Created
February 10, 2020 17:26
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import sklearn\n", | |
| "from sklearn.datasets import make_classification\n", | |
| "from sklearn.datasets import make_regression\n", | |
| "from sklearn.experimental import enable_hist_gradient_boosting\n", | |
| "from sklearn.ensemble import HistGradientBoostingRegressor\n", | |
| "from sklearn.ensemble import HistGradientBoostingClassifier\n", | |
| "import numpy as np\n", | |
| "import scipy\n", | |
| "import pandas as pd\n", | |
| "import matplotlib as mpl\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "%matplotlib inline\n", | |
| "%load_ext autoreload\n", | |
| "%autoreload 2" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "s = 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| |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# SH vs RS on CC18 benchark\n", | |
| "\n", | |
| "\n", | |
| "CC18 has 72 datsets. About 10 datasets were excluded (memory usage too high, or random failures)\n", | |
| "\n", | |
| "Benchmark code is taken from https://github.com/scikit-learn/scikit-learn/pull/13900#issuecomment-555202559\n", | |
| "\n", | |
| "\n", | |
| "- `index` column corresponds to the openml run id, roughly corresponding to a couple (dataset, estimator)\n", | |
| "- `arrayid` is an int from 0 to 71 identifying a task/dataset in the CC18 openml benchmark https://www.openml.org/s/99/tasks\n", | |
| "- `est` corresponds to a search estimator, in this order:\n", | |
| "\n", | |
| "```py\n", | |
| "rs = RandomizedSearchCV()\n", | |
| "sh_defaults = HalvingRandomSearchCV()\n", | |
| "sh_force_exhaust= HalvingRandomSearchCV(force_exhaust_resources=True)\n", | |
| "sh_max_iter = HalvingRandomSearchCV(force_exhaust_resources=True,\n", | |
| " resource='max_iter', max_resources=100)\n", | |
| "```\n", | |
| "\n", | |
| "\n", | |
| "\n", | |
| "For each dataset, openml runs 10 folds cross-validation and computes accuracy. " | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<style scoped>\n", | |
| " .dataframe tbody tr th:only-of-type {\n", | |
| " vertical-align: middle;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe tbody tr th {\n", | |
| " vertical-align: top;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe thead th {\n", | |
| " text-align: right;\n", | |
| " }\n", | |
| "</style>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>acc_fold0</th>\n", | |
| " <th>acc_fold1</th>\n", | |
| " <th>acc_fold2</th>\n", | |
| " <th>acc_fold3</th>\n", | |
| " <th>acc_fold4</th>\n", | |
| " <th>acc_fold5</th>\n", | |
| " <th>acc_fold6</th>\n", | |
| " <th>acc_fold7</th>\n", | |
| " <th>acc_fold8</th>\n", | |
| " <th>acc_fold9</th>\n", | |
| " <th>est</th>\n", | |
| " <th>arrayid</th>\n", | |
| " <th>time</th>\n", | |
| " <th>acc_avg</th>\n", | |
| " <th>acc_std</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>10437675</th>\n", | |
| " <td>0.996875</td>\n", | |
| " <td>0.984375</td>\n", | |
| " <td>0.993750</td>\n", | |
| " <td>0.996875</td>\n", | |
| " <td>0.996875</td>\n", | |
| " <td>1.000</td>\n", | |
| " <td>0.990596</td>\n", | |
| " <td>0.990596</td>\n", | |
| " <td>1.000</td>\n", | |
| " <td>1.0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>127.097770</td>\n", | |
| " <td>0.994994</td>\n", | |
| " <td>0.005151</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>10437620</th>\n", | |
| " <td>0.993750</td>\n", | |
| " <td>0.987500</td>\n", | |
| " <td>0.996875</td>\n", | |
| " <td>0.996875</td>\n", | |
| " <td>0.993750</td>\n", | |
| " <td>1.000</td>\n", | |
| " <td>0.993730</td>\n", | |
| " <td>0.996865</td>\n", | |
| " <td>1.000</td>\n", | |
| " <td>1.0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>65.474349</td>\n", | |
| " <td>0.995935</td>\n", | |
| " <td>0.003912</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>10437552</th>\n", | |
| " <td>0.993750</td>\n", | |
| " <td>0.990625</td>\n", | |
| " <td>0.996875</td>\n", | |
| " <td>0.996875</td>\n", | |
| " <td>0.996875</td>\n", | |
| " <td>1.000</td>\n", | |
| " <td>0.993730</td>\n", | |
| " <td>0.990596</td>\n", | |
| " <td>1.000</td>\n", | |
| " <td>1.0</td>\n", | |
| " <td>2</td>\n", | |
| " <td>0</td>\n", | |
| " <td>64.716303</td>\n", | |
| " <td>0.995933</td>\n", | |
| " <td>0.003630</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>10437491</th>\n", | |
| " <td>0.996875</td>\n", | |
| " <td>0.984375</td>\n", | |
| " <td>0.990625</td>\n", | |
| " <td>0.996875</td>\n", | |
| " <td>0.996875</td>\n", | |
| " <td>1.000</td>\n", | |
| " <td>0.990596</td>\n", | |
| " <td>0.990596</td>\n", | |
| " <td>1.000</td>\n", | |
| " <td>1.0</td>\n", | |
| " <td>3</td>\n", | |
| " <td>0</td>\n", | |
| " <td>52.560843</td>\n", | |
| " <td>0.994682</td>\n", | |
| " <td>0.005327</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>10437695</th>\n", | |
| " <td>0.880000</td>\n", | |
| " <td>0.810000</td>\n", | |
| " <td>0.825000</td>\n", | |
| " <td>0.890000</td>\n", | |
| " <td>0.840000</td>\n", | |
| " <td>0.865</td>\n", | |
| " <td>0.825000</td>\n", | |
| " <td>0.865000</td>\n", | |
| " <td>0.865</td>\n", | |
| " <td>0.8</td>\n", | |
| " <td>0</td>\n", | |
| " <td>4</td>\n", | |
| " <td>1463.277746</td>\n", | |
| " <td>0.846500</td>\n", | |
| " <td>0.030736</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " acc_fold0 acc_fold1 acc_fold2 acc_fold3 acc_fold4 acc_fold5 \\\n", | |
| "10437675 0.996875 0.984375 0.993750 0.996875 0.996875 1.000 \n", | |
| "10437620 0.993750 0.987500 0.996875 0.996875 0.993750 1.000 \n", | |
| "10437552 0.993750 0.990625 0.996875 0.996875 0.996875 1.000 \n", | |
| "10437491 0.996875 0.984375 0.990625 0.996875 0.996875 1.000 \n", | |
| "10437695 0.880000 0.810000 0.825000 0.890000 0.840000 0.865 \n", | |
| "\n", | |
| " acc_fold6 acc_fold7 acc_fold8 acc_fold9 est arrayid \\\n", | |
| "10437675 0.990596 0.990596 1.000 1.0 0 0 \n", | |
| "10437620 0.993730 0.996865 1.000 1.0 1 0 \n", | |
| "10437552 0.993730 0.990596 1.000 1.0 2 0 \n", | |
| "10437491 0.990596 0.990596 1.000 1.0 3 0 \n", | |
| "10437695 0.825000 0.865000 0.865 0.8 0 4 \n", | |
| "\n", | |
| " time acc_avg acc_std \n", | |
| "10437675 127.097770 0.994994 0.005151 \n", | |
| "10437620 65.474349 0.995935 0.003912 \n", | |
