From dcd7278a490c02061d74f6dd51004e708103dc3b Mon Sep 17 00:00:00 2001 From: Aleksey Filippov Date: Wed, 5 Mar 2025 17:33:16 +0400 Subject: [PATCH] Fix dataset --- dataset.ipynb | 36 ++++++++++++++++++------------------ 1 file changed, 18 insertions(+), 18 deletions(-) diff --git a/dataset.ipynb b/dataset.ipynb index dc31821..89f4bd2 100644 --- a/dataset.ipynb +++ b/dataset.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 5, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -34,7 +34,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -57,16 +57,16 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 7, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, @@ -97,7 +97,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -106,13 +106,13 @@ "" ] }, - "execution_count": 8, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -122,12 +122,12 @@ } ], "source": [ - "sns.heatmap(d_data.corr(), annot=True)" + "sns.heatmap(d_data.corr(), annot=True, fmt=\".1%\")" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -158,7 +158,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -179,16 +179,16 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 11, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, @@ -217,7 +217,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -226,13 +226,13 @@ "" ] }, - "execution_count": 12, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -242,7 +242,7 @@ } ], "source": [ - "sns.heatmap(v_data.corr(), annot=True)" + "sns.heatmap(v_data.corr(), annot=True, fmt=\".1%\")" ] } ],