYfGhoKBwj2TdHHfmZo0p9nTzTXJyMvX09IrVn/PIkSOsXLlysdUvSxITE2lmZiaEBPw3Z8+eZatWrVixYsUsWWUB0NramhUrVuS6deuEtDFz5syhg4ODkO0gIyODW7Zs4ejRo4VhiNq1a/PYsWMyOb9/4+/vTw8PDy5btow+Pj7csGEDX758SYlEwtq1a9PFxSVX9yapVMqePXvS0dGx1CXZjIyMJACuX7++QMc1a9Ys13ujtABxeKF42bdvH5s3b16sbaSnp1NVVZWJiYnF2o4sePnyJRUVFXN053n06BH19PS4atWqLM73165dIwC2atWKjx8/poODAy0tLQXnfnwTbAXfeCcA4OzZs+WWsPDgwYPU19fnmjVr2LNnT/bq1UuIyNWyZUs6Ojpy2LBhdHV1zeL+9C1SqZQzZ85kkyZNZKz+xzl9+jQNDQ25e/fufC+mqFevHvft21fMyooX0egWIykpKaxduzY3b95crO08ePCAAIp8dZY8CA8PJwDu378/WxD3gQMH5hhA+/r161nGtKVSKZcuXZrFfUhXV5fHjh0Tvj98+DDXparPnz/nggULim05tUQi4W+//caqVasK2XQzSUhI4Pnz57lv3z7GxMQwIyODM2fOpKGhYa7xCVJTU1m9enUuW7aMUqm0VAWyz4wOh3wEvVm1ahVNTEzyjPdbGhCNbjFy8OBBOjo65hqftKiIjIyklpZWsbYhK6KiojhgwACam5tz0qRJ3LZtG2/cuMFp06ZRS0srR4+EiIgIWlpacsuWLUxPT+fly5d5/vx54cccGxvLK1eusGLFily2bBkB8MaNG7SxsaG3tzdDQ0N569YtDhs2jIsXL6aBgQEBsFevXgXSntOknVQq5YkTJxgSEsKEhARu376ddnZ2dHd3L9C6fX9/f5qamrJevXpcvHhxNs+BJ0+eZHnADBky5Lspz0sKAwcOJAAaGBjQw8NDiAv8LX5+fjQ3N/8pFgOJRrcY2bp1K/v371/s7aSnp7N69eqcOXNmqerl5EXv3r0FA1K7dm02b96cvr6+nD9/PidNmsQZM2Zw5cqVnDx5MleuXMkFCxZwxIgR3LVrV5Ye7v79+4U6+/XrJ2wPDQ3l58+faWtrK2SkGDlyJJ2dnQmAHTp0oJ2dXb60fvr0iVWqVCEATpo0KcvQyOLFi4U2dXR02K5dO549e7ZQ/6eUlBReuXKFHTp0oL29PY8cOSIY7uTkZMFwLVy4kJ6ennR1dS1wG/IkMDCQ69ato5GREdu0acPjx48L+3r37s1FixbJUV3RkZfRzXnKVCTfVKpUKV9O+j+KsrIyjh8/ju7du0NDQwMTJkwo9jaLA5K4ffs2Tp48iatXr2LGjBk4cOAAvnz5grdv3+LFixfw8PBAxYoVkZKSgvv376Ny5cq4efMmNDU1sWXLFmRkZGDbtm2YOXMmdHV10b17d6H+uXPn4uHDh9DT08PYsWPx8eNHPH78GAoKCoiJiYGuri4MDQ0BAAMGDMDy5cvzpfvMmTN4+/YtHjx4gAULFsDQ0BBSqRRGRkbCIgIAWLVqFT5+/Ijw8HCEhobC3Ny8QNdHVVUV7u7ucHNzw969e7F+/XoMHDgQffv2hbe3N7S1tbF8+XJMnjwZpqamUFNTK1D98sba2hrW1tbo168fTp48idGjR+PDhw/o27cvbty4geHDh8tbYvGTmzWm2NPNF69evaKZmZnM2gsKCqKOjg4/fvwoszaLisyg1xYWFvTy8hJeI6VSKe/du5fFUyE3unTpwmXLlgnH5bbEc9y4cULv89+51jLZu3cvPTw88qVdIpFw2LBhrF69OhcsWMCLFy/S39+fjx8/5tu3b6mlpcUZM2awTp06HDx4MFu2bEldXd181f093r9/z/Hjx1