| "10437552 64.716303 0.995933 0.003630 \n", | |
| "10437491 52.560843 0.994682 0.005327 \n", | |
| "10437695 1463.277746 0.846500 0.030736 " | |
| ] | |
| }, | |
| "execution_count": 7, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "df = pd.read_json(s)\n", | |
| "df.head()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.axes._subplots.AxesSubplot at 0x7f9135237240>" | |
| ] | |
| }, | |
| "execution_count": 8, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "avg_avg_acc = df.groupby('est')['acc_avg'].mean()\n", | |
| "avg_std_dev = df.groupby('est')['acc_std'].mean()\n", | |
| "\n", | |
| "avg_avg_acc.plot(kind='bar', yerr=avg_std_dev, \n", | |
| " ylim=[.84, .9],\n", | |
| " title=('Average acc over all datasets for each estimator\\n'\n", | |
| " 'Each dataset is averaged itself over 10 folds by openml'))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.axes._subplots.AxesSubplot at 0x7f9135077828>" | |
| ] | |
| }, | |
| "execution_count": 9, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "df.groupby('est')['time'].mean().plot(\n", | |
| " kind='bar',\n", | |
| " title='Average computation time over all datasets for each estimator in seconds')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.axes._subplots.AxesSubplot at 0x7f9134995438>" | |
| ] | |
| }, | |
| "execution_count": 10, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "idx = df.groupby(['arrayid'])['acc_avg'].transform(max) == df['acc_avg']\n", | |
| "df[idx].est.value_counts(sort=False).plot(\n", | |
| " kind='bar',\n", | |
| " title='Number of datasets for which each estimator had the best avg acc')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 11, | |
| "metadata": { | |
| "scrolled": true | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "/home/nico/.venvs/mess/lib/python3.6/site-packages/pandas/plotting/_matplotlib/core.py:338: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n", | |
| " fig = self.plt.figure(figsize=self.figsize)\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "arrayid\n", | |
| "0 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "4 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "5 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "7 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "8 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "9 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "10 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "11 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "12 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "13 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "14 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "15 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "16 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "17 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "18 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "19 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "20 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "21 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "22 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "23 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "25 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "26 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "28 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "29 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "30 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "31 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "32 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "33 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "34 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "36 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "37 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "38 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "39 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "40 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "41 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "42 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "43 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "44 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "45 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "46 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "47 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "48 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "49 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "50 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "51 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "53 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "54 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "55 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "56 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "57 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "58 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "59 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "60 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "61 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "62 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "63 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "65 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "66 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "70 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "71 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "dtype: object" | |
| ] | |
| }, | |
| "execution_count": 11, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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IuEtSg/4P78RZLKEWDFkAAAAASUVORK5CYII=\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
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| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
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| |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
