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November 15, 2021 13:18
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Seaborn heatmap + ipympl
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"id": "1220418c-8976-4d83-acb4-f16b1f6c807e", | |
"metadata": {}, | |
"source": [ | |
"## Seaborn + `%matplotlib widget`" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"id": "925dff20-e2c1-4f9c-bc5e-bc7f1cc226f1", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"%matplotlib widget" | |
] | |
}, | |
{ | |
"cell_type": "raw", | |
"id": "29b37eb2-e99c-418a-998f-5da4ebfe0006", | |
"metadata": { | |
"tags": [] | |
}, | |
"source": [ | |
"!mamba install jupyterlab numpy matplotlib seaborn ipympl=0.8.2 -y" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"id": "47956ea8-8d84-401e-b1ca-9ad5c0a8d114", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"# packages in environment at /home/dominique/.local/miniconda/envs/widget:\n", | |
"#\n", | |
"# Name Version Build Channel\n", | |
"ipympl 0.8.2 pyhd8ed1ab_0 conda-forge\n" | |
] | |
} | |
], | |
"source": [ | |
"!conda list ipympl" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"id": "0fb0b1ff-3874-4920-9763-bd872cfd53eb", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"# packages in environment at /home/dominique/.local/miniconda/envs/widget:\n", | |
"#\n", | |
"# Name Version Build Channel\n", | |
"seaborn 0.11.2 hd8ed1ab_0 conda-forge\n", | |
"seaborn-base 0.11.2 pyhd8ed1ab_0 conda-forge\n" | |
] | |
} | |
], | |
"source": [ | |
"!conda list seaborn" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"id": "8ba3dbb0-b072-4037-841a-e0221e9395e2", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import numpy as np; np.random.seed(0)\n", | |
"import seaborn as sns; sns.set_theme()\n", | |
"import matplotlib.pyplot as plt" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "9d4c3868-e4f1-4b9a-a02c-1641582be526", | |
"metadata": {}, | |
"source": [ | |
"## Data" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"id": "03743091-0355-486c-b83f-58c5eef70b16", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"uniform_data = np.random.rand(10, 12)\n", | |
"tips = sns.load_dataset(\"tips\")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "c20eb8f9-aa33-45a1-8747-4db561140dc9", | |
"metadata": {}, | |
"source": [ | |
"## Plots without `plt.close(\"all\")`" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"id": "1c3f5eaf-8dbb-40df-ab48-7cdbd036271c", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<AxesSubplot:xlabel='total_bill', ylabel='tip'>" | |
] | |
}, | |
"execution_count": 6, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"application/vnd.jupyter.widget-view+json": { | |
"model_id": "4251d393e2824697a0fb162f2193bade", | |
"version_major": 2, | |
"version_minor": 0 | |
}, | |
"text/html": [ | |
"\n", | |
" <div style=\"display: inline-block;\">\n", | |
" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n", | |
" Figure\n", | |
" </div>\n", | |
" <img 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' width=640.0/>\n", | |
" </div>\n", | |
" " | |
], | |
"text/plain": [ | |
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, ax = plt.subplots(nrows=1, ncols=1)\n", | |
"sns.scatterplot(data=tips, x=\"total_bill\", y=\"tip\", hue=\"time\", ax=ax)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"id": "c7096a42-5093-46de-bd50-af6e5c2e896a", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<AxesSubplot:>" | |
] | |
}, | |
"execution_count": 7, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"application/vnd.jupyter.widget-view+json": { | |
"model_id": "a76bcb30b9e94be19cc9f9191cc009b9", | |
"version_major": 2, | |
"version_minor": 0 | |
}, | |
"text/html": [ | |
"\n", | |
" <div style=\"display: inline-block;\">\n", | |
" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n", | |
" Figure\n", | |
" </div>\n", | |
" <img src='data:image/png;base64,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' width=640.0/>\n", | |
" </div>\n", | |
" " | |
], | |
"text/plain": [ | |
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, ax = plt.subplots(nrows=1, ncols=1)\n", | |
"sns.heatmap(uniform_data, ax=ax)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"id": "bd2cb5f9-f374-4881-990a-eb853a3c0a4e", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<AxesSubplot:xlabel='day', ylabel='total_bill'>" | |
