From 46bd9802b698f9e0dc50236ca80e9215b662cdbe Mon Sep 17 00:00:00 2001 From: ayushsiloiya619 Date: Fri, 15 Mar 2024 11:25:58 +0530 Subject: [PATCH] finally reached the plot and target customers. --- Online_Food.ipynb | 83 ++++++++++++++++++++++++++++++++++++++++++++--- 1 file changed, 79 insertions(+), 4 deletions(-) diff --git a/Online_Food.ipynb b/Online_Food.ipynb index e5748f8..d2c3783 100644 --- a/Online_Food.ipynb +++ b/Online_Food.ipynb @@ -1649,7 +1649,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 73, "id": "dbe28f7a-c7fe-458d-a9a2-adbe8f106cc7", "metadata": {}, "outputs": [ @@ -1676,11 +1676,86 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 77, "id": "378f8487-acb9-477c-bee4-57e92c05db6d", "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8,6))\n", + "sns.countplot(data=df,x=\"Occupation\",hue=\"Feedback\")" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "id": "f6d5422d-c125-4e25-b852-974b0fb0aca5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Aggressive Opinions Count')" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8,6))\n", + "sns.countplot(data=df,x=\"Monthly Income\" , hue=\"Feedback\")\n", + "plt.grid(True)\n", + "plt.xlabel(\"Range of Income\")\n", + "plt.ylabel(\"Aggressive Opinions Count\")" + ] + }, + { + "cell_type": "markdown", + "id": "de86833e-3324-4eda-ab15-a061dde85827", + "metadata": {}, + "source": [ + "### Successfully Accomplished the target customers." + ] + }, + { + "cell_type": "markdown", + "id": "f7c39c38-3c59-4ef8-86e2-c8548a27968b", + "metadata": {}, + "source": [ + "### Copyright @AyushSiloiya Made with ♥ by Ayush Siloiya" + ] } ], "metadata": {