{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Data Heatmap" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "tags": [] }, "outputs": [], "source": [ "import pandas as pd\n", "from data_describe import data_heatmap" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from sklearn.datasets import load_wine\n", "data = load_wine()\n", "df = pd.DataFrame(data.data, columns=list(data.feature_names))\n", "df['target'] = data.target" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Basic heatmap" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "<AxesSubplot:title={'center':'Data Heatmap'}, xlabel='Record #', ylabel='Variable'>" }, "metadata": {} }, { "output_type": "execute_result", "data": { "text/plain": "Heatmap Widget showing standardized values." }, "metadata": {}, "execution_count": 3 }, { "output_type": "display_data", "data": { "text/plain": "<Figure size 720x720 with 2 Axes>", "image/svg+xml": "\r\n\r\n\r\n\r\n \r\n \r\n \r\n \r\n 2020-10-07T00:33:15.012579\r\n image/svg+xml\r\n \r\n \r\n Matplotlib v3.3.1, https://matplotlib.org/\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n 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}, "metadata": { "needs_background": "light" } } ], "source": [ "data_heatmap(df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Missing values only" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Create missing values\n", "df['hue'] = df['hue'].map(lambda x: None if x < 1.05 else x)\n", "df['magnesium'] = df['magnesium'].map(lambda x: None if x%2 ==0 else x)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "<AxesSubplot:title={'center':'Data Heatmap'}, xlabel='Record #', ylabel='Variable'>" }, "metadata": {} }, { "output_type": "execute_result", "data": { "text/plain": "Heatmap Widget showing missing values." }, "metadata": {}, "execution_count": 5 }, { "output_type": "display_data", "data": { "text/plain": "<Figure size 720x720 with 2 Axes>", "image/svg+xml": "\r\n\r\n\r\n\r\n \r\n \r\n \r\n \r\n 2020-10-07T00:33:18.993581\r\n 