{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import shap\n", "import os\n", "import pickle" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Set working dir\n", "os.chdir('/users/rg/dgarrido/PhD/projects/side_tasks/chrom_bea/nf/ml-nf/')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 ENSG00000078808\n", "1 ENSG00000008130\n", "2 ENSG00000157933\n", "3 ENSG00000157916\n", "4 ENSG00000157873\n", " ... \n", "2098 ENSG00000160211\n", "2099 ENSG00000269335\n", "2100 ENSG00000160219\n", "2101 ENSG00000185515\n", "2102 ENSG00000124333\n", "Name: 3, Length: 2103, dtype: object" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Gene subset of interest\n", "sub_f = \"data/subset/upregulated.bed\"\n", "sub = pd.read_csv(sub_f, sep = \"\\t\", header = None)[3]\n", "sub = sub.str.replace(\"\\..*\", \"\")\n", "sub" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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H4K20me1_H006 \\\n", "ENSG00000000005 0.06 0.06 ... 0.09 \n", "ENSG00000000419 3.72 3.14 ... 0.45 \n", "ENSG00000000457 2.69 2.83 ... 0.10 \n", "ENSG00000000460 3.17 2.94 ... 0.06 \n", "ENSG00000000938 1.59 2.64 ... 0.08 \n", "... ... ... ... ... \n", "ENSGR0000196433 0.00 0.00 ... 0.00 \n", "ENSGR0000197976 0.00 0.00 ... 0.00 \n", "ENSGR0000198223 0.00 0.00 ... 0.00 \n", "ENSGR0000205755 0.00 0.00 ... 0.00 \n", "ENSGR0000214717 0.00 0.00 ... 0.00 \n", "\n", " H4K20me1_H009 H4K20me1_H012 H4K20me1_H018 H4K20me1_H024 \\\n", "ENSG00000000005 0.08 0.08 0.10 0.08 \n", "ENSG00000000419 0.44 0.39 0.44 0.42 \n", "ENSG00000000457 0.11 0.12 0.14 0.13 \n", "ENSG00000000460 0.07 0.07 0.07 0.07 \n", "ENSG00000000938 0.08 0.07 0.07 0.06 \n", "... ... ... ... ... \n", "ENSGR0000196433 0.00 0.00 0.00 0.00 \n", "ENSGR0000197976 0.00 0.00 0.00 0.00 \n", "ENSGR0000198223 0.00 0.00 0.00 0.00 \n", "ENSGR0000205755 0.00 0.00 0.00 0.00 \n", "ENSGR0000214717 0.00 0.00 0.00 0.00 \n", "\n", " H4K20me1_H036 H4K20me1_H048 H4K20me1_H072 H4K20me1_H120 \\\n", "ENSG00000000005 0.11 0.11 0.09 0.08 \n", "ENSG00000000419 0.39 0.36 0.39 0.42 \n", "ENSG00000000457 0.13 0.12 0.12 0.24 \n", "ENSG00000000460 0.06 0.06 0.06 0.07 \n", "ENSG00000000938 0.07 0.08 0.30 0.26 \n", "... ... ... ... ... \n", "ENSGR0000196433 0.00 0.00 0.00 0.00 \n", "ENSGR0000197976 0.00 0.00 0.00 0.00 \n", "ENSGR0000198223 0.00 0.00 0.00 0.00 \n", "ENSGR0000205755 0.00 0.00 0.00 0.00 \n", "ENSGR0000214717 0.00 0.00 0.00 0.00 \n", "\n", " H4K20me1_H168 \n", "ENSG00000000005 0.08 \n", "ENSG00000000419 0.43 \n", "ENSG00000000457 0.35 \n", "ENSG00000000460 0.10 \n", "ENSG00000000938 0.14 \n", "... ... \n", "ENSGR0000196433 0.00 \n", "ENSGR0000197976 0.00 \n", "ENSGR0000198223 0.00 \n", "ENSGR0000205755 0.00 \n", "ENSGR0000214717 0.00 \n", "\n", "[12248 rows x 108 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Chromatin data\n", "marks_f = \"data/marks.txt\"\n", "marks_dir = \"data/marks\"\n", "marks = pd.read_csv(marks_f, sep = \"\\t\", header = None, squeeze = True)\n", "\n", "chrom = pd.read_csv(\"%s/%s.tsv\" % (marks_dir, marks[0]), sep = \"\\t\")\n", "chrom.columns = [marks[0] + \"_\" + i for i in chrom.columns]\n", "\n", "for mark in marks[1:]:\n", " tmp = pd.read_csv(\"%s/%s.tsv\" % (marks_dir, mark), sep = \"\\t\")\n", " tmp.columns = [mark + \"_\" + i for i in tmp.columns]\n", " chrom = chrom.join(tmp)\n", "chrom" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "H000 H000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H000 H003\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H000 H006\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H000 H009\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H000 H012\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H000 H018\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H000 H024\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H000 H036\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H000 H048\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H000 H072\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H000 H120\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H000 H168\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H003 H000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H003 H003\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H003 H006\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H003 H009\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H003 H012\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H003 H018\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H003 H024\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H003 H036\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H003 H048\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H003 H072\n", "H003 H120\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H003 H168\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H006 H000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H006 H003\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H006 H006\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H006 H009\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H006 H012\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H006 H018\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H006 H024\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H006 H036\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H006 H048\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H006 H072\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H006 H120\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H006 H168\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H009 H000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H009 H003\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H009 H006\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H009 H009\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H009 H012\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H009 H018\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H009 H024\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H009 H036\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H009 H048\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H009 H072\n", "H009 H120\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H009 H168\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H012 H000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H012 H003\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H012 H006\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H012 H009\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H012 