NDQ4PA14SP0dHR3LlzZ44xdksTmUuUK1asyN69e/8UcxakOLxQrEgkEpYvXz7fM7NFQe/evbPlDysN7Ny5kzVq1ChwEJJMvnz5QgA5jgcWhi1btrBdu3b5Li+VSunn58cuXboIBv3s2bPs3r07O3funKVs5ooqkbzJyMjgoUOHGBwc/NMMm5F5G10x9sIPoqCggIyMDHz69ElmbRoYGJS6OAwSiQS+vr6YMmVKoV+J1dTUULduXcyaNQubN2/GzZs3IZVKs5Tx8/NDy5Yt0bFjR+zZswcPHjzAq1ev8O7dOyQnJ2PIkCFQVlaGgoICRo0alWVo4nsoKCigffv2OHDgANq2bQsAaN26NQwMDLB58+YsZa9evfpD8RL+KygpKaFr166wsLAolsUnJRFxTPcHiY2NBUno6enJrM2wsDDUr19fZu0VlsjISKxbtw5JSUk4fPgwTE1N0bJly0LXp6KiAn9/f+zYsQP+/v5YuXIlFBUVcefOHaipqSEkJAT9+vXDtm3bEB4ejj179uDmzZvQ0dFBcnIy3r9/jy5duuDJkyfYsWMHbGxs8P79e4waNQpr167Ntw4lJSWcOnUKJPH+/XsYGRllK1O+fHnExcUhKSkJ5cqVK/Q5i/yE5NYFpji88F3++ecfOjg40MvLS2avRi9evKCenl6e8QbkTUpKCmfMmMFKlSpx1KhRnDFjBh88eFDk10gqldLT05Pa2tr85ZdfOG3aNFasWDFPXZkaFi5cmMUD4v79+0WqbceOHbS1tf1p8tiJFAyIY7pFS3p6Ordu3UpDQ0MuWrRIZgb31q1b7NKlS6FzP8mCmJgYDhgwgC1atOCtW7dk0mZERAR37drFdu3a8c8//8z3cQ0bNhQWXOjp6RXZ0lOpVMoWLVpwxIgRRVKfSOlDNLpFhFQq5eHDh2lra8tGjRrx5s2bMm0/M2llbrPx8ubKlSvU19dn586d8+WJIG+kUilHjhzJRo0a8caNGzQ3N+f48eN/uN6goCAC4Pv374tApUhpRDS6RYC/vz8dHR1pb29PPz8/ucy0BgcHU0NDQ2Y9yIKwZcsW6ujo5JhWviSTkZHBUaNG0cbGhmfOnKGlpSUNDQ0L1GP+lnfv3rFq1aqcPXt2ESsVKU2IRreQpKamcsaMGXRwcGDlypX5559/5phXS1ZkJlV0dXUtUe41EomEAHj16lV5SykUUqmU06ZNY6VKlRgZGcl79+7R2NiYAQEBBa6rV69e9PLyKgaVIqWJvIyu6L2QCz4+PliyZAmqV6+ONWvWwNHREaqqqnLVZG1tjdTUVNSrVw9HjhxB165d5aonE5IwMjIqdfFeM1FQUMCMGTPw/v17WFtbY8qUKZg5cyaGDh2KxYsXo1mzZvlyc0tOTsatW7ewYMECGagWKQ7evn0LVVVVGBsbIzY2FqNGjYKGhgaSk5Ph5uYGZWVlnDt3Durq6hg2bBjs7e0L3IYYxPwbUlJSEBAQgK1bt+LRo0fYtGkTXF1doahYstyZz5w5gwkTJuDJkyclQtutW7ewdOlSHDhwoNT7WkZGRsLY2BgfP37EyZMnsWXLFrx+/Rp+fn6oV69ersclJyejY8eOqFixIvbs2VPqr8N/DalUitmzZ2PVqlVITU2FqakpIiMjYWVlha5du0JRURE3btwASXTo0AFPnjzBkydPcs2/llcQ8/90Tzc1NRWrV69GZGQkbt++jQcPHqBmzZrw8PDApk2bUKFCBXlLzJHq1avj+fPnSExMlHvvMiMjA4sWLYKjo+NPYWiMjIwwcOBATJkyBVu2bMGAAQPg5+eHdu3aoXnz5li8eDEqV66c7bg1a9ZAWVkZu3bt+imuw3+FBg0awMzMDOXKlUNgYCBevHiBpKQkpKamwsLCAioqKjked