From d62d47f88046234694b47db97178f6ac260ca19b Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Bertrand=20N=C3=A9ron?= <bneron@pasteur.fr> Date: Thu, 17 Oct 2024 14:55:44 +0200 Subject: [PATCH] fix paths and data in matplotlib_TP_solutions --- .../Solutions/matplotlib_TP_solutions.ipynb | 204 ++++++++---------- notebooks/data/data_1.npy | Bin 0 -> 1270208 bytes notebooks/data/data_2.npy | Bin 0 -> 1270208 bytes notebooks/data/freqs.npy | Bin 0 -> 520 bytes notebooks/data/koala.jpeg | Bin 0 -> 44769 bytes notebooks/data/linked_vars.npy | Bin 0 -> 800128 bytes 6 files changed, 93 insertions(+), 111 deletions(-) create mode 100644 notebooks/data/data_1.npy create mode 100644 notebooks/data/data_2.npy create mode 100644 notebooks/data/freqs.npy create mode 100644 notebooks/data/koala.jpeg create mode 100644 notebooks/data/linked_vars.npy diff --git a/notebooks/Solutions/matplotlib_TP_solutions.ipynb b/notebooks/Solutions/matplotlib_TP_solutions.ipynb index e84c45e..28be7ee 100644 --- a/notebooks/Solutions/matplotlib_TP_solutions.ipynb +++ b/notebooks/Solutions/matplotlib_TP_solutions.ipynb @@ -7,7 +7,7 @@ "source": [ "# <center>**TP**</center>\n", "\n", - "<img src=\"./img/logo2_matplotlib.svg\">\n", + "<img src=\"../images/logo2_matplotlib.svg\">\n", "<div style=\"text-align:center\">\n", " Bertrand Néron\n", " <br />\n", @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "id": "8db20ce6-572a-4bd9-ab90-7e2b00b4c27c", "metadata": {}, "outputs": [], @@ -49,7 +49,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 3, "id": "86453109-e6a5-49fe-821e-511d19753a89", "metadata": {}, "outputs": [], @@ -72,7 +72,7 @@ "id": "9a590d32-0f7c-4e47-8932-15ccb75a99f1", "metadata": {}, "source": [ - "<img src=\"./img/data.png\">" + "<img src=\"../images/data.png\">" ] }, { @@ -91,35 +91,33 @@ "\n", "the resulting figure should looklike below\n", "\n", - "<img src=\"./img/plot_data1_vs_data2.png\" width=\"300px\">" + "<img src=\"../images/plot_data1_vs_data2.png\" width=\"300px\">" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 4, "id": "027476b8-1d47-4373-8709-0fbe03843a70", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.legend.Legend at 0x7f487b8253d0>" + "<matplotlib.legend.Legend at 0x7fc54b30df90>" ] }, - "execution_count": 9, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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", "text/plain": [ - "<Figure size 576x432 with 1 Axes>" + "<Figure size 800x600 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -149,7 +147,7 @@ "* and the name of the condition must be display on the x abcsisse\n", " as in sceenshot below\n", "\n", - "<img src=\"./img/barplot.png\" width=\"300px\">\n" + "<img src=\"../images/barplot.png\" width=\"300px\">\n" ] }, { @@ -162,7 +160,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 5, "id": "885b3bf2-de72-4b6e-9925-f049a9832020", "metadata": {}, "outputs": [], @@ -180,7 +178,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 