H012\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H012 H018\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H012 H024\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H012 H036\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H012 H048\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H012 H072\n", "H012 H120\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H012 H168\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H018 H000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H018 H003\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H018 H006\n", "H018 H009\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H018 H012\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H018 H018\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H018 H024\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H018 H036\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H018 H048\n", "H018 H072\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H018 H120\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H018 H168\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H024 H000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H024 H003\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H024 H006\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H024 H009\n", "H024 H012\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H024 H018\n", "H024 H024\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H024 H036\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H024 H048\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H024 H072\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H024 H120\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H024 H168\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H036 H000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H036 H003\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H036 H006\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H036 H009\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H036 H012\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H036 H018\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H036 H024\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H036 H036\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H036 H048\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H036 H072\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H036 H120\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H036 H168\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H048 H000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H048 H003\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H048 H006\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H048 H009\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H048 H012\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H048 H018\n", "H048 H024\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H048 H036\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H048 H048\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H048 H072\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H048 H120\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H048 H168\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H072 H000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H072 H003\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H072 H006\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H072 H009\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H072 H012\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H072 H018\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H072 H024\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H072 H036\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H072 H048\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H072 H072\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H072 H120\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H072 H168\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H120 H000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H120 H003\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H120 H006\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H120 H009\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H120 H012\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H120 H018\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H120 H024\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H120 H036\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H120 H048\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H120 H072\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H120 H120\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H120 H168\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H168 H000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H168 H003\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H168 H006\n", "H168 H009\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H168 H012\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H168 H018\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H168 H024\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H168 H036\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H168 H048\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H168 H072\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H168 H120\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "H168 H168\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Trying to unpickle estimator DecisionTreeRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n", "Trying to unpickle estimator RandomForestRegressor from version 0.23.2 when using version 0.23.1. This might lead to breaking code or invalid results. Use at your own risk.\n" ] } ], "source": [ "# Data matrices / load / save predictions\n", "X0 = chrom.loc[sub,]\n", "Y = expr.loc[sub,] \n", "\n", "for tpselx in timepoints:\n", " for tpsely in timepoints:\n", " print (tpselx, tpsely)\n", " with open(\"result.upreg/%s_%s/model.pickle\" % (tpselx, tpsely), 'rb') as f:\n", " rfc_best = pickle.load(f)\n", " f.close()\n", " X = X0.filter(like = tpselx, axis = 1)\n", " X.columns = X.columns.str.replace(\"_.*\", \"\")\n", " y = Y[tpsely]\n", " p = rfc_best.predict(X)\n", " out = pd.concat([pd.Series(p, index = X.index), y], axis = 1)\n", " out.to_csv(\"result.upreg/%s_%s/predVSreal.txt\" % (tpselx, tpsely), sep=\"\\t\", header=False)\n" ] }, { "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": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 4 }