/78edy7d69wjeY27sBcxnTfv38vLOP8dyzU0kJSUhIvXrzIunXrsk6dOvT29ub58+cZHx8vb2n54ubNmwTA3377Ta46pFIpx40bR2dnZ7nkoSouYmNjaWdnR1NTU27fvp3k1/t+8uTJNDIyyrbke9OmTaxYsSIfP35Mkhw0aBAXLlwoa9kiBUQqldLc3JwA6OnpWaDf//Dhwzls2LBc9+NHJtLS0tL4+PFjSqVShoSECM7k+vr6QvT7R48esV69enKLzp8fpFIpb926xZEjR1JHR4cuLi5csmRJiZqQKggxMTGsVKlSkcUhKCivX78WfFxDQ0PloqE4kUqlvHPnDqtVq8b58+cL8ZLr1KlDW1tbIZC4l5cXDQ0N+eTJEyYkJHD48OHU09NjuXLlcs0EIVIyOHToEK2srAq10KhBgwa8ePFirvsLbXTt7e154MABwdCWL1+eAwcO5IcPHxgeHs6YmBjOmDFDiFUKIE8hsiYyMpIRERHcvn27kI4ZQKmPzJTJuXPnqK+vLxc3raSkJAIoNW8HhSUsLIwuLi5UU1Ojo6Mj//e//1FXV5deXl5CZojo6GhGRETQ0dGR3bp1Y0xMDDt06MBdu3bJW75ILty+fZt6enr08/Mr1PHNmzfPM8txoY2uqampEDR5+/btQmrsf/PmzRshSaCDg0OxpUDJL0+ePOGOHTuorKxMTU3NLAa3KJzfSxLXr1+njo5OtiwDxY2vry+dnZ1L7ZtCQUlISOC1a9c4btw4KioqEgCNjIwYFBTEixcvsmrVqpwxY4bgUrhp0yb++uuv8hUtkiMvX76kiYmJMHRUGHx9fWltbc03b97kuL/QRrdatWoEwEaNGtHCwiLP10iJRCIkD2zQoEGWfbKKkRkUFMR27drRxMSEPXv2pLu7u9CrjYiI+GkNRKNGjXjy5EmZtrl8+XK6u7v/tNc0L6RSqfAQ79u3LytVqpStxxQQEMB69erJSaFIXuzdu7dIltJ7eXkRQI4pk/Iyunn6G1WoUAH37t1Dz549Ua5cOZw4cSLXsoqKinB1dUW/fv2EyocMGQIrKysoKysjLS2tUBN9+WXmzJlwdnZGo0aNEBwcDF9fX1y5cgVmZmYAvs5K/6yzyvb29ggKCpJpm56enoiKisLOnTtl2m5JQEFBAampqfjrr79gZ2eHu3fvon379lnKmJmZISwsTE4KRXIiPT0dBw4cwPz58+Hi4vLD9ZUtWxYuLi7Q19cv2IG5WWP+30TaH3/8QQBs0qRJvpLshYaGskKFCmzUqBG1tbWFV7HFixf/8JMlNxo3bkwnJyc+f/68QMelpaVx165dfPLkSTEpkw0+Pj5s1KiRzIcYNm3axNatW8u0zdLCly9fqKmpKW8ZIv9HWloa1dXVaWFhwUOHDhXJG9qlS5dYtWpVxsTEZNuHH/FeOHDgAN3c3Aok5vbt2wTA9evXU0FBgS1btuSDBw8Ke255cvr0aQJgt27dci0jlUo5cOBAWlpacvr06Tx//jxXrlxJV1dXAmCLFi0YFRXFdevW0cfHJ9vxqampPHv2rFyXAOdFeno6mzdvzkmTJsm03ZiYGOrp6f00E5NFyfv374ssXY/IjxMeHs4yZcoU6VBnpl2pUaMGr1+/nmVfXkY3z8URUqkU169fh42NTYF6z05OToiJiYGWlhZq164NV1dXKCkpYe/evdDW1i5YV/w7bNq0CQBw6NAh2NraYvjw4di1axe0tbXh5OQEVVVVVKpUCSdPnsS5c+cwatQoXLx4ETVr1kRAQACcnZ0RHh4OQ0ND2Nra4vHjx3B2doaVlZXQxsqVK+Ht7Y3Pnz8Xuf6igCSio6NRo0YNmbarpaUFY2NjhIeHC8M4Il958+ZNgZNSihQfenp6UFRURGpqapEFlVdQUMDWrVuxd+9eeHh4wNjYGHfu3Pn+gblZY5JQUVGhpqYmAfD169eFfiLs2LEj1wHnH6Vq1aqcNWsWhwwZIkxu+Pn5cc+ePZw7dy5HjBhBU1NTjh07NtuxX758YWpqKtPS0hgZGUmS3LZtG83NzRkQEECpVMqLFy8KPsny8on9N2lpaczIyGBaWhpv3LjB5s2bs3Xr1nKZ1KpVqxZPnz4t83ZLOmvXruXgwYPlLeM/T1xcHKdOnUpra2u2b9++2Nr5+PEju3fvTgCsXr164YcXbGxs2LFjR3p5ef3Qq3VERAQBMC4u7sfOLAeMjY25adMmWltbc9q0aQwPD//hOg8cOEATExMqKipSWVmZu3fv5uTJk9mmTRt++PAhX68oMTEx3Lt3L3fs2MErV64Uerz17du37NevH93c3Ni8eXMaGxtTSUmJioqKVFRUZLVq1bhu3TqZj+dmcu7cOerp6QmrsUS+4uLiwgMHDshbxn+eq1evEgAPHTok0xW0eRldmQS8iYqKgr6+Pho2bIjr169/bbiIPAlOnjyJDh06APg6HFKUHgoSiQQSiQQqKir48uULxowZgyNHjgD4+moNAO7u7rCysoJEIkF6ejqqVauG8PBwbNy4EQ4ODtDS0sKLFy/w8uVLTJkyBUOHDs3XEIVEIsG+ffswbtw4jB49GrVq1YKamhqsrKxgZmZWojwx1q5di127duHq1atiPjAAx48fh7e3N54+fQpl5f90eJMSwbRp07Bnzx68fftWZr+bvALeFKnRlUgkuHTpEiQSCYyMjHD//n0MHDgQAODs7AwTExOUL18e27Ztw6RJk1CzZk1ERUWhZ8+eOSb3yy/bt2/H+/fvMWXKFGFbSkoKVFVVi+Uif/nyBbGxsUhNTUVAQACCg4NRpkwZKCoq4uXLlzAwMED37t3RsGFD4Zg3b95g0qRJuHTpEry9vTFhwoQcf5B3797FtWvXsG7dOujr62PVqlV5RrcqCZBE7969oampmS0r7n+NlJQUWFtbw8fHB02bNpW3HBEAFy5cwOjRo/HixQuZtSkTo3vv3j107NgRBgYGePDggbD906dP0NPTw6lTpzBgwAAhVXmFChUQGxsLAOjZsyeaNWuG8PBwNG/eHM7Ozj9kLG/evImGDRuiatWqCA4OLlG9wpCQEAwYMADq6upwd3eHiYkJzp49i6SkJISGhuLTp09wd3fHoEGDisSXUFbExsbCxcUFDg4OaNu2LSQSCZSUlFC1alWhl/5fYPPmzTh+/DhOnTolbyki/0efPn2go6ODNWvWyKzNYje6J06cwIABA7BkyRIMGjQIr169QkJCAlasWIGAgABcu3YNJiYm8PPzQ79+/ZCeno6UlBTo6+vDxcUFAQEB+Pjxo1Cfvb09evXqhZEjRxbqdTU1NRVly5YF8NW7YejQoQWuozhJSUnB7NmzERsbizdv3qBTp07Q0dGBtrY2mjZtWmpfSePj47Fw4UIEBwdDWVkZ6enpeP36Nd6+fYvOnTtj4MCBMDU1RWBgIEJDQxEZGYn4+HgoKyvD2NgYZmZmaN26tfC/K420bt0aQ4YMKTEB5kWAKlWq4ODBg6hbN0cbWCwUi9FNTU1F9+7doaysDH9/f0RHRwOA4CqWyZIlS7BmzRoMGzYM3t7eCAkJwbNnz1CpUiWEhobi8uXLOHjwIBYuXIiEhATMnDlT6AHnVF9+efXqFTZv3oyJEyfCwMCgwMeLFB3h4eHYt28ftmzZgoSEBFhaWsLCwgKGhoYoX748MjIy8O7dOzx48ABly5bFhQsXoKSkJG/ZBYYkjI2NERAQAAsLC3nL+c8TERGBSpUqAfgaZF6WD/O8jG6B4+lmkpaWJkQXO3TokOBa9vfff2cre+fOHbq6ulJTU5Pa2tosW7YsjYyM2KJFCy5ZsiRL0Ih//vmHz58/561btwQXsFevXv3APKJIaSEjI4N169bl8uXLef/+fV6+fJk+Pj7Z4teWVHx8fFizZk2mpaXJW4oIycTERFpaWtLe3l7mbaO4ElP+9ddfBMD69evTyMiItWvX5tGjR3N1L/v8+TM/fvyYb/ezTZs2EQAPHjyYr/IipZ9nz56xYcOGtLa2FiLXOTo6FokrYHHj5OTEOXPmyFuGyDc8fPiQOjo6Mk+4kJfR/aEEW5mzgR4eHjA0NISZmRk6d+6M//3vfzmW19bWhr6+fr7zeg0dOhQk0a1btx+RKVKKsLW1xfXr1xEYGIiAgAAkJSWhTp06GDlypLylfZfq1atDT09P3jJEvsHKygoODg5wdnbG48ePkZGRIW9JP5YjrUqVKmjQoAH69euHL1++4NmzZ6hZsyaqVKlSVPpE/uOoqalBS0sL6urq8pbyXVJTU7++Pv4AixYtglQqRbNmzVCvXr0S5XlTGilbtizOnz+PxYsXo3PnzkhJScGtW7dgYmIiN00/5L2wfft2eHl5QV1dHbGxsahXrx7Onz8v91TlIj8PJIVMrA0aNJC3nDyZNGkSPnz4gMGDB8PV1bVQBrNixYr49OkTqlWrBkNDQ0yePBktW7ZEmTJlikHxf4+pU6fizz//RO3atVGrVi2YmppiwIABRW6z8ppI+6HhBU9PTxw9ehRDhw5FTEwMQkJCEBwc/CNViohkwcfHB7Vr14aTk5O8pXyXcePGCanY/fz8ClVH5oPlxYsX8PT0RPv27eHq6lqUMksMDx8+xLt372TWXmxsLOrUqYNOnToBABYsWIDhw4fj2LFjMtMA4Mcm0v7Nr7/+Kk4kiBQpBgYG9PX1lbeMAnHw4EHq6elx7ty5BQ7ytG/fPmpoaJD8mo2latWqBFDgWNElnaNHjxIANTU1ZRKo6cSJEwTAtm3bsl27dkKM8JUrVzIxMbHI20NxTaR9S1JSEh48eCD4xYmIFAWLFy/G77//jtevX8tbSr7p1q0bzp49i7CwMFhYWMDCwgJXr17N17ESiQRNmjQB8DUby+vXrzFnzhy0adMGoaGhxahatqioqEBFRQVNmzaVybh1UlIS2rdvj1OnTuHkyZMgicuXL2PMmDGyjxeSmzVmAXu6u3fvZqtWrf6TObNEipcNGzZQT0+PPj4+pe7+ygyAr6enx3Xr1uWp/9OnTzQ1NeXGjRuz7VuxYgVtbGwKlS5chNy+fTsBcPXq1TJpD7Lo6d69e1dmTy2R/xbDhg3DxYsXsXLlSgwYMAApKSnylpRvVFRU0KpVK1y7dg0+Pj7o3r074uLicixrYWEBZ2fnHF0ux44di7Zt26JDhw6Ij48vbtk/Hf3798eoUaNw8+ZNeUspOqNrYmKCBQsW4Pjx40VVpYiIgJ2dHa5fv46oqKgs0eRKC9bW1ggICICenh6qVKmC58+fZyszdepUhISE4NWrVznWsWTJEtSoUQMtWrRATExMcUv+qXj+/DmOHz+O3r17y1tK0Q0vSCQS9u/fn0OHDi3afrqIyDcEBQURAP39/eUtpdDMnj2bo0aNyrY9NTWV8+fPp56eHu3t7blmzZpswxFSqZS//fYbbWxsGBgYKCvJpR57e3uOHj1aZsNTkMXwgqKiIt68eYOOHTsWVZUiItmoVq0aTp48id69eyMxMVHecgqFsrJyjtpVVFQwdepUREREYNWqVVizZg18fX2zlFFQUMDSpUsxfvx4NGrUCGfOnJGV7FJNz549cejQIUydOhUrVqzA2bNn5bc6LTdrzHz2dD9//sz9+/cLwWnWrl1bPI8OEZH/QyKRUE1NjZs2bZK3lAKzfft2GhkZ5csFbNGiRQTAhISEHPdfunSJSkpKQn4/kbx5+PAhp0+fzpEjR9LKyooA2KBBA86ZM4d79uzhy5cv+fnzZ4aEhPDly5c/1BYKmw04N54+fYpx48YJMXIzw/D5+/vD2dm5qJ4HIiI5kpGRAZKlLs7BzZs38fvvv+Py5cuwtrb+bvnRo0fj+fPnMDU1haurK+rXr48+ffrA3NwcEREROH/+PFq1agVDQ0MZqC/92NnZwc7OTvielpaGP//8E0FBQTh27Bh+//13xMTEQEVFBVFRUTh06FCxxEXO0+impqbCx8cHPXv2RJkyZXDkyBGsXLkSISEh8PDwgKWlJaZPny7EWhA9F0RkgYqKCi5cuIAOHTpAR0cH7u7u8paUL/bu3YvBgwfny+ACQLly5bBz505ERkbixo0buHz5MhwdHZGeng4VFRW4uLhgwYIFxaz650VFRQX9+/fPtp0kFi9ejG7dusHb2xsnTpxARkYG0tLSEB8fj3LlysHS0hIVK1ZEgwYNMGbMGOHYzIwpeZFn7IVy5cqxRo0aCA8PR0xMDOrWrYuxY8eiU6dOpTa7gcjPQUpKCtq3b49evXph0KBB8pbzXWJjY1GpUiU8f/4clStXLnQ9JBETEwNtbW2xk1OMZGRkYPLkyShTpgy6desGdXV1qKioQFNTEwkJCXj16hUiIiIwadIkaGlpwdbWFgoKCjh+/Dg6duyIEydOFC5zhL29Pe/fv49Hjx4hIyMDderUEY2tiNw5c+YMhg0bhgYNGmDr1q3Q1NSUt6Tvsm7dOnh5eeHevXuwtbWFioqKvCWJFAFSqRTPnj1DcHAwSMLAwACRkZHw8PCQTTZgEZHiJiAgAF27dsW+ffuE5bKlgYSEBEyePBlXrlxBWFgYGjZsiC5dumDQoEFiBLGfkGKLMiYiIku+fPmC//3vf1i5cmWpMrgAoKGhgbVr1+LZs2cICwtDjx49sH//ftStWxc+Pj4/HIdXpPQg9nRFSg3Dhw+HVCrFxo0bf4rxTJLYuHEjRowYgXfv3onBon4ixJ6uyE/B06dP4eHh8VMYXOBryvrdu3dj6NChMDY2lrccERkhGl2RUoOTkxO8vb1x7tw5eUspEgYNGoTo6Gj8/vvvP82DROT7iEZXpNSwdOlSTJo0CcOHD8fixYvlLeeHadSoETQ1NWFvb49Zs2aVquhpIoVHNLoipQZFRUX06NED/v7+2LlzJ0aOHFlq4y8AgJeXF+7evYunT5/i4cOHMDc3x9atW+UtS6SYEY2uSKnD1NQU169fx+fPn2FpaYkFCxbg06dP8pZVaIyMjHDs2DGcPXsWw4cPh0QikbckkWJENLoipRItLS34+vrixIkTePHiBX755Rd5S/phrK2toampibNnz8pbikgxIhpdkVKNo6Mjtm/fjsDAQDx79kzecn6IsmXL4sSJExg8eHChswmLlHxEoytS6lFSUsKyZcvQunVrBAUFyVvOD+Hq6op9+/bBy8tLfvFeRYoV0eiK/BQMGDAAs2bNQsOGDbF58+ZSvcLLzc0NlSpVwrFjx+QtRaQYEI2uyE/DoEGDEBAQgDVr1qBTp07w8/NDcnKyvGUVCjs7Ozx+/FjeMkSKATFkmMhPhbW1NW7duoXdu3djyZIl6N69O8zNzWFnZwcnJyc0bdoUdnZ2UFQsmf2NN2/ewN3dHWXKlMGlS5fkLUekGBBjL4j81KSlpeHFixd49OiREAj806dPcHd3R+PGjeHk5IQ6deqgXLlyMtcmlUrx7t07BAcHIzg4GDt27MCNGzcAAMHBwbCwsJC5JpGiIa/YC6LRFfnPER4ejitXriAgIAD37t3Ds2fPYG5uDisrK1SvXh3Vq1eHlZUVGjRoUKRxb0kiICAAf//9Nx49eoQzZ85AXV0d1apVQ7Vq1eDu7i5kaREp3