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/mU74HtTTeUiSpKmTZEKPSXAq8Jrmbg3PAG4bbf4uGHhn0obALVV1d5ItgWcM2X428PLBaQ5JHt6136+a5ddOUi13AOsPWfcl4Gs8eErBg1TVbcAtXfNpXw2cO1L7IYY9/+YOFfOq6pvAvwFj3mpEkiRNv6kKvEm+BvwYeHKSG5O8Pp07UB3cNPkOcC1wDfAF4E1j9eko2cw5Azg4yTI6f8a/qHtjVa1M8hHg3CSr6IyAHgh8APhGkl81+zx+Emr5NnBikr2BtzbzeI8D/p1O6B3Na4Ejk6xD5+I7aJzHHOn8NwW+mGTwl7H3jP80JEnSdJmk0dq/UVWvGGN70fkr8Lils4/0YEn2A/auqlfPdC2rwYtbkjSXTE0CHcFDHvKQCf2cve+++6a1TnCEV8No3jD2POD5M12LJEmanaZqhHcqOMKrcUnyGeCZQ1Z/qqpGnOPb7PcIOvORh3pOVf1xsuobgRe3JGkumdYEutZaa03o5+w999wz7UnZwKs28+KWJM0l0xok11577Qn9nP3Tn/7klAZJkiTNfv00pcHAK0mSpJ4ZeCVJktRq8+b1z8c5GHglSZLUM0d4JUmS1GoGXkmSJLWagVeSJEmt1k+Bt39mG0uSJEkT4AivJEmSetZPI7wGXkmSJPXM25JJs8jgb6DDfYz2WL+djrbPeD+We7zH6OU35fGey3B9j3fdZBvtuGOZqn/DiRjtteo+Vq/HGKvOybjexlvfSO16vU5W5/UYrp/Vec0n699muGtxvN97o/U9kdd5qr5vJ+t8p+p7r5f+Vuf/mPGe+2jHXZ1/1+HqG+9xp4sjvJKmzHT/hyaB152kv2XglSRJUqsZeCVJktRqBl5JkiS1moFXkiRJreZdGiRJktRqjvBKkiSp1Qy8kiRJajUDryRJklrNwCtJkqRWM/BKkiSp1bxLgyRJklrNEV5JkiS1Wj8F3v4Zi5YkSZImwBFeSZIk9cwRXmkUSR6T5MSZrkOSJE1ckgk9ZoIjvJp2VXUTsN9M1yFJkiaun+7S0D+VqidJFiS5KslRSVYkOS7JnkkuSPLzJDs0jwuTXN58fXKz7zpJvp5kWZITkvwkyaJm251JPpJkaZKLkjy6Wf/IJN9McknzeGaz/tlJrmgelydZv6ltRbP9wCRHdNV9WpLduo51WJJLk3y/qfecJNcmefH0vqKSJKlbP43wGnjb7e+ATwFbA1sCrwR2AQ4F/hW4CnhWVW0LvA/4j2a/NwG3VNXWwIeB7br6XBe4qKq2Ac4D3tCs/xTwyaraHngpcFSz/lDgzVW1ENgV+FMP9a8LnFNV2wF3AP8OPBfYF/hQD/1IkqRJ1k+B1ykN7XZdVS0HSLISOLuqKslyYAGwIXBski2AAtZs9tuFToClqlYkWdbV533Aac3ypXQCKMCewFO6LuQNkqwPXAD8V5LjgJOq6sYeLvb7gDOa5eXAvVX15676/0aSxcBigM9//vMsXrx4vMeSJEk96KcpDQbedru3a/mBrucP0Pm3/zDww6raN8kC4Jxm+2iJ9M9VVc3yKv56Dc0DdqqqoSO4H0tyOvB84KIkewL3dG2/nwf/pWGtEY71l/qr6oEkw167VTUADAw+HeU8JEnSavAuDeoXGwK/apYP7Fp/PvBygCRPAZ42jr7OAt4y+CTJwubrE6tqeVUdBiyhM7Wi2/XAwiTzkmwO7NDzWUiSpGk3b968CT1mpNYZOapmi/8EPprkAmB+1/rPAo9spjK8C1gG3DZGX4cAi5o3ul0JHNysf1vzprmldObvfnfIfhcA19GZsvAJ4LLVOSFJkjQ9+mkOb/76F2OpI8l8YM2quifJE4GzgSdV1X0zXFqvCv76J5fhrvWxvvFG22e83zvjPcZ4/xMY6bjD7T9c3+NdN9lGO+5YpurfcCJGe626j9XrMcaqczKut/HWN1y7iZzb6rwew/WzOq/5ZP3bjPf1GO/31Op8P07V9+1kne9Ufe/10t/q/B8zGdf+6vy7DlffOI47rWly2223nVCIvPzyy6c99TqHV8NZB/hhkjXpzOd9Yx+GXUmSNIV805r6WlXdASya6TokSdLs1U9vWjPwSpIkqWeO8EqSJKnVHOGVJElSqznCK0mSpFbrpxHe/onmkiRJmjWm6j68SfZKcnWSa5K8e5jtGyb5dpKlSVYmOWisPg28kiRJmhWazwL4DPA84CnAK5pPfe32ZuDKqtoG2A34P0keMlq/TmmQJElSz6ZoDu8OwDVVdS1AkuOBvYEru9oUsH46w8XrATcD94/WqYFXkiRJPZuiObybAjd0Pb8R2HFImyOAU4GbgPWB/avqgdE6dUqDJEmSejZv3rwJPZIsTrKk67G4q9vhUvTQjzD+R+AK4DHAQuCIJBuMVqsjvJIkSerZREd4q2oAGBhh843A5l3PN6MzktvtIOBjVVXANUmuA7YELh7pmI7wSpIkqWdTdJeGS4Atkjy+eSPaAXSmL3T7b+A5TQ2PBp4MXDtap47wSpIkqWdT8aa1qro/yVuAM4H5wNFVtTLJwc32I4EPA8ckWU5nCsS7quoPo/Wbzmiw1Epe3JKkuWRaPwniuc997oR+zn7ve9+b9k+scIRXkiRJPfOjhSVJktRq/fTRwgZeSZIk9czAK0mSpFZzSoMkSZJazRFeSZIktZojvJIkSWo1R3glSZLUao7wSpIkqdX6aYS3f6K5JEmSNAGO8EqSJKln/TTCa+CVJElSzwy8kiRJajUDryRJklrNwCtJkqRWM/BKkiSp1fop8Hpbsj6UZKMkbxqjzYIkrxxHXwuSrJhADRPab7YdQ5IkTUySCT1mgoG3P20EjBp4gQXAmIFXkiRpIubNmzehx4zUOiNH1er6GPDEJFck+XjzWJFkeZL9u9rs2rR5ezNa+qMklzWPncdzoCQHJvlWkjOSXJ3k/V2b5yf5QpKVSc5KsnazzxOb9pc2x9yyWX9MksOTXJjk2iT7Neszwjl017FVkoub81mWZIvVeQElSdLqcYRXU+3dwC+qaiFwEbAQ2AbYE/h4kk2aNj+qqoVV9Ungd8Bzq+rpwP7A4T0cbwfgVc1xXpZkUbN+C+AzVbUVcCvw0mb9APDWqtoOOBT4bFdfmwC7AC+kE8oBXjLCOXQ7GPhUc86LgBuHKzTJ4iRLkiwZGBjo4RQlSVIv+inw+qa1/rcL8LWqWgX8Nsm5wPbA7UParQkckWQhsAp4Ug/H+F5V/REgyUnNMU8BrquqK5o2lwILkqwH7Ax8o+uifmhXX6dU1QPAlUkePcY5LOva78fAe5NsBpxUVT8frtCqGqATuAGqh3OUJEk96Kc3rRl4+994r7a3A7+lM4o6D7inh2MMDY6Dz+/tWrcKWLvp+9ZmJHY43ftkyNeRC6j6apKfAC8AzkzyT1X1g7H2kyRJU6OfAq9TGvrTHcD6zfJ5wP5J5id5JPAs4OIhbQA2BH7djK6+Gpjfw/Gem+ThzRzdfYALRmpYVbcD1yV5Gfxlfu42Y/Q/0jn8RZInANdW1eHAqcDWPdQvSZImWT9NaTDw9qFmesEF6dyyayc6f/pfCvwAeGdV/aZZd3+SpUneTmce7WuTXERnOsNdPRzyfODLwBXAN6tqyRjtXwW8PslSYCWw9xjtTx7hHLrtD6xIcgWwJfClHuqXJEmTrJ8Cb6qc5qiRJTkQWFRVb5npWibAi1uSNJdMa5p83eteN6Gfs0cfffS0p17n8EqSJKln/TSH18ArAJL8I3DYkNXXVdW+wDHTX5EkSdLkMPAKgKo6EzhzpuuQJEn9wRFeSZIktZqBV5IkSa1m4JUkSVKrGXglSZLUagZeSZIktZqBV5IkSa1m4JUkSVKrGXglSZLUagZeSZIktZqBV5IkSa1m4JUkSVKrGXglSZLUagZeSZIktZqBV5IkSa1m4JUkSVKr9VPgnTfTBUiSJElTyRFeSZIk9ayfRngNvJIkSerZvHn9M1GgfyqVJEnSrJFkQo9x9LtXkquTXJPk3SO02S3JFUlWJjl3rD4d4ZUkSVLPpmJKQ5L5wGeA5wI3ApckObWqruxqsxHwWWCvqvrvJI8aq18DryRJkno2RXN4dwCuqaprm2McD+wNXNnV5pXASVX13wBV9buxOnVKgyRJkno2RVMaNgVu6Hp+Y7Ou25OAhyU5J8mlSV4zVqeO8EqSJKlnEx3hTbIYWNy1aqCqBgY3D7NLDXm+BrAd8BxgbeDHSS6qqp+NdEwDryRJkno20cDbhNuBETbfCGze9Xwz4KZh2vyhqu4C7kpyHrANMGLgdUqDJEmSejZFUxouAbZI8vgkDwEOAE4d0uZbwK5J1kiyDrAj8NPROnWEV5IkST2bijetVdX9Sd4CnAnMB46uqpVJDm62H1lVP01yBrAMeAA4qqpWjNavgXeOSnII8EZgA+DkqnrLDNdzYVXtPMz6Y4DTqurE6a9KkiSNZKo+aa2qvgN8Z8i6I4c8/zjw8fH2aeCdu94EPA94NrBohmthuLArSZJmr376aGHn8M5BSY4EnkBnTszDuta/KMlPklye5PtJHp1kXpLrm5s8D7a7ptn2N+2b7R9IcnRzu5Brm9HkwX3/V5IVzeNtXevvbL4myRFJrkxyOvCorjYfa9YvS/KJqXuFJEnSWObNmzehx4zUOiNH1YyqqoPpvONxd+CWrk3nA8+oqm2B44F3VtUDdCaH7wuQZEfg+qr67XDtu/raEvhHOjeQfn+SNZNsBxxEZ3L5M4A3JNl2SHn7Ak8Gnga8Adi5Oe7Dm21bVdXWwL9PxmshSZImZqo+WngqjDvwJll3KgvRrLAZcGaS5cA7gK2a9ScA+zfLBzTPR2sPcHpV3VtVfwB+Bzwa2IXOfOG7qupO4CRg1yE1PAv4WlWtqqqbgB80628H7gGOSvIS4O7hTiDJ4iRLkiwZGBjpjieSJGl1tSrwJtk5yZU0t3tIsk2Sz055ZZoJnwaOqKqnAf8MrNWs/zHwd0keCexDJ6iO1h7g3q7lVXTmi4/3Kh96g2mq6n46o8XfbGo4Y9gdqwaqalFVLVq8ePFwTSRJ0iRoVeAFPknnT9N/BKiqpXRG4dQ+GwK/apZfO7iyqgo4Gfgv4KdV9cfR2o/iPGCfJOs0fzHYF/jRMG0OSDI/ySZ0pl2QZD1gw+adm28DFvZ2apIkaa4a110aquqGIYl81dSUoxn2AeAbSX4FXAQ8vmvbCXRuBn3gONv/jaq6rLnN2MXNqqOq6vIhzU4G9gCW0/nElHOb9esD30qyFp2R4rf3cF6SJGmS9dNdGtIZvBulQXIinZG9I+i80egQYFFVHTD15UmrZfSLW5KkdpnWBPrRj350Qj9n3/Oe90x7Uh7PCO/BwKeATel8dvFZwJunsihJkiTNbv00wjtm4G3eZf+qaahFkiRJfaIVgTfJpxnlT8JVdchI2yRJktRurQi8wJJpq0KSJEl9pRWBt6qO7X6eZIPO6rpjyquSJEnSrDZTHxM8EeP54IlFzSdpLQNWJFnafESsJEmS5qh++uCJ8dyl4WjgTVX1I4AkuwBfBLaeysIkSZI0e7ViSkOXOwbDLkBVnZ/EaQ2SJElzWCsCb5KnN4sXJ/k88DU6d23YHzhn6kuTJEnSbNWKwAv8nyHP39+17CdYSZIkzWGtCLxVtft0FiJJkqT+0YrA2y3JC4CtgLUG11XVh6aqKEmSJM1urQq8SY4E1gF2B44C9gMunuK6JEmSNIv1U+Adzx2Dd66q1wC3VNUHgZ2Azae2LEmSJM1mbbsP75+ar3cneQzwR+DxU1eSJEmSZrt++qS18QTe05JsBHwcuIzOHRqOmsqiJEmSpMkyZuCtqg83i99MchqwVlXdNrVlSZIkaTbrpzm8o33wxB5V9YMkLxlmG1V10tSWJkmSpNmqFYEXeDbwA+BFw2wrwMArSZI0R7Ui8FbV+5PMA75bVV+fxpokSZI0y/XTm9ZGrbSqHgDeMk21SJIkqU+07bZk30tyKHACcNfgyqq6ecqqkiRJ0qzWiikNXV7XfH1z17oCnjD55UiSJKkftCrwVpUfMiFJkqQHaVXgBUjyVOApwFqD66rqS1NVlCRJkma3fnrT2piBN8n7gd3oBN7vAM8DzgcMvJIkSXNUP43wjiea7wc8B/hNVR0EbAM8dEqrkiRJ0qzWtrs03FNVDyS5P8kGwO/wDWuSJElzWj+N8I720cJHAF8DLk6yEfAF4FLgTuDiaalOkiRJs1Jb5vD+HPgE8Bg6IfdrwHOBDapq2TTUJkmSpFmqn0Z4R4zmVfWpqtoJeBZwM/BF4LvAPkm2mKb6+laSryVZluTtSY5Jst8M17MoyeEjbLs+ycYT6HNC+822Y0iSpN710xzeMceiq+qXVXVYVW0LvBLYF7hqyivrY0n+B7BzVW1dVZ+c6XoAqmpJVR0y03VIkqR2aFXgTbJmkhclOY7OCO/PgJdOeWUzIMmCJD9N8oUkK5OclWTtJAuTXNSM2J6c5GFN+3OSHJbk4iQ/S7Jr09VZwKOSXNG1bvAY70tySZIVSQbS8fdJLh5Sx7KR2o927CRrJflikuVJLk+ye7N+tySnNcuPaM7t8iSfB0a8+pparkpybHP+JyZZp6vJW5Nc1hxvy2afdZMc3dR9eZK9m/UHJjkpyRlJfp7kP7uO84qmjxVJDhumjnWTnJ5kadNm//H+u0qSpLltxMCb5LlJjgZuBBbTuQfvE6tq/6o6ZZrqmwlbAJ+pqq2AW+mE+y8B76qqrYHlwPu72q9RVTsAb+ta/2LgF1W1sKp+NKT/I6pq+6p6KrA28MKq+inwkCSDd7/YH/j6SO3HOPabAarqacArgGOTrMWDvR84vxm1PxV47BivyZOBgeb8bwfe1LXtD1X1dOBzwKHNuvcCP6iq7YHdgY8nWbfZtrA5v6cB+yfZPMljgMOAPZrt2yfZZ0gNewE3VdU2zWtxxnCFJlmcZEmSJQMDA2OcliRJmqi2jPD+K/Bj4O+r6kVVdVxV3TVNdc2k66rqimb5UuCJwEZVdW6z7lg685oHndTVdsE4+t89yU+SLKcT8LZq1n8deHmzvD9wwhjtRzr2LsCXAarqKuCXwJOG1PAs4CtNm9OBW8ao+YaquqBZ/kpzjNFq+Afg3UmuAM6h8wl9g6H67Kq6raruAa4EHgdsD5xTVb+vqvuB43jwawydXzT2bEa1d62q24YrtKoGqmpRVS1avHjxGKclSZImat68eRN6zIQR79JQVbtPZyGzyL1dy6uAjcbZfhVj3Ne4GWn9LLCoqm5I8gH++nHNJwDfSHISUFX18zHaj3Ts8f7qVONsN1zb7ucj1fDSqrq6e6ckO/K