] | |
}, | |
"execution_count": 8, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"application/vnd.jupyter.widget-view+json": { | |
"model_id": "5331438a6051472f8e70a6e1f56845d5", | |
"version_major": 2, | |
"version_minor": 0 | |
}, | |
"text/html": [ | |
"\n", | |
" <div style=\"display: inline-block;\">\n", | |
" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n", | |
" Figure\n", | |
" </div>\n", | |
" <img 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' width=640.0/>\n", | |
" </div>\n", | |
" " | |
], | |
"text/plain": [ | |
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, ax = plt.subplots(nrows=1, ncols=1)\n", | |
"sns.swarmplot(data=tips, x=\"day\", y=\"total_bill\", hue=\"smoker\", ax=ax)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"id": "7b1e6cf0-529c-44f0-be0d-86c7fc10213a", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<AxesSubplot:>" | |
] | |
}, | |
"execution_count": 9, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"application/vnd.jupyter.widget-view+json": { | |
"model_id": "dbefbc6a6ecf4e71bfa79830c674a2d2", | |
"version_major": 2, | |
"version_minor": 0 | |
}, | |
"text/html": [ | |
"\n", | |
" <div style=\"display: inline-block;\">\n", | |
" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n", | |
" Figure\n", | |
" </div>\n", | |
" <img src='data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAoAAAAHgCAYAAAA10dzkAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAy90lEQVR4nO3df3zP9f7/8fvM1iJv8qvTaGH5Mb9zPg5DVqaETccpvvvkZ41ijE8OiZwKy3bKkQip0E4+SCWi0hGd0S+nT/IjqcPstFDyc2+/N3u/vn907NIa8zq893rl+bpdP5f35dNee7297k5a956P5+v1DrEsyxIAAAA8o5zbAQAAAOAsCiAAAIDHUAABAAA8hgIIAADgMRRAAAAAj6EAAgAAeAwFEAAAwGMogAAAAB5DAQQAAPAYCiAAAIDHUAABAAA8hgIIAADgMRRAAAAAj6EAAgAAeAwFEAAAwGMogAAAAB5DAQQAAPAYCiAAAIDHUAABAAA8hgIIAADgMRRAAAAAj6EAAgAAeAwFEAAAwGMogAAAAB5DAQQAAPAYCiAAAIDHUAABAAA8hgIIAADgMRRAAAAAj6EAAgAAeAwFEAAAwGMogAAAAB5DAQQAAPAYCiAAAIDHUAABAAA8hgIIAADgMRRAAAAAj6EAAgAAeAwFEAAAwGMogAAAAB5DAQQAAPAYCiAAAIDHUAABAAA8hgIIAADgMRRAAAAAj6EAAgAAeAwFEAAAwGMogAAAAB5DAQQAAPAYCiAAAIDHUAABAAA8hgIIAADgMRRAAAAAj6EAAgAAeAwFEAAAwGMogAAAAB5DAQQAAPCY8m4HuNJlN+3idgT95i6f2xF04tMf3Y4g//cRbkfQ1sPV3I6gTrd973YEbfjgN25H0O1v9nA7giSpXO3GbkdQZuzTbkdQ34nu/5n4V8ZXbkdQzM53yvwaBQd3B+XXCateLyi/Dn6dKIAAAJgkUOh2AlwBKIAAAJjECridAFcA9gACAAB4DCuAAACYJMAKIC6OAggAgEEsRsCwgREwAACAx7ACCACASRgBwwYKIAAAJmEEDBsYAQMAAHgMK4AAAJiEB0HDBgogAAAmYQQMGxgBAwAAeAwrgAAAmIS7gGEDBRAAAIPwIGjYQQEEAMAkrADCBmML4O7du7V+/XplZ2crLy9PklS5cmVFR0erY8eOqlevnssJAQAA3GFcATxz5oz+9Kc/aeXKlQoLC1NUVJR8Pp8sy9Lu3bu1YsUK/fnPf1aPHj00efJkhYeHux0ZAIDgYQQMG4wrgFOnTtX69ev19NNP64477ihR8PLz87VmzRqlpaVp6tSpGj9+vEtJAQAoAzwHEDYY9xiYt99+W+PGjVNCQsJ5V/fCw8PVvXt3jR07VqtWrXIhIQAAgLuMWwE8deqUqlevftHzqlevrlOnTjmQCAAABzEChg3GrQC2atVKs2bNKrrx43zy8vI0e/Zs/fa3v3UwGQAADggEgvOC0YxbAfzTn/6k/v3769Zbb1W7du0UHR2tSpUqKSQkRH6/X9nZ2frkk0/k8/mUmZnpdlwAAADHGVcA69Spo7fffluLFy/Whg0b9Prrr8vv90uSfD6foqOjNXToUCUlJalSpUoupwUAIMgYAcMG4wqgJFWqVEkPPPCAHnjgAbejAADgLMa3sMG4PYAAAAAonZErgAAAeJVl8RxAXBwFEAAAk7AHEDZQAAEAMAl7AGEDewABAAA8hhVAAABMwggYNlAAAQAwSYCbQHBxjIABAAA8hhVAAABMwggYNlAAAQAwCXcBwwZGwAAAAB7DCiAAACZhBAwbKICXKSzirNsRVP6/H3A7gm6e/T9uR1B4Off/OH9/YofbEXSkd4rbERQf973bEWSdPuF2BElSSHiE2xHU98nabkfQxw/nuB1BsRPrux3BGYyAYQMjYAAAAI9xf8kEAAAEDyuAsIECCACAQSyLB0Hj4iiAAACYhBVA2MAeQAAAAI9hBRAAAJPwGBjYQAEEAMAkjIBhAyNgAAAAj2EFEAAAkzAChg0UQAAATMIIGDYwAgYAAPAYVgABADAJI2DYQAEEAMAkjIBhAyNgAAAAj2EFEAAAk7ACCBs8uwJ45MgRffbZZ27HAAAguKxAcF4wmmcL4D/+8Q/179/f7RgAAARXIBCcF4zm2QIIAADgVcbtAUxMTLR13okTJ8o4CQAALmB8CxuMK4C7d+/WTTfdpMaNG5d63t69e/X99987lAoAAIcwvoUNxhXA+vXr68Ybb1R6enqp57333nvcBAIAADzJuALYvHlzbdiwwda5lmWVcRoAABzGCBg2GFcABw0apLi4uIueFxcXp7Vr1zqQCAAABzEChg3GFcCoqChFRUVd9LyIiAjVqlXLgUQAAAC/LsYVQAAAPI0VQNhAAQQAwCTsb4cNPAgaAAAEVU5OjpKTk9WyZUvFxsYqLS1Np0+fvuj7Tp48qalTp6pz585q0aKF7rjjDs2cOVP5+fkOpPYWVgABADCJyyNgv9+vAQMGKDIyUjNmzNDhw4eVnp6uo0ePaurUqaW+94knntD777+vhx56SPXr19fWrVs1Y8YM5eXlacKECQ79DryBAggAgElcLoBLliyR3+/X8uXLVbVqVUlSaGioRo8eraFDhyo6Ovq87zt79qxWr16tQYMGqV+/fpKktm3bat++fXrnnXcogEHGCBgAAJNYgeC8LtH69esVGxtbVP4kqUuXLgoPD1dWVtaFY1uWCgsLValSpWLHfT4fz+0tAxRAAAAQNNnZ2SVW+cLDwxUVFaXs7OwLvi8sLEx/+MMf9Morr2jLli06ceKEPv30Uy1dulR9+vQp69iewwgYAACTBGkEHB8fX+r3L/RhCn6/Xz6fr8Rxn8+nvLy8Un/NJ554Qo8//rh69+5ddKxfv34aPny4jcT4T1AAAQAwya90XGpZlkJCQko9Z+rUqfr73/+uyZMnq27dutq+fbtmzJghn8+nESNGOJTUGyiAAACghEv9uFSfzye/31/i+LFjxy54A4gk/fOf/9T8+fM1e/bsotXH1q1bKyQkRE899ZT69OmjatWqXVImlMQeQAAATBIIBOd1iaKjo0vs9cvPz1dubm6pBXDXrl2SpJiYmGLHY2JidPbsWe3du/eSM6EkCiAAACZxuQB27NhRn376qY4cOVJ0bM2aNcrPz1dcXNwF31erVi1J0vbt24sd//LLLyVJtWvXvuRMKIkR8GXq9t0JtyPow8lT3I6gWldXdzuCNmSlux1BO7u4//firZRtbkfQuqvcf2r/M2N/HZ+H+vekNW5HUMMbDrodQd3y/ul2BO1bWc/tCKowxO0EZS8pKUkLFy5USkqKUlJSdOjQIWVkZCgxMbHYCuD48eO1fPlyffXVV5Kkpk2bqnnz5nr88cd18OBB1a1bV9u2bdPs2bPVrVu3Yo+VweWjAAIAYJLLeIZfMPh8PmVmZiotLU2pqamKiIhQQkKCRo8eXey8QCCgwsLCoq9DQ0P1/PPP69lnn9WLL76ogwcP6vrrr1ffvn01ZIgHmrPDKIAAABjECrh/F3DdunU1b968Us/JyMhQRkZGsWPVqlXTpEmTyjIa/o09gAAAAB7DCiAAACZx+bOAcWWgAAIAYBKX9wDiykABBADAJL+CPYD49WMPIAAAgMewAggAgEnYAwgbKIAAAJiEAggbGAEDAAB4DCuAAACYxOImEFwcBRAAAJMwAoYNjIABAAA8hhVAAABMwnMAYQMFEAAAk/BJILDB2BFwQUGBDh48KOsCm2GPHz+uzz77zOFUAAAA7jOuAFqWpaefflqtW7fWLbfcotjYWM2dO1eFhYXFzsvOzlb//v1dSgkAQBkJWMF5wWjGjYCXLFmizMxM9e3bVzExMfq///s/zZw5U+vXr9fs2bNVuXJltyMCAFBmLO4Chg3GrQAuXrxYDz74oB555BHdddddmjx5shYvXqx9+/apT58++uGHH9yOCABA2WEFEDYYVwC/++47tWnTptixZs2aaenSpSpfvrx69+6tnTt3upQOAADAfcYVwMqVK+vgwYMljteoUUMLFy5UVFSU+vTpo88//9yFdAAAlDErEJwXjGZcAWzSpInef//9837vmmuu0fz589WqVSs99dRTDicDAMABjIBhg3EFMCEhQXv37tWRI0fO+/3w8HDNmjVLvXv31vXXX+9wOgAAAPcZdxdw165d1bVr11LPCQ0N1aRJkxxKBACAg7gLGDYYVwABAPA0xrewwbgRMAAAAErHCiAAACbhDl7YQAEEAMAkjIBhAyNgAAAAj2EFEAAAg/BZwLCDAggAgEkYAcMGCiAAACahAMIG9gACAAB4DCuAAACYhMfAwAYKIAAAJmEEDBsogJfp762ucjuCCo+7/197G7LS3Y6g/GfT3I6gtWeruh1B9axCtyPoL/fkux1BdR9Z43YESdLO3lFuR5DKuf+jvtuPLd2OoM6fH3Y7gr5wOwDwb+7/VAAAAEFjsQIIGyiAAACYhAIIG7gLGAAAwGNYAQQAwCR8EghsoAACAGASRsCwgREwAACAx7ACCACASVgBhA0UQAAADGJZFEBcHAUQAACTsAIIG9gDCAAA4DGsAAIAYBJWAGEDBRAAAIPwUXCwgxEwAACAx7ACCACASVgBhA0UQAAATMInwcEGRsAAAAAeY+wK4IEDB3T27Fldf/31kn56MOaaNWv07bffKioqSvHx8Spf3tjfPgDAo7gJBHYY14COHz+ukSNH6uOPP5YkderUSX/5y1/04IMPauPGjQoNDVVhYaFiYmK0cOFCVaxY0eXEAAAEEQUQNhg3An7uuee0fft2TZo0Sc8++6z27t2rESNGKDc3V2+88Ya2bdumhQsX6sCBA1qwYIHbcQEAABxn3Arg+++/r9TUVPXq1UuSVKtWLd19992aPHmymjRpIkn6r//6LyUnJ2vZsmUaPny4m3EBAAgubgKBDcYVwP3796tBgwZFX9evX7/Y/z+nUaNG2rt3r6PZAAAoa+wBhB3GFcBrrrlGeXl5RV+XL19e1113nSpUqFDsvDNnzqhcOeMm4AAAr2MFEDYY14Buuukmbdu2rejrcuXKKSsrq9iqoCR98803ioqKcjoeAACA64xbAXzwwQeLrQBeyJdffqmuXbs6kAgAAOcwAoYdxhXADh062Dpv5syZZZwEAAAXMAKGDcaNgAEAAFA641YAAQDwMosVQNhAAQQAwCQUQNjACBgAAMBjKIAAABjECgTndTlycnKUnJysli1bKjY2VmlpaTp9+rSt9x49elRPPPGEOnTooGbNmqlLly5asmTJ5QVCCYyAAQAwicsjYL/frwEDBigyMlIzZszQ4cOHlZ6erqNHj2rq1KmlvvfEiRPq16+frrrqKo0fP17VqlXTt99+q4KCAofSewcFEAAABM2SJUvk9/u1fPlyVa1aVZIUGhqq0aNHa+jQoYqOjr7ge+fOnavTp0/rtddeU0REhCSpTZs2juT2GkbAAAAYxO0R8Pr16xUbG1tU/iSpS5cuCg8PV1ZWVqnvfeONN3TPPfcUlT+UHQogAAAGcbsAZmdnl1jlCw8PV1RUlLKzsy/4vu+++04HDx6Uz+fTgw8+qKZNm6pNmzaaOHGi7f2DsI8RMAAABgnWcwDj4+NL/f7atWvPe9zv98vn85U47vP5Sv2o1oMHD0qSnnrqKd1555168cUXtWvXLk2bNk0FBQVKS0v7D9LjYiiAAACgzFmWpZCQkAt+PxD4qblGR0crPT1dkhQbG6uzZ8/qqaee0siRI1WjRg1HsnoBBfAyTd9Ry+0Iuq7Q/Un+7+/9k9sRtPm7mm5HUMqXk9yOoCYxvd2OoCZLr3c7ghpc4/4/m5JknS50O4Ie2nCt2xE08syF/8XvlAVX/8btCM6wgvO/9YVW+C7G5/PJ7/eXOH7s2LFSbwCpUqWKJKlt27bFjrdt21aBQEDZ2dkUwCByvzkAAICgcXsPYHR0dIm9fvn5+crNzS21AN5www0KCwsr+fuxLElSuXJUlmDif00AABA0HTt21KeffqojR44UHVuzZo3y8/MVFxd3wfeFh4erffv2+uSTT4od/+STT1S+fHnddNNNZZbZiyiAAAAYxAqEBOV1qZKSklSpUiWlpKRow4YNWr58uSZPnqzExMRiK4Djx49X48aNi7132LBh+uabb/Twww/rww8/1Msvv6yZM2eqT58+xR4rg8vHHkAAAAwSrLuAL5XP51NmZqbS0tKUmpqqiIgIJSQkaPTo0cXOCwQCKiwsvke2efPmmjt3rv7yl79oyJAhqlKlivr27auRI0c6+VvwBAogAAAIqrp162revHmlnpORkaGMjIwSx9u3b6/27duXVTT8GwUQAACDWEG6CxhmowACAGAQt0fAuDJwEwgAAIDHsAIIAIBBLucOXngHBRAAAIP8+7nJQKkogAAAGIQVQNjBHkAAAACPYQUQAACDsAIIOyiAAAAYhD2AsIMRMAAAgMd4qgCePHlSSUlJ2rFjh9tRAAAoE1YgJCgvmM24EfD27dsv+L2TJ09q8+bN+vLLLxUI/PSo9CZNmjgVDQCAMsdHwcEO4wrg3XffrZCQn/7wW5ZV9Nc/99hjjxV9j9VAAADgNcYVwJo1ayoQCGjEiBGqU6dOse+dOHFCQ4cO1SOPPKKYmBh3AgIAUIb4LGDYYVwBXL16tWbNmqX09HTde++9SklJUcWKFSVJx44dkyQ1btxYrVu3djMmAABlIsAIGDYYdxNIhQoVNGbMGL3++uv6+uuv1aVLF7355ptuxwIAAPjVMK4AnhMdHa158+ZpwoQJmjFjhnr16qUvvvjivHsCAQAwhWWFBOUFsxlbAM+588479e677yo2NlbDhg1zOw4AAGWKx8DADuP2AJ5PRESERo0apaSkJO3Zs4cbQAAAxuKTQGCHJwrgOZGRkYqMjHQ7BgAAgKs8VQABADAd41vYQQEEAMAgPAYGdhh/EwgAAACKYwUQAACD8AgX2EEBBADAINwFDDsYAQMAAHgMK4AAABiEm0BgBwUQAACDsAcQdjACBgAA8BhWAAEAMAg3gcAOCiAAAAZhDyDsoABepqyC/W5H0MGCY25HUP/GldyOoIl79rgdQXNaDXc7gkZENHI7gpKnNnA7gpoPW+F2BElS+D3/z+0Iynp3idsRNHfb/7odQWr5mNsJHMEeQNjBHkAAAACPYQUQAACDMAKGHRRAAAAMwj0gsIMRMAAAgMewAggAgEEYAcMOCiAAAAbhLmDYwQgYAADAY1gBBADAIAG3A+CKQAEEAMAglhgB4+IYAQMAAHgMK4AAABgkwIMAYQMFEAAAgwQYAcMGCiAAAAZhDyDsYA8gAACAx7ACCACAQXgMDOygAAIAYBBGwLDDMwXw4MGD2rFjhySpcePGqlatmsuJAAAA3GFcAZw2bZr69Omj6667TpIUCAQ0ZcoULVmyRIWFhbIsS+XLl1e/fv00duxYl9MCABBcjIBhh3EF8MUXX1Tnzp2LCuBLL72kRYsWaeDAgeratassy9I777yjzMxM1a5dW3369HE5MQAAwUMBhB3GFUDLKv4EzKVLl+ree+/Vww8/XHSsefPmOnnypJYuXUoBBAAAnmP8Y2D27dunTp06lTgeHx+vf/3rX84HAgCgDFkKCcoLZjNuBVCSjh8/rqNHj0qSrr322hKrgueUK2d8/wUAeEyA7gYbjCyAycnJRX9tWZa2bNmi9u3bFztn586dRfsEAQAAvMS4Apienl7iWI0aNUoc++STT9SxY0cnIgEA4Bg+Cxh2GFcAe/bsaeu8efPmlXESAACcd/5NT0BxxhVAAAC8jMfAwA7uggAAAPAYVgABADBIIIQ9gLg4CiAAAAZhDyDsYAQMAADgMRRAAAAMEgjS63Lk5OQoOTlZLVu2VGxsrNLS0nT69On/6NdYs2aNGjZsqISEhMtMg/NhBAwAgEHc/iQQv9+vAQMGKDIyUjNmzNDhw4eVnp6uo0ePaurUqbZ+jdOnTys9PV3Vq1cv47TeRQEEAABBs2TJEvn9fi1fvlxVq1aVJIWGhmr06NEaOnSooqOjL/przJ07V5GRkapdu7a+/PLLso7sSYyAAQAwSEAhQXldqvXr1ys2Nrao/ElSly5dFB4erqysrIu+Pzc3VwsWLNCECRMuOQMujgIIAIBBrCC9LlV2dnaJVb7w8HBFRUUpOzv7ou9/8sknddddd6lRo0aXkQIXwwgYAACDBGsPYHx8fKnfX7t27XmP+/1++Xy+Esd9Pp/y8vJK/TXXrVunL774QqtXr7YfFJeEAniZ1v3fc25H0NH+Q9yOoPKNarsdQf98fYPbEdS+xu/cjqAXTl/8v7DL2r8eLnQ7gq4qF+Z2BElS+sgtbkfQlLAYtyPohpg/uB1BOwfe5HYET7MsSyGlPKT6zJkzmjJlilJTU4uNj1E2KIAAABgkWJ8FfKEVvovx+Xzy+/0ljh87dqzUG0AyMzNVrlw5de/evej9BQUFCgQC8vv9ioiIUHh4+CVlQkkUQAAADOL2J4FER0eX2OuXn5+v3Nxc3X333Rd83+7du/Xtt98qNja2xPdat26tJ554Qv/93/8d9LxeRQEEAABB07FjR82ZM0dHjhzRtddeK+mnhzrn5+crLi7ugu8bPHiwevbsWezYCy+8oJycHKWnp6tOnTplGdtzKIAAABjE7QdBJyUlaeHChUpJSVFKSooOHTqkjIwMJSYmFhsBjx8/XsuXL9dXX30l6aeVw1+OiN98803t379fbdq0cfT34AUUQAAADBKsPYCXyufzKTMzU2lpaUpNTVVERIQSEhI0evToYucFAgEVFrp/w5hXUQABAEBQ1a1bV/PmzSv1nIyMDGVkZFz0HJQNCiAAAAZxewUQVwYKIAAABrFc3gOIKwMfBQcAAOAxrAACAGAQRsCwgwIIAIBBKICwgwIIAIBB3P4kEFwZ2AMIAADgMawAAgBgELc/CQRXBgogAAAGYQ8g7GAEDAAA4DGeWAE8fvy4Xn31Ve3atUshISGKiYlRr169FBER4XY0AACCihVA2GFcAUxJSVGNGjU0ceJESdLXX3+t+++/X8ePH1e9evVkWZZWrlyp+fPna8GCBapTp467gQEACCLuAoYdxo2AN2/erFtuuaXo6yeffFKRkZFau3atli9frhUrVuj999/Xtddey4dMAwAATzKuAB4/flxVqlQp+vqLL75QamqqatSoUXTsuuuuU0pKijZu3OhCQgAAyk4gJDgvmM24Ali3bl1t3bq16Gufz6eCgoIS5xUUFCgsLMzJaAAAlLlAkF4wm3EFsG/fvpozZ44++eSToq+nTZum7OzsonN27dqlZ599VnFxcW7FBAAAcI1xN4H06tVLP/zwgwYNGqQbbrhBDRo00A8//KCEhARVq1ZNknTo0CHFxMRo3LhxLqcFACC4uAkEdhhXACUpNTVV3bp107Jly7R161bVrFlTlmWpcuXKio6O1q233qrbb79d5coZtwAKAPC4ABUQNhhZACUpOjpaY8aMcTsGAACOYv8e7GAJDAAAwGOMXQEEAMCLGADDDgogAAAGYQQMOxgBAwAAeAwrgAAAGIRP8YAdFEAAAAzCY2BgByNgAAAAj2EFEAAAg7D+BzsogAAAGIS7gGEHI2AAAACPYQUQAACDcBMI7KAAXqbvE4e7HUFPHqzpdgSlZh9yO4JqXF3F7Qgac92PbkfQU/PT3I6gJ7vPdzuCPu7hczuCJOnWVd+6HUFjB0W6HUEbX2nhdgTd/cZRtyPob9PL/hrUP9hBAQQAwCDsAYQd7AEEAADwGFYAAQAwCHsAYQcFEAAAg1D/YAcjYAAAAI9hBRAAAINwEwjsoAACAGAQiyEwbGAEDAAA4DGsAAIAYBBGwLCDAggAgEF4DAzsYAQMAADgMawAAgBgENb/YAcFEAAAgzAChh0UQAAADMJNILCDPYAAAAAewwogAAAG4UHQsMO4FcB33nlHR48edTsGAACuCATpBbMZtwI4atQolS9fXh06dFCPHj3UqVMnRUREuB0LAADgV8O4AihJd9xxh7Zu3apRo0bp6quvVufOnZWQkKAOHTooNDTU7XgAAJQZRsCww8gCOHDgQDVv3lybNm3SqlWr9N5772nlypW69tpr1bVrVyUkJKhVq1ZuxwQAIOgY38IOIwvgOa1atVKrVq306KOP6sMPP9SqVau0YsUKLV68WNdff70SEhI0atQot2MCAAA4yugCeE5oaKji4uIUFxenM2fOaO3atVq5cqVefvllCiAAwCgBixEwLs4TBfDnrrrqKnXr1k3dunWT3+93Ow4AAEFF/YMdxj0GpnXr1qpYsaKtc30+XxmnAQAA+PUxbgXwlVdecTsCAACu4bOAYYdxBRAAAC/jMTCwgwIIAIBBeAwM7DBuDyAAAABKxwogAAAGYQ8g7KAAAgBgEPYAwg5GwAAAAB7DCiAAAAb5NdwEkpOTo7S0NH3++ee6+uqr1b17d40ePVoREREXfM/x48e1YMECrV+/Xjk5OSpfvryaNGmiUaNGqUmTJg6m9wZWAAEAMIhlWUF5XSq/368BAwboxIkTmjFjhsaOHauVK1dqwoQJpb5v3759evXVV9WuXTs988wzSk9PVyAQUFJSkrZv337JeXB+rAACAICgWbJkifx+v5YvX66qVatKkkJDQzV69GgNHTpU0dHR531f7dq1tWbNGl199dVFx9q1a6f4+HgtXLhQ6enpjuT3ClYAAQAwSEBWUF6Xav369YqNjS0qf5LUpUsXhYeHKysr64Lvq1ChQrHyJ0lXXXWVoqOj9eOPP15yHpwfBRAAAIMEgvS6VNnZ2SVW+cLDwxUVFaXs7Oz/6Nc6efKkduzYoXr16l1GIpwPI+DLFBbh/nbbzB82uh1B0xcNcTuCvk2a5XYEVf7tdW5H0EPd57odQU8PvvBGb6eE9X/a7QiSpBZrJrkdQUf+dtDtCHo4yv2flQWnQt2OcEWJj48v9ftr164973G/3y+fz1fiuM/nU15e3n+UYfr06Tp16pT69u37H70PF0cBBADAIL/W5wBalqWQkBDb569cuVKZmZl67LHHdOONN5ZhMm+iAAIAYJBgfRLIhVb4Lsbn88nv95c4fuzYsQveAPJLH330kcaNG6fk5GT16dPnknKgdOwBBADAIG4/BiY6OrrEXr/8/Hzl5ubaKoBbt27V8OHDdeedd2rMmDGXnAOlowACAICg6dixoz799FMdOXKk6NiaNWuUn5+vuLi4Ut+bnZ2twYMHq1WrVkpPT/+PRsb4z1AAAQAwiNt3ASclJalSpUpKSUnRhg0btHz5ck2ePFmJiYnFVgDHjx+vxo0bF3196NAhJScnKywsTIMGDdL27du1efNmbd68WV999dVlJML5sAcQAACDuH0TiM/nU2ZmptLS0pSamqqIiAglJCRo9OjRxc4LBAIqLCws+nrXrl36/vvvJUkDBw4sdm6tWrW0bt26Ms/uJRRAAAAQVHXr1tW8efNKPScjI0MZGRlFX7dp00bffPNNWUfDv1EAAQAwSLDuAobZKIAAABjkcu7ghXdwEwgAAIDHsAIIAIBBGAHDDgogAAAGcfsuYFwZGAEDAAB4DCuAAAAYJMBNILCBAggAgEGof7CDAggAgEG4CQR2GFkAT5w4oU2bNsmyLMXGxiosLEwnTpzQa6+9pu+++061a9dWYmKiqlev7nZUAAAAxxlXAHNycnT//fcXfZ5g/fr19dJLL2nQoEH617/+pZo1a2r//v16/vnntXDhQtWvX9/lxAAABA8rgLDDuLuAp02bpooVK2rp0qV69913Vbt2bQ0aNEgRERHKysrS2rVr9cEHHygyMlLTp093Oy4AAEFlWVZQXjCbcQVw06ZNSk1NVfPmzVW3bl09+uij2rlzpx588EFVrVpVklSjRg098MAD2rJli8tpAQAAnGfcCPj06dPy+XxFX1euXFmSVKlSpWLnVa5cWSdPnnQ0GwAAZY0RMOwwbgUwOjpab731VtHXb731lipWrKgPPvig2Hlr167VjTfe6HQ8AADKlBWk/4PZjFsBfOCBB5SamqrPPvtMFStWVHZ2tp577jmNGTNG+/btU6NGjbR9+3atW7dOkyZNcjsuAACA44xbAezcubPmzZuntm3bKiYmRi+//LJuvfVWzZ07V3v37tULL7ygnJwcTZgwQb169XI7LgAAQcVNILDDuBVASWrXrp3atWtX7FirVq30xhtvuJQIAABnsAcQdhi3AggAAIDSGbkCCACAVzG+hR0UQAAADMIIGHZQAAEAMAiPcIEd7AEEAADwGFYAAQAwSIA9gLCBAggAgEEYAcMORsAAAAAewwogAAAGYQQMOyiAAAAYhBEw7GAEDAAA4DGsAF6mEd/53I4g/1evux1B62KnuR1Bx94c43YEFX7wgdsRdI1C3Y6gcvXquh1Bi9o+7XYESdKcJb93O4IOj53vdgRVeTLZ7Qg6++ZrbkdwBCNg2EEBBADAIIyAYQcjYAAAAI9hBRAAAIMwAoYdFEAAAAzCCBh2UAABADCIZQXcjoArAHsAAQAAPIYVQAAADBJgBAwbKIAAABjE4iYQ2MAIGAAAwGNYAQQAwCCMgGEHBRAAAIMwAoYdjIABAAA8hhVAAAAMwieBwA4KIAAABuGTQGAHI2AAAACPYQUQAACDcBMI7DC2AB4+fFgbNmzQ7t27dfToUZUrV07Vq1fXzTffrNjYWIWEhLgdEQCAoOMxMLDDuAIYCAQ0depUvfLKKyooKCg6Xr58efl8Ps2cOVO1a9fWlClT9Lvf/c7FpAAABB8rgLDDuD2As2bN0qJFi/TQQw9p5cqVeu+995SRkaEaNWpo4MCB+vjjj5WYmKhBgwZp69atbscFAABwnHErgG+88YYeeughDRgwoOjYjTfeqNq1a+v+++/Xvffeq5EjR+rHH3/U9OnTNX/+fBfTAgAQXDwGBnYYtwJ46NAh3XTTTSWO169fX/n5+dq3b58kKT4+Xlu2bHE6HgAAZcqyrKC8YDbjCmD9+vW1YsWKEsdXrFih8uXLKzIyUpIUERHhdDQAAIBfBeNGwKmpqRo2bJiys7PVoUMHhYWFadu2bVq/fr0GDhyoa665RpK0Y8eO864UAgBwJeMuYNhhXAG87bbbtGjRIs2cOVOvv/66zpw5ozp16mjKlCnq2bNn0XmtW7dW+/btXUwKAEDwMb6FHcYVQElq2bKl5s2bV+o5zZs3dygNAADAr4uRBRAAAK/iLmDYQQEEAMAgFnsAYYNxdwEDAACgdKwAAgBgEEbAsIMCCACAQbgLGHZQAAEAMAh7AGEHewABAAA8hhVAAAAMwggYdlAAAQAwCAUQdjACBgAA8BhWAAEAMAjrf7AjxGKtGAAAwFMYAQMAAHgMBRAAAMBjKIAAAAAeQwEEAADwGAogAACAx1AAAQAAPIYCCAAA4DEUQAAAAI+hAAIAAHgMBRAAAMBjKIAAAAAeQwEEAADwGAqgS3JycpScnKyWLVsqNjZWaWlpOn36tGPX//bbb/XYY4/prrvuUuPGjZWQkODYtc959913lZKSori4OLVs2VKJiYlatGiRAoGAYxk2bNigvn37qm3btmratKni4+OVnp6uY8eOOZbhl06cOKGOHTuqYcOG2rZtmyPXXLZsmRo2bFjiNXXqVEeu/3OvvfaaevTooWbNmik2NlZDhgxx7Nr9+vU77/8ODRs21Ntvv+1Yjvfff1+9evVSq1at1K5dOw0fPly7d+927PqS9MEHH6hnz55q2rSp4uLiNGPGDBUWFpbZ9ez+TMrKytLvf/97NWvWTLfffrv+93//19EMH330kf74xz+qc+fOatiwoSZNmhS06wNOKu92AC/y+/0aMGCAIiMjNWPGDB0+fFjp6ek6evSoY//C3blzp7KystSiRQsFAgFZluXIdX9uwYIFioyM1MMPP6xq1app48aNevLJJ/Xdd99p7NixjmTIy8vTzTffrAEDBsjn82nnzp2aOXOmdu7cqfnz5zuS4Zdmz55dpv+iLc1LL72kSpUqFX193XXXOXr9mTNn6uWXX9aQIUPUokUL5eXlacOGDY5d//HHH9fx48eLHcvMzNTf/vY3xcbGOpLh448/1vDhw9WjRw/9z//8j/x+v5577jndd999evvtt3XNNdeUeYbNmzcrJSVF3bp106hRo5Sdna1nnnlGp06dKrN/Nu38TPriiy+UkpKiu+66S4888og2bdqktLQ0hYeHq1evXo5kWL9+vXbs2KHWrVsrLy/vsq8JuMaC4+bOnWu1aNHCOnToUNGxt956y2rQoIG1a9cuRzIUFhYW/fXYsWOt7t27O3Ldn/v57/+cKVOmWM2aNbPOnDnjeJ5zXn31VatBgwbWDz/84Pi1d+3aZbVs2dJavHix1aBBA2vr1q2OXPeNN96wGjRocN6/J07ZtWuXFRMTY23YsMG1DOfTqVMna/DgwY5db/z48dZtt91mBQKBomNbtmyxGjRoYP397393JMP9999v9ezZs9ixl156yWrSpIl14MCBMrmmnZ9JycnJ1j333FPs2IQJE6z27dsXe39ZZvj5Obfddps1ceLEy74u4AZGwC5Yv369YmNjVbVq1aJjXbp0UXh4uLKyshzJUK6c+3/rf/77PycmJkZnzpzR0aNHnQ/0b1WqVJEknT171vFrP/nkk0pKSlLdunUdv7bbli1bphtuuEEdOnRwO0qRTZs2ac+ePUpMTHTsmmfPnlXFihUVEhJSdOznq7JO2LFjR4m/D7fccosKCgr04Ycflsk1L/YzKT8/X59++qm6d+9e7HhiYqIOHDigr776qswz2D0HuBLwJ9kF2dnZio6OLnYsPDxcUVFRys7OdinVr8Pnn3+uKlWqqFq1ao5et7CwUGfOnNH27ds1a9Ys3XbbbapVq5ajGVavXq2vv/5aw4YNc/S6P5eQkKCYmBjFx8dr7ty5jo6it2zZogYNGmjWrFmKjY1V06ZN1bdvX+3YscOxDL+0atUqXX311YqPj3fsmvfcc492796tV155RX6/X3v27NGf//xnRUdHOzaGPnPmjMLCwoodCw8PlyTXfkbl5uaqoKBA9erVK3b8pptukuReLuBKxR5AF/j9fvl8vhLHfT6fp/eUbNu2TcuWLdOwYcMUGhrq6LVvu+027d+/X9JPKx3Tpk1z9PqnTp1SRkaGRo0a5cger1+qUaOGUlNT1aJFC4WEhGjdunWaPn269u/fr8cee8yRDAcOHND27du1c+dOTZw4UWFhYUV73/72t7+d95+ZsnT27FmtXr1a8fHxqlChgmPXbd26tZ577jn98Y9/VFpamqSfSs78+fOLSlhZq1OnjrZu3Vrs2ObNmyXJtZ9R5677yz8H57728s9O4FJQAH9FLMsqNvbxkgMHDmjEiBFq1qyZBg8e7Pj1X3jhBZ08eVK7du3S7NmzNWTIEC1YsMCxIjpnzhxVq1ZNf/jDHxy53i/dcsstuuWWW4q+7tChg6666iplZmZqyJAhqlmzZplnsCxLJ0+e1MyZM1W/fn1JUpMmTRQfH69XX33V8T8XH330kQ4dOuT4HfKbNm3SmDFjdPfdd6tTp046fvy4nn/+eQ0ePFiLFy925D8Q+vTpo3HjxikzM1N33XWXdu3apenTpys0NNT1n1EXur7buYArDSNgF/h8Pvn9/hLHjx075vgqx6/BsWPHNHjwYEVERGjOnDklRk9OaNSokVq1aqXevXvrueee08aNG7VmzRpHrr13717Nnz9fI0aM0PHjx+X3+3Xy5ElJ0smTJ3XixAlHcvxS165dVVhY6NgItnLlyqpevXpR+ZOkmjVrql69etq1a5cjGX5u1apVqlKliuN7EtPS0tS2bVs9+uijio2N1e23364XX3xROTk5eu211xzJ0LNnT91333166qmn1KZNGw0cOFBJSUmqXLmyatSo4UiGX6pcubKkkit9536WevFnJ3A5WAF0QXR0dIn9Kvn5+crNzdXdd9/tUip3nDlzRkOHDtXBgwf16quv6tprr3U7kmJiYhQaGqrc3FxHrrdnzx4VFBTogQceKPG9/v37q0WLFlq6dKkjWdwUHR2tffv2lThuWZbjG+9Pnz6ttWvXKjEx0fH/IMnOzlanTp2KHatatapq1qzp2J/JkJAQPfLIIxo2bJj27t2ryMhInT17Vs8884xatGjhSIZfioqKUlhYmHbv3q2OHTsWHT/3Hwe/3FcNoHQUQBd07NhRc+bM0ZEjR4oKz5o1a5Sfn6+4uDiX0znn7NmzGjlypL7++mstXLjQ8ZsuLuSLL75QYWGhateu7cj1YmJi9Ne//rXYsR07dig9PV0TJ05Us2bNHMnxS++8845CQ0PVuHFjR65366236s0339Q///lPNWjQQJK0f/9+7d692/HR+Lp163TixAlH7/49JzIyUtu3by927MCBA/rxxx8d/2ekUqVKatSokSTp2WefVa1atdSuXTtHM5wTHh6utm3b6t1339XAgQOLjq9atUo1atRw7M8pYAoKoAuSkpK0cOFCpaSkKCUlRYcOHVJGRoYSExMd+6/YU6dOFT1yZu/evTp+/LhWr14tSfrd73533ke0BNukSZP0wQcfaMyYMTp9+nTRJnPpp03vTux1Gj58uJo2baqGDRsqIiJCX3/9tV566SU1bNhQnTt3LvPrSz+Nrtq0aXPe7zVp0kRNmjQp8wzJyclq27ZtUfFau3atli5dqv79+zs28rv99tvVpEkTpaamauTIkQoPD9esWbNUtWpV9e7d25EM56xcuVKRkZH67W9/6+h1pZ/2302ePFmTJk1SfHy8/H6/5s6dqwoVKqhHjx6OZNi6dav+8Y9/KCYmRqdPn9a6deu0YsUKvfjii2W2L9bOz6Rhw4apb9++mjBhghITE7Vp0ya99tprmjRpUlBWie1k2Lt3b9En9Jw6dUq5ublF59x5552XnQFwSohlufAREFBOTo7S0tL0+eefKyIiQgkJCRo9erQiIiIcuf6ePXsu+GiLv/71rxcsJMHUqVMn7d2719UML7zwgt555x3l5ubKsizVqlVLt99+u5KTk125G/ecjRs3qn///nr99dcdWQFMS0vThg0b9MMPPygQCKhOnTrq1auX+vXr5+jm+kOHDmnKlCnKysrS2bNn1bp1a40bN67Eoz/KUl5entq3b68BAwZozJgxjl33HMuytHTpUi1atEi5ubmqUKGCmjVrpoceekgNGzZ0JMOOHTv0+OOPa+fOnZKkFi1aaOTIkbr55pvL7Jp2fyZlZWVp2rRpys7O1m9+8xvdd9996tOnj2MZli1bpnHjxp33nG+++SYoOQAnUAABAAA8hruAAQAAPIYCCAAA4DEUQAAAAI+hAAIAAHgMBRAAAMBjKIAAAAAeQwEEAADwGAogAACAx1AAAQAAPIYCCAAA4DEUQAAAAI+hAAIAAHgMBRAAAMBjKIAAAAAeQwEEAADwGAogAACAx1AAAQAAPIYCCAAA4DEUQAAAAI+hAAIAAHgMBRAAAMBjKIAAAAAeQwEEAADwGAogAACAx1AAAQAAPIYCCAAA4DEUQAAAAI/5//Rtlsgdse+OAAAAAElFTkSuQmCC' width=640.0/>\n", | |
" </div>\n", | |
" " | |
], | |
"text/plain": [ | |
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, ax = plt.subplots(nrows=1, ncols=1)\n", | |
"sns.heatmap(uniform_data, ax=ax)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "afefc2a4-3d16-49a6-8572-4dd46f44083a", | |
"metadata": { | |
"tags": [] | |
}, | |
"source": [ | |
"## Plots with `plt.close(\"all\")`" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"id": "f4382f6f-db95-42a6-8839-befb1a4e70fc", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<AxesSubplot:xlabel='total_bill', ylabel='tip'>" | |
] | |
}, | |
"execution_count": 10, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"application/vnd.jupyter.widget-view+json": { | |
"model_id": "b36d53811e7046d38052a9b5af16d514", | |
"version_major": 2, | |
"version_minor": 0 | |
}, | |
"text/html": [ | |
"\n", | |
" <div style=\"display: inline-block;\">\n", | |
" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n", | |
" Figure\n", | |
" </div>\n", | |
" <img 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' width=640.0/>\n", | |
" </div>\n", | |
" " | |
], | |
"text/plain": [ | |
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.close('all')\n", | |
"ax = plt.gca()\n", | |
"sns.scatterplot(data=tips, x=\"total_bill\", y=\"tip\", hue=\"time\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"id": "9028f7d0-ff4c-4372-803c-cd2837aeda36", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<AxesSubplot:>" | |
] | |
}, | |
"execution_count": 11, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"application/vnd.jupyter.widget-view+json": { | |
"model_id": "a25829da7dba4706945bf4e103d07998", | |
"version_major": 2, | |
"version_minor": 0 | |
}, | |
"text/html": [ | |
"\n", | |
" <div style=\"display: inline-block;\">\n", | |
" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n", | |
" Figure\n", | |
" </div>\n", | |
" <img src='data:image/png;base64,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' width=640.0/>\n", | |
" </div>\n", | |
" " | |
], | |
"text/plain": [ | |
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.close('all')\n", | |
"ax = plt.gca()\n", | |
"sns.heatmap(uniform_data)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"id": "cb40b92a-3580-498f-9360-36ec23a1cdbc", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<AxesSubplot:xlabel='day', ylabel='total_bill'>" | |
] | |
}, | |
"execution_count": 12, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"application/vnd.jupyter.widget-view+json": { | |
"model_id": "e1fbcaa3394c4f62a4089dd88bc87117", | |
"version_major": 2, | |
"version_minor": 0 | |
}, | |
"text/html": [ | |
"\n", | |
" <div style=\"display: inline-block;\">\n", | |
" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n", | |
" Figure\n", | |
" </div>\n", | |
" <img 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' width=640.0/>\n", | |
" </div>\n", | |
" " | |
], | |
"text/plain": [ | |
