From ec0b0020717d22db6e396625d46a5d5825d72bfb Mon Sep 17 00:00:00 2001 From: Vishakh Kumar Date: Sun, 6 Jul 2025 09:41:01 +0400 Subject: [PATCH] Not much change but keep in git repo --- electrochemical_OCP_EIS_LPR/OCP.ipynb | 49 +++++++++------------------ 1 file changed, 16 insertions(+), 33 deletions(-) diff --git a/electrochemical_OCP_EIS_LPR/OCP.ipynb b/electrochemical_OCP_EIS_LPR/OCP.ipynb index ac11f54..08bb46d 100644 --- a/electrochemical_OCP_EIS_LPR/OCP.ipynb +++ b/electrochemical_OCP_EIS_LPR/OCP.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 26, "id": "08417046-1a17-422e-96fd-6e4c546798e5", "metadata": {}, "outputs": [], @@ -21,16 +21,6 @@ "## Hampel filter" ] }, - { - "cell_type": "code", - "execution_count": null, - "id": "88dcd31f-e720-4e9d-9944-3d972b7955ff", - "metadata": {}, - "outputs": [], - "source": [ - ", label=\"CS 1\"" - ] - }, { "cell_type": "markdown", "id": "aac96ba7-8c92-45bc-8e30-61b2dfd00292", @@ -41,7 +31,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 27, "id": "2ef66349-ca7c-4cc5-a426-15b5cd87f64b", "metadata": {}, "outputs": [ @@ -160,7 +150,7 @@ "[144000 rows x 3 columns]" ] }, - "execution_count": 29, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -178,10 +168,10 @@ "\n", "\n", "try:\n", - " OCP_CS_1_df = ocp_cor_import(\"Cast_Stellite1_Sample1_Actual/OCP.cor\")\n", - " OCP_CS_2_df = ocp_cor_import(\"Cast_Stellite1_Sample2_Actual/OCP.cor\")\n", - " OCP_CS_3_df = ocp_cor_import(\"Cast_Stellite1_Sample3_Actual/OCP.cor\")\n", - " OCP_HS_1_df = ocp_cor_import(\"HIPed_Stellite1_Sample1_Actual/OCP.cor\") \n", + " OCP_CS_1_df = ocp_cor_import(\"Cast_Stellite1_OCP/OCP_1.cor\")\n", + " OCP_CS_2_df = ocp_cor_import(\"Cast_Stellite1_OCP/OCP_2.cor\")\n", + " OCP_CS_3_df = ocp_cor_import(\"Cast_Stellite1_OCP/OCP_3.cor\")\n", + " #OCP_CS_4_df = ocp_cor_import(\"Cast_Stellite1_OCP/OCP_4.cor\") \n", " \n", "except FileNotFoundError as e:\n", " print(f\"Error: File was not found.\")\n", @@ -197,7 +187,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 28, "id": "ee262e1a-786f-42f5-8864-7b4573e593db", "metadata": {}, "outputs": [ @@ -221,32 +211,23 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 31, "id": "f065f9b8-3912-493d-8476-5e0d7368b6bc", "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CS 1\n", - "CS 2\n", - "CS 3\n" - ] - }, { "data": { "text/plain": [ "[]" ] }, - "execution_count": 45, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -256,13 +237,15 @@ } ], "source": [ + "from scipy.stats import zscore\n", + "\n", "fig, ax = plt.subplots(figsize=(8,4), sharex=True, dpi=150)\n", "\n", "for df, name in zip([OCP_CS_1_df, OCP_CS_2_df, OCP_CS_3_df], [\"CS 1\", \"CS 2\", \"CS 3\"]):\n", - " print(name)\n", - "\n", + " \n", + " \n", " arr = df[\"E\"].to_numpy()\n", - " arr[np.abs(zscore(df[\"E\"])) > 3] = None\n", + " arr[np.abs(zscore(df[\"E\"])) > 1] = None\n", "\n", " ax.plot(df[\"T\"].to_numpy(), arr, label=name)\n", "\n",