6, "id": "d1d532f0-e41d-4ab1-9ef1-3b1bd6ad390a", "metadata": {}, "outputs": [ @@ -200,7 +198,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 7, "id": "cdd3c1dd-52df-4165-afb7-bbc4e5264622", "metadata": {}, "outputs": [ @@ -280,7 +278,7 @@ "4 9.080359 5.629192 18.443504 4.268572" ] }, - "execution_count": 13, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -291,7 +289,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 8, "id": "3686b1f0-b4d4-44a0-9666-0d131a6b64ec", "metadata": {}, "outputs": [ @@ -395,7 +393,7 @@ "max 17.400218 9.868423 24.859737 5.255738" ] }, - "execution_count": 14, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -415,20 +413,18 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 9, "id": "220d76c0-eb3c-49c7-993f-df78a4dae9a7", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", "text/plain": [ - "<Figure size 576x432 with 1 Axes>" + "<Figure size 800x600 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -451,12 +447,12 @@ "We want to do this for each layer separately.\n", "so we decide to create an histogram like below.\n", "\n", - "<img src=\"./img/histogram_pixels.png\" width=\"300px\">" + "<img src=\"../images/histogram_pixels.png\" width=\"300px\">" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 11, "id": "d04b6458-fa0e-4fb3-a9ad-b6feb5634ce6", "metadata": {}, "outputs": [], @@ -466,7 +462,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 13, "id": "d4710fcc-3ca5-496d-bd02-18931aa2e9bc", "metadata": {}, "outputs": [], @@ -476,7 +472,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 14, "id": "a2cb26e8-3be9-41c4-8b8f-2983184b9039", "metadata": {}, "outputs": [], @@ -488,17 +484,17 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 15, "id": "300d1ecd-0017-49df-a01d-3e2c27511758", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(255, 255, 255)" + "(np.uint8(255), np.uint8(255), np.uint8(255))" ] }, - "execution_count": 19, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -518,30 +514,28 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 16, "id": "dc30676b-4acd-41d3-b8a5-587af64b4441", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.legend.Legend at 0x7f48794fef40>" + "<matplotlib.legend.Legend at 0x7fc546729f50>" ] }, - "execution_count": 20, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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", "text/plain": [ - "<Figure size 864x432 with 1 Axes>" + "<Figure size 1200x600 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -572,7 +566,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 17, "id": "7d937154-5e81-4ffc-a110-82755ca4efa4", "metadata": {}, "outputs": [ @@ -580,8 +574,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "5.000318501712216\n", - "2.9242256666061213\n" + "4.976981778880368\n", + "3.0767354320040905\n" ] } ], @@ -601,7 +595,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 18, "id": "726c4bb3-b4e1-4cfd-ab6b-5c5297bafc17", "metadata": {}, "outputs": [ @@ -609,8 +603,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "2.806643806252396e-16\n", - "1.0\n" + "4.440892098500626e-18\n", + "1.0000000000000002\n" ] } ], @@ -630,30 +624,28 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 19, "id": "2a3a5a0e-97a5-40df-935a-6e45a2326894", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.legend.Legend at 0x7f56337a6790>" + "<matplotlib.legend.Legend at 0x7fc545fc5010>" ] }, - "execution_count": 5, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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", "text/plain": [ - "<Figure size 864x432 with 1 Axes>" + "<Figure size 1200x600 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -674,7 +666,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 20, "id": "ee8c51fe-145e-4ee0-b688-61b9344e3def", "metadata": {}, "outputs": [], @@ -686,30 +678,28 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 21, "id": "b4bd660f-2821-4e48-8e46-0aab364e80d1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.legend.Legend at 0x7f4878c35b80>" + "<matplotlib.legend.Legend at 0x7fc54609d010>" ] }, - "execution_count": 25, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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", "text/plain": [ - "<Figure size 864x432 with 1 Axes>" + "<Figure size 1200x600 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -722,7 +712,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 22, "id": "539df0d5-98ae-47f6-b3cf-e1c455b22650", "metadata": {}, "outputs": [], @@ -732,30 +722,28 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 23, "id": "a98efb3e-77b6-423d-8614-60fee982475b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.legend.Legend at 0x7f4878b35070>" + "<matplotlib.legend.Legend at 0x7fc545985010>" ] }, - "execution_count": 27, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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", "text/plain": [ - "<Figure size 864x432 with 1 Axes>" + "<Figure size 1200x600 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -780,12 +768,12 @@ "* add a grid\n", "* *bonus* we will colored each box with different colors as below\n", "\n", - "<img src=\"img/boxplot.png\" width=\"300px\">\n" + "<img src=\"../images/boxplot.png\" width=\"300px\">\n" ] }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 25, "id": "77b7cad3-16ba-40a3-953c-231dfb68b00b", "metadata": {}, "outputs": [], @@ -796,7 +784,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 26, "id": "7470a4ec-72bf-436a-9481-29ec8a225973", "metadata": {}, "outputs": [ @@ -806,7 +794,7 @@ "Index(['cond1', 'cond2', 'cond3', 'control'], dtype='object')" ] }, - "execution_count": 29, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -817,20 +805,26 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 27, "id": "4d93309c-3ce6-4220-8d80-c95c58c0c0df", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_1273/1685598721.py:2: MatplotlibDeprecationWarning: The 'labels' parameter of boxplot() has been renamed 'tick_labels' since Matplotlib 3.9; support for the old name will be dropped in 3.11.