3r+8ajKPmqvpZku2A5wMfTXJWVX1o/KcgSZIm00yN1k5E/9xAbebcBtzSNRf31cC5o7QfzWBY/UOS9eh8ih0AVfULOgHw3/jr6O6I7UdxHvAqgCRPojOyevUobZ4HPGyMPh+bZKdm+RV0Plp6NGfSmds7ON942zHa/wR4dpKNk8xvjvGg17iZ9nB3VX2Fzu3ynj5Gn5IkaQq1ZUqD/uq1dOahLqMzx3RCI4tVdSudD/BYDpwCXDKkyQnA/6SZvzuO9sP5LDC/mQJxAnBgVd07pM0HgWcluYzO9IP/HqPPnwKvbc7/4XTm647mw8CawLIkK5rnI6qqXwPvAX4ILAUuq6pvDWn2NDofgnIFnTnC/z5GDZIkaQpNVeBNsleSq5Nck+Tdo7TbPsmqjOPWr6nq5S/bmmuSLABOa94o1m+8uCVJc8m0Dp9++9vfntDP2Re96EWj3R1qPp07gj2Xzo0TLgFeUVVXDtPue8A9wNFVdeJox3SEV5IkST2bohHeHYBrquraqroPOB7Ye5h2bwW+CfxuPLWO+iYrzR1JHgGcPcym5/Tp6K4kSZpCUzQfd1Pghq7nNwI7DjnupnQ+CG0POnd6GpOBVwBU1R/pzE+WJEka00QDb5LFdD7jYdBAVQ3ePH+4TodOnfi/dD4fYdV4azDwSpIkqWcTDbxNuB3p06FuBDbver4ZcNOQNouA45vjbww8P8n9o30wmoFXkiRJPZuiD5G4BNgiyeOBXwEHAK/sblBVjx9cTnIMnTfXnzJapwZeSZIk9Wwq5vBW1f1J3kLnnv7z6dyBYWWSg5vtR06kXwOvJEmSejZVHyJRVd8BvjNk3bBBt6oOHE+fBl5JkiT1rJ8+WtjAK0mSpJ5N0RzeKWHglSRJUs/6aYS3f6K5JEmSNAEGXkmSJLWaUxokSZLUs36a0mDglSRJUs8MvJIkSWo1A68kSZJazcArSZKkVjPwSpIkqdUMvJIkSWq1fgq83odXkiRJreYIryRJknrWTyO8Bl5JkiT1zMArSZKkVjPwSpIkqdUMvJIkSWo1A68kSZJazcArSZKkVuunwOt9eCVJktRqBl5JkiS1moF3DkiyW5Kdu54fk2S/maypW5JFSQ6f6TokSdL4JZnQYyY4h3eWSjK/qlZNUne7AXcCF05Sf5OqqpYAS2a6DkmSNH7O4dWokixIclWSY5MsS3JiknWSXJ/kfUnOB16W5BVJlidZkeSwrv0/l2RJkpVJPti1/vokH0xyWbPflkkWAAcDb09yRZJdm+bPSnJhkmsHR3vT8fHmeMuT7N/V9zubdUuTfCzJE5Nc1rV9iySXNsvvS3JJ089Amu+IJOckOSzJxUl+NlhLMwJ9WrP8gSRHN22vTXJIs37dJKc3x1/RXZskSZp+jvBqPJ4MvL6qLkhyNPCmZv09VbVLkscAFwHbAbcAZyXZp6pOAd5bVTcnmQ+cnWTrqlrW7P+Hqnp6kjcBh1bVPyU5Erizqj4BkOT1wCbALsCWwKnAicBLgIXANsDGwCVJzmvW7QPsWFV3J3l4c/zbkiysqiuAg4BjmhqOqKoPNcf6MvBC4NvNtjWqaockzwfeD+w5zGuzJbA7sD5wdZLPAXsBN1XVC5p+N+zx9ZYkSZPIEV6Nxw1VdUGz/BU64RPghObr9sA5VfX7qrofOA54VrPt5c3o6uXAVsBTuvo9qfl6KbBglOOfUlUPVNWVwKObdbsAX6uqVVX1W+Dcpo49gS9W1d0AVXVz0/4o4KAmeO8PfLVZv3uSnyRZDuzR1NhLfadX1b1V9Qfgd019y4E9mxHiXavqtuF2TLK4Gf1eMjAwMMrpS5Kk1eEIr8ajRnh+V/N12CsiyeOBQ4Htq+qWJMcAa3U1ubf5uorR/33v7VrOkK9/c9hh6gX4Jp1R2h8Al1bVH5OsBXwWWFRVNyT5wATq665tFZ1R4Z8l2Q54PvDRJGcNjiJ3q6oBYDDpDlezJEmaBI7wajwem2SnZvkVwPlDtv8EeHaSjZsR1FfQGXHdgE4ovi3Jo4HnjeNYd9CZHjCW84D9k8xP8kg6I8oXA2cBr0uyDkCShwNU1T3AmcDngC82fQyG2z8kWQ+YlLtBNFM87q6qrwCfAJ4+Gf1KkqSJcYRX4/FT4LVJPg/8nE5ofOvgxqr6dZL3AD+kM8L6nar6FkCSy4GVwLXABUM7Hsa3gROT7N19jGGcDOwELKUzOvrOqvoNcEaShcCSJPcB3wH+tdnnODpzf89q6r41yRfoTEG4HrhkHPWNx9OAjyd5APgz8MZJ6leSJE1AP43wpsq/+k63dO6ccFpVPXWma1ldSQ4FNqyqf5vpWobhxS1JmkumNYGuXLlyQj9nt9pqq2lPyo7wasKSnAw8kc4b0yRJ0hzSTyO8Bt4ZUFXXA30/ultV+850DZIkaWYYeCVJktRqBl5JkiS1moFXkiRJrWbglSRJUqv1U+D1gyckSZLUagZeSZIktZpTGiRJktSzfprSYOCVJElSz/op8DqlQZIkSa3mCK8kSZJ61k8jvAZeSZIk9czAK0mSpFbrp8DrHF5JkiS1moFXkiRJPUsyocc4+t0rydVJrkny7mG2vyrJsuZxYZJtxurTKQ2SJEnq2VRMaUgyH/gM8FzgRuCSJKdW1ZVdza4Dnl1VtyR5HjAA7Dhav47wSpIkabbYAbimqq6tqvuA44G9uxtU1YVVdUvz9CJgs7E6dYRXkiRJPZuiN61tCtzQ9fxGRh+9fT3w3bE6NfBKkiSpZxMNvEkWA4u7Vg1U1cDg5mF2qRH62Z1O4N1lrGMaeCVJktSziQbeJtwOjLD5RmDzruebATcNc+ytgaOA51XVH8c6pnN4JUmSNFtcAmyR5PFJHgIcAJza3SDJY4GTgFdX1c/G06kjvJIkSerZVMzhrar7k7wFOBOYDxxdVSuTHNxsPxJ4H/AI4LNNDfdX1aJRa60adlqE1AZe3JKkuWRaP/rs17/+9YR+zm6yySbT/hFtTmmQJElSqzmlQZIkST2botuSTQlHeCVJktRqjvBKkiSpZ/00wmvglSRJUs/6KfA6pUGSJEmt5givJEmSeuYIr6Zdkg8kOXQS+jk4yWvGaLMwyfNX91jD9PuhJHs2y29Lss5kH0OSJE2OJBN6zARHeOeoJGtU1f1D1zefYDKWhcAi4DuTWVNVva/r6duArwB3T+YxJEnS5HCEV5MmyWuSLEuyNMmXkzwuydnNurObz5Meus/CJBc1bU5O8rBm/TlJ/iPJucC/jHC8v4wUN+0PS3Jxkp8l2bX5XOsPAfsnuSLJ/knWTXJ0kkuSXJ5k72b/A5OclOSMJD9P8p/N+vlJjkmyIsnyJG9v1h+TZL8khwCPAX6Y5IdJXp/kk101viHJf03qCy1JklrLwDuLJdkKeC+wR1VtQyekHgF8qaq2Bo4DDh9m1y8B72raLAfe37Vto6p6dlX9n3GWsUZV7UBnxPX9VXUfnc+wPqGqFlbVCU2NP6iq7YHdgY8nWbfZfyGwP/A0OiF582bdplX11Kp6GvDF7gNW1eHATcDuVbU7cDzw4iRrNk0OGrrPoCSLkyxJsmRgYGCcpyhJknrllAZNlj2AE6vqDwBVdXOSnYCXNNu/DPxn9w5JNqQTas9tVh0LfKOryQk91nBS8/VSYMEIbf6BTiAdnEO8FjA48nx2Vd3W1HYl8DhgJfCEJJ8GTgfOGq2AqroryQ+AFyb5KbBmVS0foe0AMJh0J/QZ35IkaWz9NKXBwDu7hbFDW6+h7q4e29/bfF3FyNdLgJdW1dUPWpns2LX/X/qoqluSbAP8I/Bm4OXA68ao4yjgX4GrGGF0V5IkaThOaZjdzgZenuQRAEkeDlwIHNBsfxVwfvcOzWjqLUl2bVa9GjiXyXUHsH7X8zOBt6b5VS/JtqPtnGRjYF5VfRP4N+DpYx2jqn4CbA68EvjaalUvSZJWm1MaNCmqamWSjwDnJlkFXA4cAhyd5B3A7+nMZx3qtcCRzW29rh2hzer4IfDuJFcAHwU+DPxfYFkTeq8HXjjK/psCX0wy+AvXe4ZpMwB8N8mvm3m8AF8HFlbVLat9BpIkabX005SGVDnNUf0hyWnAJ6vq7HHu4sUtSZpLpjWB3nbbbRP6ObvhhhtOe1J2SoNmvSQbJfkZ8Kcewq4kSZpCTmnQrJfkvcDLhqz+RlV9ZCbqGU1V3Qo8aabrkCRJ/ckpDWozL25J0lwyrcOnt99++4R+zm6wwQbTPszrCK8kSZJ61k9vWnMOryRJklrNEV5JkiT1zBFeSZIkaZZwhFeSJEk9c4RXkiRJmiUc4ZUkSVLPHOGVJEmSZglHeCVJktQzR3glSZKkWcIRXrXW4G+egx+fPdZvosO1G+6jt4f2OxWGO8ZYdY3WT7fxnud4+x1t36n87b/X12Ck13K0fkf7t16d12+89U1k3WTUN9p1M559xntN9NpuvN+b02G8r/lY66TJNJU/l4bTT9eyI7xSn5nu/9AkSep3Bl5JkiS1mlMaJEmS1DOnNEiSJEmzhIFXkiRJreaUBkmSJPXMKQ2SJEnSLOEIryRJknrmCK8kSZI0SzjCK0mSpJ45witJkiTNEo7wSpIkqWeO8EqSJEmzhCO8kiRJ6pkjvJIkSdIsYeDVjEiyIMmKma5DkiRNTJIJPcbR715Jrk5yTZJ3D7M9SQ5vti9L8vSx+jTwSpIkaVZIMh/4DPA84CnAK