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.close('all')\n", | |
"ax = plt.gca()\n", | |
"sns.swarmplot(data=tips, x=\"day\", y=\"total_bill\", hue=\"smoker\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"id": "23eb404f-8a49-44ec-a3fa-b043702d1549", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<AxesSubplot:>" | |
] | |
}, | |
"execution_count": 13, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"application/vnd.jupyter.widget-view+json": { | |
"model_id": "3ce46191be2d4f78a2c515d7a5f14854", | |
"version_major": 2, | |
"version_minor": 0 | |
}, | |
"text/html": [ | |
"\n", | |
" <div style=\"display: inline-block;\">\n", | |
" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n", | |
" Figure\n", | |
" </div>\n", | |
" <img src='data:image/png;base64,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' width=640.0/>\n", | |
" </div>\n", | |
" " | |
], | |
"text/plain": [ | |
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.close('all')\n", | |
"ax = plt.gca()\n", | |
"sns.heatmap(uniform_data)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "3a32c238-337a-48a7-bb18-90eebdbf7f24", | |
"metadata": {}, | |
"source": [ | |
"## Repeat the last two cells - this time the second cell without `plt.close(\"all\")`" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"id": "d5ff4573-091b-41c1-9a20-7f87ac09dc2e", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<AxesSubplot:xlabel='day', ylabel='total_bill'>" | |
] | |
}, | |
"execution_count": 14, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"application/vnd.jupyter.widget-view+json": { | |
"model_id": "5fdf0297d8e4487686cc6dfe0dc67e80", | |
"version_major": 2, | |
"version_minor": 0 | |
}, | |
"text/html": [ | |
"\n", | |
" <div style=\"display: inline-block;\">\n", | |
" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n", | |
" Figure\n", | |
" </div>\n", | |
" <img 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' width=640.0/>\n", | |
" </div>\n", | |
" " | |
], | |
"text/plain": [ | |
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.close('all')\n", | |
"ax = plt.gca()\n", | |
"sns.swarmplot(data=tips, x=\"day\", y=\"total_bill\", hue=\"smoker\")" | |
] | |
}, | |
{ | |
"attachments": { | |
"5957fda7-28ea-4d2d-88a8-a19966b73100.png": { | |
"image/png": 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" | |
} | |
}, | |
"cell_type": "markdown", | |
"id": "44185e0c-db0e-49a7-b2a6-ce92fd4f37d8", | |
"metadata": {}, | |
"source": [ | |
"**The cell above looks like this:**\n", | |
"\n", | |
"" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"id": "5b7ca738-2b35-4f32-b318-2b5fcc95b1d6", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<AxesSubplot:>" | |
] | |
}, | |
"execution_count": 15, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"sns.heatmap(uniform_data)" | |
] | |
}, | |
{ | |
"attachments": { | |
"fd9e8261-ba2b-4fd7-b901-b9b45168505b.png": { | |
"image/png": 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" | |
} | |
}, | |
"cell_type": "markdown", | |
"id": "44531a27-d5ad-477d-9fa5-2e4e85b1ada1", | |
"metadata": {}, | |
"source": [ | |
"**After running the heatmap cell, the heatmap is drawn over the plot before:**\n", | |
"\n", | |
"" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "ce3ed0a0-3f96-4a2d-911a-db7654e8374a", | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3 (ipykernel)", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.9.7" | |
}, | |
"widgets": { | |
"application/vnd.jupyter.widget-state+json": { | |
"state": { | |
"059ddd8df780443698556519b2a2d387": { | |
"model_module": "@jupyter-widgets/base", | |
"model_module_version": "1.2.0", | |
"model_name": "LayoutModel", | |
"state": {} | |
}, | |
"08e23b71aaed47798f56dffebcedfc0c": { | |
"model_module": "jupyter-matplotlib", | |
"model_module_version": "^0.10.2", | |
"model_name": "ToolbarModel", | |
"state": { | |
"layout": "IPY_MODEL_9b3b7fb606994ebe81f28461ce540a0c", | |
"toolitems": [ | |
[ | |
"Home", | |
"Reset original view", | |
"home", | |
"home" | |
], | |
[ | |
"Back", | |
"Back to previous view", | |
"arrow-left", | |
"back" | |
], | |
[ | |
"Forward", | |
"Forward to next view", | |
"arrow-right", | |
"forward" | |
], | |
[ | |
"Pan", | |
"Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", | |
"arrows", | |
"pan" | |
], | |
[ | |
"Zoom", | |
"Zoom to rectangle\nx/y fixes axis, CTRL fixes aspect", | |