\n", + " results = plt.boxplot([data_bar[f'{col}'] for col in data_bar.columns],\n" + ] + }, { "data": { - "image/png": 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\n", + "image/png": 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EDQAAkDxhAwAAJE/YAAAAyRM2AABA8oQNAACQPGEDAAAkT9gAAADJEzYAAEDyehw2q1evjmuvvTZGjx4dJSUlsWLFisNuv/HGG6OkpOSwP1dddVWh5gUAADhCj8Nm7969ce6558b999//lve56qqrYvv27d1/HnnkkZMaEgAA4FhKe/oXZs+eHbNnzz7mfcrLy2PkyJFveygAAICe6HHYnIif/OQnccYZZ8Q73vGOuOyyy+LLX/5ynHbaaUe9b2dnZ3R2dna/3d7eHhERuVwucrlcMcbjOA497v4NGMjeuA9goPJ8wEDnuSB7PXnsCx42V111VcybNy/q6+tj8+bNceedd8bs2bPjmWeeicGDBx9x/8WLF8eiRYuOOP7kk09GVVVVocfjBGzevDkiIp599tloa2vLeBrIVlNTU9YjQGY8H8DrPBdkp6Oj44TvW5LP5/Nv9x2VlJTEo48+GnPnzn3L+/zmN7+Js88+O5566qm4/PLLj7j9aGdsxowZE21tbVFTU/N2R+MkPPfcczF16tRYu3ZtnH/++VmPA5nI5XLR1NQUM2fOjLKysqzHgUx4PmCg81yQvfb29qitrY1du3Ydtw2K8lK0N/qDP/iDqK2tjU2bNh01bMrLy6O8vPyI42VlZT6BMnLocfdvAPYBA5vnA3idPZCdnjzuRf89Nr/97W/jd7/7XYwaNarY7woAABigenzGZs+ePbFp06but1988cV44YUXYvjw4TF8+PBYtGhRXHfddTFy5MjYvHlz3HHHHTFu3Li48sorCzo4AADAIT0Om5///Odx6aWXdr+9YMGCiIhobGyMBx54IH75y1/G0qVLY+fOnTF69OiYNWtW/O3f/u1RX24GAABQCD0OmxkzZsSxrjfw4x//+KQGAgAA6Kmi/4wNAABAsQkbAAAgecIGAABInrABAACSJ2wAAIDkCRsAACB5wgYAAEiesAEAAJInbAAAgOQJGwAAIHnCBgAASJ6wAQAAkidsAACA5AkbAAAgecIGAABInrABAACSJ2wAAIDkCRsAACB5wgYAAEiesAEAAJInbAAAgOQJGwAAIHnCBgAASJ6wAQAAkidsAACA5AkbAAAgecIGAABInrABAACSJ2wAAIDkCRsAACB5wgYAAEiesAEAAJJXmvUAAMDJ6ejoiNbW1oKve2jN1tbWKC0t/LcMDQ0NUVVVVfB1gYFJ2ABA4lpbW2Py5MlFW7+xsbEo67a0tMSkSZOKsjYw8AgbAEhcQ0NDtLS0FHzd3bt3x2OPPRZz5syJ6urqgq/f0NBQ8DWBgUvYAEDiqqqqinLmI5fLxc6dO+Oiiy6KsrKygq8PUEguHgAAACRP2AAAAMkTNgAAQPL8jE0v2rp1a7S1tWU9xnEV+/KexVBbWxt1dXVZjwEAQEbS+K61H9i6dWtMGD8+Ovbvz3qUE1asy3sWQ1VFRWzYuFHcAAAMUMKml7S1tUXH/v3x3YiYkPUwx7EvIrZExNiIqMx0khOzISI+un9/tLW1CRsAgAFK2PSyCRGRwq8iuzjrAQAAoAdcPAAAAEiesAEAAJInbAAAgOQJGwAAIHnCBgAASJ6wAQAAkidsAACA5AkbAAAgecIGAABInrABAACSJ2wAAIDkCRsAACB5wgYAAEiesAEAAJInbAAAgOQJGwAAIHnCBgAASJ6wAQAAkidsAACA5AkbAAAgecIGAABInrABAACSJ2wAAIDkCRsAACB5wgYAAEiesAEAAJInbAAAgOQJGwAAIHnCBgAASJ6wAQAAkidsAACA5AkbAAAgecIGAABInrABAACSJ2wAAIDkCRsAACB5wgYAAEiesAEAAJJXmvUAA8nIU0ui8tSSrMfodyojYuSefNZjAACQIWHTi26ePCQmzCjPeox+Z0JE3PyTzqzHAAAgQ8KmF32r5bW4YWMuJmQ9SD+zISK+tScfH8h6EAAAMiNsetGOPfnY5yVTBbcvInZkPQQAAJly8QAAACB5wgYAAEiesAEAAJInbAAAgOQJGwAAIHnCBgA4woEDB6K5uTlWr14dzc3NceDAgaxHAjgmYQMAHGb58uUxbty4mDlzZtx7770xc+bMGDduXCxfvjzr0QDekrABALotX748rr/++jjnnHNizZo18cgjj8SaNWvinHPOieuvv17cAH2WsAEAIuL1l5/dfvvtcc0118SKFStiypQpUVlZGVOmTIkVK1bENddcE5/5zGe8LA3ok4QNABAREWvWrIktW7bEnXfeGYMGHf4twqBBg2LhwoXx4osvxpo1azKaEOCtCRsAICIitm/fHhEREydOPOrth44fuh9AXyJsAICIiBg1alRERKxfv/6otx86fuh+AH2JsAEAIiLikksuibFjx8ZXv/rVOHjw4GG3HTx4MBYvXhz19fVxySWXZDQhwFsTNgBAREQMHjw4vva1r8XKlStj7ty5sW7duti3b1+sW7cu5s6dGytXrox77rknBg8enPWoAEcozXoAAKDvmDdvXixbtixuv/32mDZtWvfx+vr6WLZsWcybNy/D6QDemrABAA4zb968mDNnTqxatSoef/zxmD17dlx66aXO1AB9mrABAI4wePDgmD59euzduzemT58uaoA+z8/YAAAAyRM2AABA8oQNAACQvB6HzerVq+Paa6+N0aNHR0lJSaxYseKw2/P5fHzhC1+IUaNGRWVlZVxxxRXx61//ulDzAgAAHKHHYbN3794