5I8ZUiz5wFbNI/FwOfG6tfAq5k0P8kXkqxMclaStZOck2QRQJKNk1zfLM9P8vEklzS/zf3zjFYuSdIcN0UjvDsA11TVtVV1H3A8sPeQNnsDX6qOi4CNkmwyWqcGXs2kLYDPVNVWwK3AS0dp+3rgtqraHtgeeEOSx099iZIkaRptCtzQ9fzGZl2vbR7EuzRoJl1XVVc0y5cCC0Zp+w/A1kn2a55vSCcwX9fdKMliOn/ekCRJU2tCt2kY5mf1QFUNjNJnjeO4Q9s8iIFXM+neruVVwNrA/fz1Lw9rdW0P8NaqOnO0DptvmAGAJKNe/JIkafp1/6wexo3A5l3PNwNumkCbB3FKg2ab64HtmuX9utafCbwxyZoASZ6UZN1prk2SJE2tS4Atkjw+yUOAA4BTh7Q5FXhNc7eGZ9CZ8vjr0Tp1hFezzSeAryd5NfCDrvVH0ZnycFk6M95/D+wz7dVJkqQpU1X3J3kLnYGu+cDRVbUyycHN9iOB7wDPB64B7gYOGqvfVPlXX7XT4JSGwWt8rHeGDtduuO+Pwe1T+b0z3DEmctzhznm85znefkfbdyo/hWe8NY/2Wo7V72iv+eq8fuOtbyLrJqO+0a6b8ewz3mui13bj/d6cDuN9zcdaJ02mqvLiGoFTGiRJktRqBl5JkiS1moFXkiRJrWbglSRJUqsZeCVJktRqBl5JkiS1moFXkiRJrWbglSRJUqsZeCVJktRqBl5JkiS1moFXkiRJrWbglSRJUqsZeCVJktRqBl5JkiS1WqpqpmuQpooXtyRpLslMFzBbOcIrSZKkVjPwSpIkqdUMvJIkSWo1A68kSZJazcArSZKkVjPwSpIkqdUMvJIkSWo1A68kSZJazcArSZKkVjPwSpIkqdUMvJIkSWo1A68kSZJazcArSZKkVjPwSpIkqdUMvJIkSWo1A68kSZJabUYDb5IPJDm0Wf54kquSLEtycpKNmvVrJjk2yfIkP03ynq79t2vWX5Pk8CTp2rZJkrN6qOWYJPs1y/8vydKmlhOTrNes3zLJj5PcO1h31/7XN7VckWTJBF+PLZv9L0/yxHG07379PpRkz2b5nCSLxth3nyRPmUCNd/a6z5D9L1yd/SVJkno1m0Z4vwc8taq2Bn4GDAbblwEPraqnAdsB/5xkQbPtc8BiYIvmsVdXf3sBZ06wlrdX1TZNLf8NvKVZfzNwCPCJEfbbvaoWVtWoYXMU+wDfqqptq+oXvexYVe+rqu/3eKyeA+/qqqqdp/uYkiRpbpvSwJvkfyVZ0Tze1qx7b5Krk3wfePJg26o6q6rub55eBGw2uAlYN8kawNrAfcDtSTYBNqiqH1dVAV+iE+IG7QV8Nx0fb2pYnmT/po4kOSLJlUlOBx7VVcvtg22aY1az/ndVdQnw59V8XRYmuahrNPthSZ4PvA34pyQ/HGXfYV+/7hHqIe3v7Frer2m3M/Bi4OPNiPITm8cZSS5N8qMkWzb7PL4Z1b4kyYfHOK/PJnlxs3xykqOb5dcn+ffuepLs1oxEn9iM7B83OELfjNyf29RyZvNvTZJDmn+vZUmOH89rLUmSNGWBN8l2wEHAjsAzgDc06w4AtgVeAmw/wu6vA77bLJ8I3AX8ms5o6yeq6mZgU+DGrn1ubNaRZD7w5Kq6sjnOQmAbYE86IW8TYF86gfFpwBuAB408Jvki8BtgS+DT4zjlAs5qQtriMdp+CXhXM4K8HHh/VX0HOBL4ZFXtPtxOPbx+oxdadSFwKvCOZkT6F8AA8Naq2g44FPhs0/xTwOeqans6r8dozgN2bZY35a8jyLsAPxqm/bZ0Qv5TgCcAz0yyJp3Xe7+mlqOBjzTt3w1s27xuBw9XQJLFSZYkWTIwMDBGuZIkaS5YYwr73gU4uaruAkhyEvCCZt3dzbpTh+6U5L3A/cBxzaodgFXAY4CHAT9qRjczdF+akVg6IfsnXXV8rapWAb9Nci6doPisrvU3JfnBgzqqOqgJzp8G9ge+OMb5PrOqbkryKOB7Sa6qqvOGOb8NgY2q6txm1bHAN8boe9CujPH6TUQzR3ln4Bv56zTohzZfnwm8tFn+MnDYKF39CHhbMzf4SuBhzS8XO9GZCjLUxVV1Y1PDFcAC4FbgqXReQ4D5dH7ZAVgGHJfkFOCU4QqoqgE64R3+ej1IkqQ5bCoD73CBFEYJIUleC7wQeE4zTQHglcAZVfVn4HdJLgAW0QlXm3XtvhlwU7P8POCMMeoYtRaAqlqV5ATgHYwReKvqpubr75KcTCeo/03gnQS9hrju9muN0GYecGtVLVydY1bVr5I8jM50kvOAhwMvB+6sqjuG2eXeruVVdK7HACuraqdh2r+Azi8qLwb+LclWXdNgJEmShjWVc3jPA/ZJsk6SdelMITgd2DfJ2knWB1402DjJXsC7gBcPjmA2/hvYo5lzuy6d6RFXVdWvgTuSPKOZ+/ka4FvNPs8Bzu6qY/8k85M8kk5gurhZf0CzfhNg96aOJPm7weWmxqtGO9Ek6zbnQ1PjPwArhmtbVbcBtyQZ/NP/q4Fzh2s7jPMY4fUbxW+T/H2SeXT+DQbdAazf1HQ7cF2SlzXnkCTbNO0uoDONAuBV4zjej+lMUziPzi8lhzL8dIaRXA08MslOTS1rJtmqqX/zqvoh8E5gI2C9HvqVJElz1JSN8FbVZUmOoRMuAY6qqkubEdMrgF/y4CB0BJ0/ow/+KfuiqjoY+Ayd0dUVdEb/vlhVy5p93ggcQ+eNZd+l8ya1RwL3DL7xDDiZzp/Ul9IZqXxnVf2mGYXdg84c2p/x19AZ4NgkGzTLS5vjkOR/AEuADYAH0nkj3lOAjYGTm7rXAL5aVYMjzMN5LXBkknWAa+nMdR5T85qO9PqN5N3AacANdF7DwZB4PPCFJIcA+9EJs59L8r+BNZvtS4F/Ab6a5F+Ab47jeD8C/qGqrknySzqjvOMOvFV1Xzpvvju8mf6xBvB/6fwbfaVZFzpznW8db7+SJGnuyl9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}, "metadata": { "needs_background": "light" } } ], "source": [ "data_heatmap(df, missing=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Interactive (Plotly)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "<AxesSubplot:title={'center':'Data Heatmap'}, xlabel='Record #', ylabel='Variable'>" }, "metadata": {} }, { "output_type": "execute_result", "data": { "text/plain": "Heatmap Widget showing standardized values." }, "metadata": {}, "execution_count": 6 }, { "output_type": "display_data", "data": { "text/plain": "<Figure size 720x720 with 2 Axes>", "image/svg+xml": "\r\n\r\n\r\n\r\n \r\n \r\n \r\n \r\n 2020-10-07T00:33:20.947579\r\n image/svg+xml\r\n \r\n \r\n Matplotlib v3.3.1, https://matplotlib.org/\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n 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}, "metadata": { "needs_background": "light" } } ], "source": [ "data_heatmap(df, viz_backend=\"plotly\")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "<AxesSubplot:title={'center':'Data Heatmap'}, xlabel='Record #', ylabel='Variable'>" }, "metadata": {} }, { "output_type": "execute_result", "data": { "text/plain": "Heatmap Widget showing missing values." }, "metadata": {}, "execution_count": 7 }, { "output_type": "display_data", "data": { "text/plain": "<Figure size 720x720 with 2 Axes>", "image/svg+xml": "\r\n\r\n\r\n\r\n \r\n \r\n \r\n \r\n 2020-10-07T00:33:23.617840\r\n image/svg+xml\r\n \r\n \r\n Matplotlib v3.3.1, https://matplotlib.org/\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n 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\n" 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