diff --git "a/WorkSpace/\355\206\265\355\225\251/EDA_ML \354\231\204\353\243\214.ipynb" "b/WorkSpace/\355\206\265\355\225\251/EDA_ML \354\231\204\353\243\214.ipynb" index 7061d83..f03e258 100644 --- "a/WorkSpace/\355\206\265\355\225\251/EDA_ML \354\231\204\353\243\214.ipynb" +++ "b/WorkSpace/\355\206\265\355\225\251/EDA_ML \354\231\204\353\243\214.ipynb" @@ -2816,36 +2816,6 @@ "### 마켓팅이 필요한 고객들의 전체 매출 변화량\n" ] }, - { - "cell_type": "code", - "execution_count": 58, - "id": "e9717e5a-5319-4a74-8394-63e0f8ec3e5f", - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-30T11:53:06.896212Z", - "iopub.status.busy": "2022-10-30T11:53:06.895512Z", - "iopub.status.idle": "2022-10-30T11:53:06.910013Z", - "shell.execute_reply": "2022-10-30T11:53:06.909029Z", - "shell.execute_reply.started": "2022-10-30T11:53:06.896148Z" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.1421749499308899" - ] - }, - "execution_count": 58, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "((selected_pv.iloc[0,:]-selected_pv.iloc[-1,:])/selected_pv.iloc[0,:])[0]*100" - ] - }, { "cell_type": "code", "execution_count": 66, @@ -2900,16 +2870,47 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 67, "id": "e862406d-e50f-40a7-a80a-5db03cb35e79", "metadata": { "execution": { "iopub.execute_input": "2022-10-30T11:56:20.328212Z", - "iopub.status.busy": "2022-10-30T11:56:20.327385Z" + "iopub.status.busy": "2022-10-30T11:56:20.327385Z", + "iopub.status.idle": "2022-10-30T11:56:22.479231Z", + "shell.execute_reply": "2022-10-30T11:56:22.478553Z", + "shell.execute_reply.started": "2022-10-30T11:56:20.328134Z" }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "구매금액 25.588156\n", + "dtype: float64\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# 전체 고객 대상 첫분기대비_매출_차이\n", "overall_pv=pp_purprd_prodcl.pivot_table(index='분기',values='구매금액',aggfunc='sum')\n",