499xz4/777z/q7XfffXd8/etfj29+85vx7LPPximnnBJXXnll7N+//6SHBQAAOJoeXxVt9uzZMXv27KPels/n47777ovPfe5zMWfOnIiI+Jd/+ZcYMWJErFixIj70oQ+d3LQAveDAgQPR3Nwcq1evjlNOOcVlbgEgAQW93POLL74YO3bsiCuuuKL72NChQ2PKlCnxzDPPHDVsOjs7o7Ozs/vt9vb2iIjI5XKRy+UKOV6murq6sh6h3+vq6upXnzNk49FHH43PfvazsWXLloiIuPfee2Ps2LHx93//9/HBD34w2+Gglx36muprKwOVPZC9njz2BQ2bHTt2RETEiBEjDjs+YsSI7tvebPHixbFo0aIjjj/55JNRVVVVyPEytXnz5qxH6PfWrl0b27dvz3oMEvbMM8/E3XffHe973/vik5/8ZNTV1cXWrVtj2bJl8aEPfSjuuOOOuPDCC7MeE3pdU1NT1iNApuyB7HR0dJzwfTP/BZ0LFy6MBQsWdL/d3t4eY8aMiVmzZkVNTU2GkxXW888/n/UI/d7UqVPjvPPOy3oMEnXgwIG47bbb4uqrr44f/OAHceDAgWhqaopbbrkl/vIv/zKuu+66+Ld/+7e46667vCyNASOXy0VTU1PMnDkzysrKsh4Hep09kL1Dr+Y6EQUNm5EjR0ZExMsvvxyjRo3qPv7yyy/He9/73qP+nfLy8igvLz/ieFlZWb/6BCotzbwh+73S0tJ+9TlD7/rpT38aW7ZsiUceeSTKy8u7T30f+lr0N3/zN3HRRRfFunXrYsaMGdkOC72svz0nQ0/ZA9npyeNe0N9jU19fHyNHjoynn366+1h7e3s8++yzXr4B9GmHXsY4ceLEo95+6LiXOwJA39Tj0wh79uyJTZs2db/94osvxgsvvBDDhw+Purq6uO222+LLX/5yvPOd74z6+vr4/Oc/H6NHj465c+cWcm6Agjp0lnn9+vVxwQUXHHH7+vXrD7sfANC39Dhsfv7zn8ell17a/fahn49pbGyMhx56KO64447Yu3dv3HTTTbFz586YOnVqPPHEE1FRUVG4qQEK7JJLLomxY8fGV7/61SN+8fDBgwdj8eLFUV9fH5dcckk2AwIAx9TjsJkxY0bk8/m3vL2kpCS+9KUvxZe+9KWTGgygNw0ePDi+9rWvxfXXXx9z586Nv/qrv4p9+/bFunXr4h/+4R9i5cqVsWzZMhcOAIA+yk+0A/yfefPmxbJly+L222+PadOmdR+vr6+PZcuWxbx58zKcDgA4FmED8Abz5s2LOXPmxKpVq+Lxxx+P2bNnx6WXXupMDQD0ccIG4E0GDx4c06dPj71798b06dNFDQAkoKCXewYAAMiCsAEAAJInbAAAgOQJG4A3OXDgQDQ3N8fq1aujubk5Dhw4kPVIAMBxCBuAN1i+fHmMGzcuZs6cGffee2/MnDkzxo0bF8uXL896NADgGIQNwP9Zvnx5XH/99XHOOefEmjVr4pFHHok1a9bEOeecE9dff724AYA+TNgAxOsvP7v99tvjmmuuiRUrVsSUKVOisrIypkyZEitWrIhrrrkmPvOZz3hZGgD0UcIGICLWrFkTW7ZsiTvvvDMGDTr8S+OgQYNi4cKF8eKLL8aaNWsymhAAOBZhAxAR27dvj4iIiRMnHvX2Q8cP3Q8A6FuEDUBEjBo1KiIi1q9ff9TbDx0/dD8AoG8RNgARcckll8TYsWPjq1/9ahw8ePCw2w4ePBiLFy+O+vr6uOSSSzKaEAA4FmEDEBGDBw+Or33ta7Fy5cqYO3durFu3Lvbt2xfr1q2LuXPnxsqVK+Oee+6JwYMHZz0qAHAUpVkPANBXzJs3L5YtWxa33357TJs2rft4fX19LFu2LObNm5fhdADAsQgbgDeYN29ezJkzJ1atWhWPP/54zJ49Oy699FJnagCgjxM2AG8yePDgmD59euzduzemT58uagAgAX7GBgAASJ6wAQAAkuelaL1sQ9YDnIB9EbElIsZGRGWmk5yYFB5TAACKS9j0ktra2qiqqIiP7t+f9Sj9UlVFRdTW1mY9BgAAGRE2vaSuri42bNwYbW1tWY9yXOvXr4/GxsZYunRpTJw4MetxTkhtbW3U1dVlPQYAABkRNr2orq4uiW++u7q6IiKioaEhJk2alPE0AABwfC4eAAAAJE/YAAAAyRM2AABA8oQNAACQPGEDAAAkT9gAAADJEzYAAEDyhA0AAJA8YQMAACRP2AAAAMkTNgAAQPKEDQAAkDxhAwAAJE/YAAAAyRM2AABA8oQNAACQPGEDAAAkT9gAAADJEzYAAEDyhA0AAJA8YQMAACRP2AAAAMkTNgAAQPKEDQAAkDxhAwAAJE/YAAAAyRM2AABA8oQNAACQPGEDAAAkT9gAAADJEzYAAEDySrMeAOBkdHR0RGtra8HX3b17dzQ3N8ewYcOiurq64Os3NDREVVVVwdcFgIFK2ABJa21tjcmTJxdt/SVLlhRl3ZaWlpg0aVJR1gaAgUjYAElraGiIlpaWgq+7fv36aGxsjKVLl8bEiRMLvn5DQ0PB1wSAgUzYAEmrqqoqypmPrq6uiHg9QJxZAYC+z8UDAACA5AkbAAAgeV6KlrBiXQ3q0Jqtra1RWlr4TxFXgwIAoNCETcKKfTWoxsbGoqzralAAABSasElYsa4GtXv37njsscdizpw5Rfv9HQAAUEjCJmHFuhpULpeLnTt3xkUXXRRlZWUFXx8AAArNxQMAAIDkCRsAACB5wgYAAEiesAEAAJInbAAAgOQJGwAAIHnCBgAASJ6wAQAAkidsAACA5AkbAAAgecIGAABInrABAACSJ2wAAIDkCRsAACB5wgYAAEiesAEAAJInbAAAgOQJGwAAIHnCBgAASJ6wAQAAkidsAACA5AkbAAAgecIGAABIXmnWAwADx9atW6OtrS3rMU5Ia2tr939LS9P4UllbWxt1dXVZjwEAmUjj2RpI3tatW2NCw/jo2Lc/61F6pLGxMesRTlhVZUVsaN0obgAYkIQN0Cva2tqiY9/++O7/FzFhdNbTHN++1yK2tEWMrY2oHJL1NMe3YVvER7+xP9ra2oQNAAOSsAF61YTREZPqs57ixFw8PusJAIAT5eIBAABA8oQNAACQPGEDAAAkT9gAAADJEzYAAEDyhA0AAJA8YQMAACRP2AAAAMkTNgAAQPKEDQAAkLzSrAcAAICT1dHREa2trQVdc/fu3dHc3BzDhg2L6urqgq4dEdHQ0BBVVVUFX3egEjYAACSvtbU1Jk+eXJS1lyxZUpR1W1paYtKkSUVZeyASNgAAJK+hoSFaWloKuub69eujsbExli5dGhMnTizo2hGvz0zhFDxs7rrrrli0aNFhx8aPH1/wU4MAAHBIVVVVwc9+dHV1RcTrAeLMSt9XlDM273nPe+Kpp576f++k1IkhAACgeIpSHKWlpTFy5MhiLA0AAHCEooTNr3/96xg9enRUVFTEhRdeGIsXL466urqj3rezszM6Ozu7325vb4+IiFwuF7lcrhjjcRyHHnePP4V06HQ+xdXV1WXvUjCeDxjo3rgH7INs9ORxL3jYTJkyJR566KEYP358bN++PRYtWhSXXHJJrF+//qiXyVu8ePERP5MTEfHkk0+6/F3Gmpqash6BfmTz5s1ZjzAgrF27NrZv3571GPQzng8YqA49dz377LPR1taW8TQDU0dHxwnftySfz+eLOEvs3LkzzjrrrLj33nvj4x//+BG3H+2MzZgxY6KtrS1qamqKORpvIZfLRVNTU8ycOTPKysqyHod+4vnnn48pU6ZEy5cjJtVnPU3/84sXIyZ/7vUn3/POOy/rcegnPB8w0D333HMxderUWLt2bZx//vlZjzMgtbe3R21tbezateu4bVD0n+ofNmxYvOtd74pNmzYd9fby8vIoLy8/4nhZWZkvohnzb0AhuYhI7ygtLbVvKTjPBwxUhz7v7YHs9ORxH1TEOSIiYs+ePbF58+YYNWpUsd8VAAAwQBU8bD7zmc9Ec3NzbNmyJX72s5/FBz/4wRg8eHB8+MMfLvS7AgAAiIgivBTtt7/9bXz4wx+O3/3ud3H66afH1KlTY926dXH66acX+l0BAABERBHC5l//9V8LvSTQT4w8tSQq8yUR+7OepP+pzEeMPLWo14IBgD7NT/MCvebmyUNiQld5xNasJ+l/JkTEzZM7j3s/AOivhA3Qa77V8lrccEUuJozOepL+Z8O2iG+15OMDWQ8CABkRNkCv2bEnH/tK8hEVWU/S/+wridixJ+spACA7Rb/cMwAAQLEJGwAAIHnCBgAASJ6wAQAAkidsAACA5LkqGgAAvWrr1q3R1taW9RjH1dra2v3f0tI0vm2ura2Nurq6rMfIRBr/QgAA9Atbt26N8Q3jY/++/VmPcsIaGxuzHuGEVVRWxMbWjQMyboQNAAC9pq2t7fWomRcRtVlPcxxdEbEzIoZFGt81t0XsX74/2trahA0AAPSK2ogYnfUQJ2Dg9UGyXDwAAABInrABAACSJ2wAAIDkCRsAACB5wgYAAEieq6IBANCrRp5aEqNKSyLyWU/Sz5RGbD914D6owgYAgF518+Qhcdfp5VmP0f+cHnHX5M6sp8iMsAEAoFd9q+W1+OF7chGnZz1JP/NqxPaWfHwg6zkyImwAAOhVO/bkY0dXPqIk60n6ma6I2JP1ENlx8QAAACB5wgYAAEiel6IBvWrDtqwnODH7XovY0hYxtjaickjW0xxfKo8rABSLsAF6RW1tbVRVVsRHv7E/61H6rarKiqitrc16DADIhLABekVdXV1saN0YbW1tWY9yQtavXx+NjY2xdOnSmDhxYtbjnJDa2tqoq6vLegwAyISwAXpNXV1dMt94d3V1RUREQ0NDTJo0KeNpAIDjcfEAAAAgecIGAABInrABAACSJ2wAAIDkCRsAACB5rooGAEDvS+Hq/10RsTMihkUa3zWn8JgWUQr/RAAA9BO1tbVRUVkR+5f7hc3FUDGAf1mzsAEAoNfU1dXFxkR+YbNf1pwWYQMAQK9K5Rc2+2XNaXHxAAAAIHnCBgAASJ6wAQAAkidsAACA5AkbAAAgecIGAABInrABAACSJ2wAAIDkCRsAACB5wgYAAEiesAEAAJInbAAAgOQJGwAAIHnCBgAASF5p1gMAAMDJ6ujoiNbW1oKueWi91tbWKC0t/LfNDQ0NUVVVVfB1ByphAwBA8lpbW2Py5MlFWbuxsbEo67a0tMSkSZOKsvZAJGwAAEheQ0NDtLS0FHTN3bt3x2OPPRZz5syJ6urqgq4d8frMFI6wAQAgeVVVVQU/+5HL5WLnzp1x0UUXRVlZWUHXpvBcPAAAAEiesAEAAJInbAAAgOQJGwAAIHnCBgAASJ6wAQAAkidsAACA5AkbAAAgecIGAABInrABAACSJ2wAAIDkCRsAACB5wgYAAEiesAEAAJInbAAAgOQJGwAAIHnCBgAASJ6wAQAAkidsAACA5AkbAAAgecIGAABInrABAACSJ2wAAIDkCRsAACB5wgYAAEiesAEAAJInbAAAgOQJGwAAIHnCBgAASJ6wAQAAkidsAACA5AkbAAAgecIGAABInrABAACSJ2wAAIDkCRsAACB5wgYAAEheadYDAJyMjo6OaG1tLfi6h9ZsbW2N0tLCf6lsaGiIqqqqgq8LAAOVsAGS1traGpMnTy7a+o2NjUVZt6WlJSZNmlSUtQFgIBI2QNIaGhqipaWl4Ovu3r07HnvssZgzZ05UV1cXfP2GhoaCrwkAA5mwAZJWVVVVlDMfuVwudu7cGRdddFGUlZUVfH0AoLBcPAAAAEiesAEAAJInbAAAgOQJGwAAIHnCBgAASJ6wAQAAkidsAACA5AkbAAAgecIGAABInrABAACSV7Swuf/++2Ps2LFRUVERU6ZMieeee65Y7woAABjgihI23//+92PBggXxxS9+MX7xi1/EueeeG1deeWW88sorxXh3AADAAFeUsLn33nvjE5/4RHzsYx+Ld7/73fHNb34zqqqq4p//+Z+L8e4AAIABrrTQC7722mvR0tISCxcu7D42aNCguOKKK+KZZ5454v6dnZ3R2dnZ/XZ7e3tERORyucjlcoUejxNw6HH3+DOQ2QdgH4A9kL2ePPYFD5u2trY4cOBAjBgx4rDjI0aMiNbW1iPuv3jx4li0aNERx5988smoqqoq9Hj0QFNTU9YjQObsA7APwB7ITkdHxwnft+Bh01MLFy6MBQsWdL/d3t4eY8aMiVmzZkVNTU2Gkw1cuVwumpqaYubMmVFWVpb1OJAJ+wDsA7AHsnfo1VwnouBhU1tbG4MHD46XX375sOMvv/xyjBw58oj7l5eXR3l5+RHHy8rKfAJlzL8B2AcQYR+APZCdnjzuBb94wJAhQ2Ly5Mnx9NNPdx87ePBgPP3003HhhRcW+t0BAAAU56VoCxYsiMbGxnjf+94X559/ftx3332xd+/e+NjHPlaMdwcAAAxwRQmbG264IV599dX4whe+EDt27Ij3vve98cQTTxxxQQEAAIBCKNrFA2655Za45ZZbirU8AABAt6L8gk4AAIDeJGwAAIDkCRsAACB5mf+CzjfL5/MR0bNfxkNh5XK56OjoiPb2dtdsZ8CyD8A+AHsge4ea4FAjHEufC5vdu3dHRMSYMWMyngQAAOgLdu/eHUOHDj3mfUryJ5I/vejgwYOxbdu2qK6ujpKSkqzHGZDa29tjzJgx8dJLL0VNTU3W40Am7AOwD8AeyF4+n4/du3fH6NGjY9CgY/8UTZ87YzNo0KA488wzsx6DiKipqbGJGfDsA7APwB7I1vHO1Bzi4gEAAEDyhA0AAJA8YcMRysvL44tf/GKUl5dnPQpkxj4A+wDsgbT0uYsHAAAA9JQzNgAAQPKEDQAAkDxhAwAAJE/YAAAAyRM2nJSxY8fGfffdl/UYkBl7AOwDsAf6BmFDQX3729+OGTNmRE1NTZSUlMTOnTuzHgl6ze9///u49dZbY/z48VFZWRl1dXXxqU99Knbt2pX1aNCrbr755jj77LOjsrIyTj/99JgzZ060trZmPRacsC1btkRJSUm88MILWY9CDwgbCqqjoyOuuuqquPPOO7MeBXrdtm3bYtu2bXHPPffE+vXr46GHHoonnngiPv7xj2c9GvSqyZMnx4MPPhgbNmyIH//4x5HP52PWrFlx4MCBrEeDgnrttdeyHoE3EDb9yMGDB+Puu++OcePGRXl5edTV1cVXvvKViIj41a9+FZdddllUVlbGaaedFjfddFPs2bOn++/eeOONMXfu3Ljnnnti1KhRcdppp8X8+fMjl8t13+eVV16Ja6+9NiorK6O+vj6+973vHTHDbbfdFn/9138dF1xwQfE/YHiTrPfAxIkT4wc/+EFce+21cfbZZ8dll10WX/nKV+JHP/pRdHV19c6DwICX9T6IiLjpppti2rRpMXbs2Jg0aVJ8+ctfjpdeeim2bNlS9I8feuKt9kt9fX1ERJx33nlRUlISM2bMiIj/t0e+8pWvxOjRo2P8+PEZTs+blWY9AIWzcOHC+M53vhNLliyJqVOnxvbt26O1tTX27t0bV155ZVx44YXxX//1X/HKK6/En//5n8ctt9wSDz30UPffX7VqVYwaNSpWrVoVmzZtihtuuCHe+973xic+8YmIeH0zb9u2LVatWhVlZWXxqU99Kl555ZWMPlo4Ul/cA7t27YqampooLfXllt7R1/bB3r1748EHH4z6+voYM2ZMsT986JG32i/PPfdcnH/++fHUU0/Fe97znhgyZEj333n66aejpqYmmpqaMpyco8rTL7S3t+fLy8vz3/nOd4647dvf/nb+He94R37Pnj3dx/7jP/4jP2jQoPyOHTvy+Xw+39jYmD/rrLPyXV1d3ff54z/+4/wNN9yQz+fz+Y0bN+YjIv/cc891375hw4Z8ROSXLFlyxPtctWpVPiLy//u//1ugjxCOra/tgXw+n3/11VfzdXV1+TvvvLMQHyIcV1/aB/fff3/+lFNOyUdEfvz48flNmzYV8kOFk3as/fLiiy/mIyL//PPPH3a8sbExP2LEiHxnZ+dhx88666y3fC6g93gpWj+xYcOG6OzsjMsvv/yot5177rlxyimndB+7+OKL4+DBg7Fx48buY+95z3ti8ODB3W+PGjWq+//CbdiwIUpLS2Py5Mndtzc0NMSwYcOK8NFAz/W1PdDe3h5/9Ed/FO9+97vjrrvuOsmPDk5MX9oHH/nIR+L555+P5ubmeNe73hV/8id/Evv37y/EhwkFcaz9ciznnHPOYWdw6Du8NqKfqKysPOk1ysrKDnu7pKQkDh48eNLrQm/oS3tg9+7dcdVVV0V1dXU8+uijR6wLxdKX9sHQoUNj6NCh8c53vjMuuOCCeMc73hGPPvpofPjDHz7pGaEQ3u5+eeP/HKBvccamn3jnO98ZlZWV8fTTTx9x24QJE+K///u/Y+/evd3HfvrTn8agQYNO+IfeGhoaoqurK1paWrqPbdy40eWc6TP6yh5ob2+PWbNmxZAhQ+KHP/xhVFRUvL0PCN6GvrIP3iyfz0c+n4/Ozs4T+0CgFxxrvxw6I+NKfmlxxqafqKioiM9+9rNxxx13xJAhQ+Liiy+OV199Nf7nf/4nPvKRj8QXv/jFaGxsjLvuuiteffXVuPXWW+PP/uzPYsSIESe0/vjx4+Oqq66Km2++OR544IEoLS2N22677Yj/27Fjx47YsWNHbNq0KSJevwJPdXV11NXVxfDhwwv+ccMhfWEPHIqajo6O+O53vxvt7e3R3t4eERGnn376YS/vgWLoC/vgN7/5TXz/+9+PWbNmxemnnx6//e1v4+/+7u+isrIyrr766mJ96NBjx9ovjY2NUVlZGU888USceeaZUVFREUOHDs16ZI7DGZt+5POf/3zcfvvt8YUvfCEmTJgQN9xwQ7zyyitRVVUVP/7xj+P3v/99vP/974/rr78+Lr/88vjHf/zHHq3/4IMPxujRo2P69Okxb968uOmmm+KMM8447D7f/OY347zzzuu+es60adPivPPOix/+8IcF+zjhrWS9B37xi1/Es88+G7/61a9i3LhxMWrUqO4/L730UqE/XDiqrPdBRUVFrFmzJq6++uoYN25c3HDDDVFdXR0/+9nPjnjOgKy91X4pLS2Nr3/96/Gtb30rRo8eHXPmzMl6VE5AST6fz2c9BAAAwMlwxgYAAEiesAEAAJInbAAAgOQJGwAAIHnCBgAASJ6wAQAAkidsAACA5AkbAAAgecIGAABInrABAACSJ2wAAIDk/f8F2hBYdIUzWQAAAABJRU5ErkJggg==", "text/plain": [ - "<Figure size 720x576 with 1 Axes>" + "<Figure size 1000x800 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -858,12 +852,12 @@ "These two variables are in a numpy 2D array\n", "To do that we plan to vizualize data with an 2D histogram as below\n", "\n", - "<img src=\"./img/histogram_2D.png\" width=\"300px\" />\n" + "<img src=\"../images/histogram_2D.png\" width=\"300px\" />\n" ] }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 29, "id": "b61b2420-fc72-40db-9cdd-2435b480946f", "metadata": {}, "outputs": [], @@ -881,7 +875,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 30, "id": "6303918b-b17b-4f1f-91df-abbb2d2012c0", "metadata": {}, "outputs": [], @@ -900,7 +894,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 31, "id": "49d4e338-e548-4802-a23d-417654bdeb42", "metadata": {}, "outputs": [ @@ -928,7 +922,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 32, "id": "6cd41a4c-e741-46df-8538-d6d6da06cfbf", "metadata": {}, "outputs": [ @@ -938,20 +932,18 @@ "Text(0, 0.5, 'Intensity')" ] }, - "execution_count": 36, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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", "text/plain": [ - "<Figure size 432x288 with 2 Axes>" + "<Figure size 640x480 with 2 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -974,7 +966,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 33, "id": "9931f8b0-a239-4752-a2e8-0ba376cc49fb", "metadata": {}, "outputs": [], @@ -984,7 +976,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 34, "id": "b6b1505f-819a-4cb4-b171-453afb715e51", "metadata": {}, "outputs": [ @@ -994,20 +986,18 @@ "Text(0.5, 1.0, 'Scatter plot Iris sepal')" ] }, - "execution_count": 38, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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"text/plain": [ - "<Figure size 576x432 with 1 Axes>" + "<Figure size 800x600 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1023,14 +1013,6 @@ "\n", "plt.title('Scatter plot Iris sepal')" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "b7c86dc3-a042-490e-b79e-70bbc77d82a0", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { @@ -1049,7 +1031,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.10" + "version": "3.11.10" } }, "nbformat": 4, diff --git a/notebooks/data/data_1.npy b/notebooks/data/data_1.npy new file mode 100644 index 0000000000000000000000000000000000000000..033e271f53a566a91eb33919674563fbc195545f GIT binary patch literal 1270208 zcmbST`9D?d7d1th%Pg4-MP#T{$dD<KB10lW68D~Si=>pHqLd`cJTxFORFpLFNJ%tE zNQOe03Jr)PzU%!LzV9zSbnm(M?EUPu)?Ry`H__H{%T^b5wqUkU6`wtU-Un3H$*XMe 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