YhGV0QkD9LS0hAYGIigoCDh8+TJE9y9exdOTk7w9/eHmppaoepOSkrCnTt3cOPGDfj6+iI1NRXt27eHjY0N2rZtCyMjoyI+G5GSgGh0RUQKiEQiEbKkqKqqwtDQEO7u7mjSpAmCgoLg5OQELS0tlC9fHlKpFFFRUQC+5t1SUVFBdHQ0Hjx4gFWrVsHS0hINGzZEmzZt0Lx58xI7nixSdORldMWJNBGRHFBSUhLczjIyMvD69WtcuHAB586dg6+vL6ytraGnp4f4+HgoKipCT08PCgoKSEtLQ2pqKrS1tVGtWjVcv34934koRf4biD1dERERkSJGDGIuIiIiUkIQja6IiIiIDBGNroiIiIgMEY2uiIiIiAwRja6IiIiIDBGNroiIiIgMydNlTEFBQfQXExERESk4USRb57QjT6MrIiIiIlK0iMMLIiIiIjJENLoiIiIiMkQ0uiIiIiIyRDS6IiIiIjJENLoiIiIiMuT/AWSibu4RvDtzAAAAAElFTkSuQmCC\n", From 86469aac8f350123ae1f1618902f2dd28f6e657c Mon Sep 17 00:00:00 2001 From: Elias Sadek Date: Thu, 6 Oct 2022 11:44:39 +0100 Subject: [PATCH 3/4] Added units to fix new coord in chapters 4 and 7. --- course_content/iris_course/4.Joining_Cubes_Together.ipynb | 8 ++++---- course_content/iris_course/7.Advanced_Concepts.ipynb | 6 +++--- 2 files changed, 7 insertions(+), 7 deletions(-) diff --git a/course_content/iris_course/4.Joining_Cubes_Together.ipynb b/course_content/iris_course/4.Joining_Cubes_Together.ipynb index 40433d1..4d5b286 100644 --- a/course_content/iris_course/4.Joining_Cubes_Together.ipynb +++ b/course_content/iris_course/4.Joining_Cubes_Together.ipynb @@ -306,7 +306,7 @@ "for cube in cubes:\n", " if not cube.coords('realization'):\n", " cube.add_aux_coord(iris.coords.DimCoord(np.int32(3),\n", - " 'realization'))\n", + " 'realization', units ='1'))\n", "\n", "merged_cube = cubes.merge_cube()\n", "print(merged_cube)" @@ -581,9 +581,9 @@ ], "metadata": { "kernelspec": { - "display_name": "default-current", + "display_name": "Python 3 (ipykernel)", "language": "python", - "name": "default-current" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -595,7 +595,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.9.12" } }, "nbformat": 4, diff --git a/course_content/iris_course/7.Advanced_Concepts.ipynb b/course_content/iris_course/7.Advanced_Concepts.ipynb