"square-o", | |
"zoom" | |
], | |
[ | |
"Download", | |
"Download plot", | |
"floppy-o", | |
"save_figure" | |
] | |
] | |
} | |
}, | |
"0cb3f5e6700945d5bfdd650b4beff96e": { | |
"model_module": "@jupyter-widgets/base", | |
"model_module_version": "1.2.0", | |
"model_name": "LayoutModel", | |
"state": {} | |
}, | |
"0d6be85e409b4bd8a85a30dd26169732": { | |
"model_module": "jupyter-matplotlib", | |
"model_module_version": "^0.10.2", | |
"model_name": "ToolbarModel", | |
"state": { | |
"layout": "IPY_MODEL_82d6f3971834463ea9ecdd48318baec9", | |
"toolitems": [ | |
[ | |
"Home", | |
"Reset original view", | |
"home", | |
"home" | |
], | |
[ | |
"Back", | |
"Back to previous view", | |
"arrow-left", | |
"back" | |
], | |
[ | |
"Forward", | |
"Forward to next view", | |
"arrow-right", | |
"forward" | |
], | |
[ | |
"Pan", | |
"Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", | |
"arrows", | |
"pan" | |
], | |
[ | |
"Zoom", | |
"Zoom to rectangle\nx/y fixes axis, CTRL fixes aspect", | |
"square-o", | |
"zoom" | |
], | |
[ | |
"Download", | |
"Download plot", | |
"floppy-o", | |
"save_figure" | |
] | |
] | |
} | |
}, | |
"12a065c29345449ebf7436c133b045a7": { | |
"model_module": "jupyter-matplotlib", | |
"model_module_version": "^0.10.2", | |
"model_name": "ToolbarModel", | |
"state": { | |
"layout": "IPY_MODEL_4f6d40803055484189875a55e9dac69a", | |
"toolitems": [ | |
[ | |
"Home", | |
"Reset original view", | |
"home", | |
"home" | |
], | |
[ | |
"Back", | |
"Back to previous view", | |
"arrow-left", | |
"back" | |
], | |
[ | |
"Forward", | |
"Forward to next view", | |
"arrow-right", | |
"forward" | |
], | |
[ | |
"Pan", | |
"Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", | |
"arrows", | |
"pan" | |
], | |
[ | |
"Zoom", | |
"Zoom to rectangle\nx/y fixes axis, CTRL fixes aspect", | |
"square-o", | |
"zoom" | |
], | |
[ | |
"Download", | |
"Download plot", | |
"floppy-o", | |
"save_figure" | |
] | |
] | |
} | |
}, | |
"30b5e38109af4b63894d7939be50c0cc": { | |
"model_module": "@jupyter-widgets/base", | |
"model_module_version": "1.2.0", | |
"model_name": "LayoutModel", | |
"state": {} | |
}, | |
"4f6d40803055484189875a55e9dac69a": { | |
"model_module": "@jupyter-widgets/base", | |
"model_module_version": "1.2.0", | |
"model_name": "LayoutModel", | |
"state": {} | |
}, | |
"5b53ec102767407cbba248ec2d5a827d": { | |
"model_module": "@jupyter-widgets/base", | |
"model_module_version": "1.2.0", | |
"model_name": "LayoutModel", | |
"state": {} | |
}, | |
"5d77b42ebe6f48b2b10216e5a7abac86": { | |
"model_module": "jupyter-matplotlib", | |
"model_module_version": "^0.10.2", | |
"model_name": "ToolbarModel", | |
"state": { | |
"layout": "IPY_MODEL_69804dd354e344d687a29512fd2364be", | |
"toolitems": [ | |
[ | |
"Home", | |
"Reset original view", | |
"home", | |
"home" | |
], | |
[ | |
"Back", | |
"Back to previous view", | |
"arrow-left", | |
"back" | |
], | |
[ | |
"Forward", | |
"Forward to next view", | |
"arrow-right", | |
"forward" | |
], | |
[ | |
"Pan", | |
"Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", | |
"arrows", | |
"pan" | |
], | |
[ | |
"Zoom", | |
"Zoom to rectangle\nx/y fixes axis, CTRL fixes aspect", | |
"square-o", | |
"zoom" | |
], | |
[ | |
"Download", | |
"Download plot", | |
"floppy-o", | |
"save_figure" | |
] | |
] | |
} | |
}, | |
"5fdf0297d8e4487686cc6dfe0dc67e80": { | |
"model_module": "jupyter-matplotlib", | |
"model_module_version": "^0.10.2", | |
"model_name": "MPLCanvasModel", | |
"state": { | |
"_cursor": "default", | |
"_data_url": 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"Forward", | |
"Forward to next view", | |
"arrow-right", | |
"forward" | |
], | |
[ | |
"Pan", | |
"Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", | |
"arrows", | |
"pan" | |
], | |
[ | |
"Zoom", | |
"Zoom to rectangle\nx/y fixes axis, CTRL fixes aspect", | |
"square-o", | |
"zoom" | |
], | |
[ | |
"Download", | |
"Download plot", | |
"floppy-o", | |
"save_figure" | |
] | |
] | |
} | |
}, | |
"eaa667389adf4e1ea30a12f4bc977832": { | |
"model_module": "@jupyter-widgets/base", | |
"model_module_version": "1.2.0", | |
"model_name": "LayoutModel", | |
"state": {} | |
} | |
}, | |
"version_major": 2, | |
"version_minor": 0 | |
} | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 5 | |
} |
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