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| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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Az3S31wN/l8QfYup1yx9iSlKjvIQiSY0y4JLUKAMuSY0y4JLUKAMuSY0y4JLUKAMuSY0y4JLUqP8FUXGD5TvjVS4AAAAASUVORK5CYII=\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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J4KZuG+DT3eV1wN8l8UVMvWr5IqYkNcpTKJLUKAMuSY0y4JLUKAMuSY0y4JLUKAMuSY0y4JLUKAMuSY36X79piee5qhs/AAAAAElFTkSuQmCC\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": "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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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7JHXIuEtSh4y7JHXofwHbsnOIJDZtcgAAAABJRU5ErkJggg==\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
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| "metadata": { | |
| "needs_background": "light" | |
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| |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
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| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
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| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
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| |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
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| |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
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| { | |
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lVZ05XHzOAAAAAElFTkSuQmCC\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
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5feDNwKnArcAfATuACaCYuczwAeA6Zq6a+iEzNxL9cBT9Sv0Y7vq5l+RXgb8FfreqfpzkA8Ah4KVV9fJuzOlV9b0kXwD+tKomR9ex1J/TMhJcwMzNK7cn2dOtnwH8cpJ/SLIJeHiUDUrzZbhLM3fJ7qyqjd3jeVX1FuCFwBeAPwQ+NMoGpfky3CXYDbwmyTMBkpzRfU/LSVX1SeCdwIu6sY8ATxtNm9Lg/G4Z/dyrqnuSvBP4XPeVEz8G/gT4dLcO8Pbu+Trgn5L4gaqe0PxAVZIa5LSMJDXIcJekBhnuktQgw12SGmS4S1KDDHdJapDhLkkNMtwlqUH/B/fv3PjB5Z2FAAAAAElFTkSuQmCC\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
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| "data": { | |
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| |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
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JapBxl6QGGXdJatD/AdmbYCz9jWGMAAAAAElFTkSuQmCC\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
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| |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
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| |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
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| |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
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| "metadata": { | |
| "needs_background": "light" | |
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| |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
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| }, | |
| "output_type": "display_data" | |
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| |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
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| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
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| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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eIis9rfkHVQlI8nvAW4FTgDuAPwS2A2NAMfUyw33ADUy9auoHTL2R6AfDmFeajXHXz7wkvwz8DfDbVfWjJB8EDgGvqqrXdMecVlXfTfJ54E+qanx4E0uz87SMBBcw9eaVu5Ls7q6fAfxikr9PshF4dJgDSvNl3KWpd8nuqKoN3eXFVfU24GXA54E/AP55mANK82XcJdgFXJLkeQBJzug+p+WkqvoU8G7g5d2xjwHPGc6Y0tz52TL6mVdV9yd5N/DZ7iMnfgT8MXBzdx3gnd3XG4B/SuIfVPW05h9UJalBnpaRpAYZd0lqkHGXpAYZd0lqkHGXpAYZd0lqkHGXpAYZd0lq0P8DKCzXa3++kqoAAAAASUVORK5CYII=\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
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| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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9zhjaWpWSbGT2bPPRecZeUVX/MYa2Vq0kJ1bV9+apnwqsr6p7xtDWkhnuktQhr5aRpA4Z7pLUIcNdWoQkb0zyonH3IQ1iuEuL80ZmL5GVfqb5gaoEJPk94C3ACcDtwB8CNwKTQDF7meF+4P3MXjX1HWa/SPSdcfQrDWK461kvyS8Cfw38dlX9IMk/Ao8Br6yqV7c5a6vqiSS3AX9cVVPj61gazGUZCbYy++WVO5Lc1fZPAV6S5O+SXAg8Nc4GpcUy3KXZb8nurqqz2+2MqroGOAu4DfgD4F/G2aC0WIa7BPuAy5O8ECDJKe13Wo6rqo8D7wTObXO/BTx/PG1Kw/O3ZfSsV1X3JXkn8Jn2kxM/AN4GfKLtA7yj3b8f+KckfqCqn2l+oCpJHXJZRpI6ZLhLUocMd0nqkOEuSR0y3CWpQ4a7JHXIcJekDhnuktSh/wMwC+7qPgJFbQAAAABJRU5ErkJggg==\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
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| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
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| |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
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| "output_type": "display_data" | |
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| |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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cx6rqd0fQ1qqUZAPTZ5uHZpl7ZVX9+wjaWrWSnFhV35+lfipwWlXdM4K2lsxwl6QOebWMJHXIcJekDhnu0gIkeXOSF426D2k+hru0MG9m+hJZ6VnNN1QlIMnvA28DTgBuA/4I2A2MA8X0ZYb7gQ8zfdXUd5n+INF3R9GvNB/DXT/zkvwi8DfA71TVD5P8E/Ao8Kqqem1bs7aqHk9yC/AnVTUxuo6l+bktI8EWpj+8cnuSu9rxKcBLkvx9kguAJ0fZoLRQhrs0/SnZPVV1dru9rKreDpwF3AL8IfCBUTYoLZThLsE+4NIkLwRIckr7npbjqupTwHuAc9vabwPPH02b0uD8bhn9zKuq+5K8B/h8+8qJHwLvBD7djgHe3e4/DPxzEt9Q1bOab6hKUofclpGkDhnuktQhw12SOmS4S1KHDHdJ6pDhLkkdMtwlqUOGuyR16P8AfS/oGQ8HPRgAAAAASUVORK5CYII=\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
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| |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# computation time for each dataset\n", | |
| "gb = df.groupby('arrayid')\n", | |
| "gb.plot(y='time', x='est', kind='bar', legend=False)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 12, | |
| "metadata": { | |
| "scrolled": true | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "arrayid\n", | |