index 72dffe2..89f3b69 100644 --- a/course_content/iris_course/7.Advanced_Concepts.ipynb +++ b/course_content/iris_course/7.Advanced_Concepts.ipynb @@ -97,7 +97,7 @@ " basename = os.path.basename(fname)\n", " if not cube.coords('realization') and basename.startswith('ensemble_'):\n", " cube.add_aux_coord(iris.coords.DimCoord(np.int32(basename[-6:-3]),\n", - " 'realization'))\n", + " 'realization', units ='1'))\n", "\n", "print(iris.load_cube(fname, callback=realization_callback))" ] @@ -534,7 +534,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -548,7 +548,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.6" + "version": "3.9.12" } }, "nbformat": 4, From cd089de2108f2245b42d19e609bf35b1bbb7b285 Mon Sep 17 00:00:00 2001 From: Elias Sadek Date: Thu, 6 Oct 2022 14:07:23 +0100 Subject: [PATCH 4/4] Added clarification on units and name of replacement coordinats in chapter 4, where it's taught --- course_content/iris_course/4.Joining_Cubes_Together.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/course_content/iris_course/4.Joining_Cubes_Together.ipynb b/course_content/iris_course/4.Joining_Cubes_Together.ipynb index 4d5b286..08d5eee 100644 --- a/course_content/iris_course/4.Joining_Cubes_Together.ipynb +++ b/course_content/iris_course/4.Joining_Cubes_Together.ipynb @@ -294,7 +294,7 @@ "source": [ "By inspecting the cubes themselves or using the error message raised when using `merge_cube` we can see that some cubes are missing the `realization` coordinate.\n", "\n", - "By adding the missing coordinate, we can trigger a merge of the 12 cubes into a single cube, as expected:" + "By adding the missing coordinate, we can trigger a merge of the 12 cubes into a single cube, as expected. Make sure both the name and units of the coordinates match the respective coordinate, so that Iris knows they're the same and can be merged together:" ] }, {