| "0 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "4 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "5 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "7 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "8 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "9 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "10 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "11 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "12 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "13 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "14 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "15 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "16 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "17 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "18 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "19 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "20 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "21 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "22 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "23 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "25 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "26 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "28 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "29 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "30 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "31 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "32 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "33 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "34 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "36 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "37 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "38 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "39 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "40 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "41 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "42 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "43 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "44 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "45 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "46 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "47 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "48 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "49 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "50 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "51 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "53 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "54 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "55 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "56 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "57 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "58 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "59 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "60 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "61 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "62 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "63 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "65 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "66 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "70 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "71 AxesSubplot(0.125,0.125;0.775x0.755)\n", | |
| "dtype: object" | |
| ] | |
| }, | |
| "execution_count": 12, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
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| |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
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| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
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| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
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FtwReAN7O4rudvsrih3u+Oo55pWEMuq5LSb4PeCPwM1X1UJI/BT4L/GhV3dxb84Sq+mKSDwC/UVWz45tYGs5LLrpevZDFD5TMJLm3t/1E4LuT/HGSvcCD4xxQWi2DrutVgHdU1U29n++tqtcAPwh8AHgl8NZxDiitlkHX9eq9wEuTPAkgyRN734tyQ1X9NfB64Dm9tf8DPG48Y0rd+V0uui5V1Zkkrwf+qfd1Dw8BtwF/09sGuL3317cDf57Em6J6VPOmqCQ1wksuktQIgy5JjTDoktQIgy5JjTDoktQIgy5JjTDoktQIgy5Jjfg/iDXaf6asf6UAAAAASUVORK5CYII=\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
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| "output_type": "display_data" | |
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| |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
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8Kovf7T8JFItvCTwHvJPFdzt9jcUP93xtHPNKwxh0XZOSfD/wRuDnqurhJH8CfB74saq6qbfm8VX130k+BPxWVc2Ob2JpOC+56Fr1AhY/UDKT5J7e9hOA70nyR0n2AA+Oc0BptQy6rlUB3lVVN/Z+vq+qXg38EPAh4BXA28c5oLRaBl3XqvcDL0nyRIAkT+h9L8p1VfVXwOuAZ/fW/g/w2PGMKXXnd7nomlRVp5O8DvjH3tc9PAzcCvx1bxvgtt5f3wn8WRJviuoRzZuiktQIL7lIUiMMuiQ1wqBLUiMMuiQ1wqBLUiMMuiQ1wqBLUiMMuiQ14v8Az6PkO/iLOeAAAAAASUVORK5CYII=\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
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| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
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| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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pEQZdkhph0CWpEQZdkhph0CWpEQZdkhrxf8r7iRmjxFcBAAAAAElFTkSuQmCC\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
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| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
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| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
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| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
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| "metadata": { | |
| "needs_background": "light" | |
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| |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
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| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
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| "data": { | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
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| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": "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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# Avg accuracy for each dataset\n", | |
| "gb = df.groupby('arrayid')\n", | |
| "gb.plot(y='acc_avg', x='est', kind='bar', legend=False)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python 3", | |
| "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": "3.6.9" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 4 | |
| } |
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