diff --git a/scripts/S2C_bandpass/Hyperion_spectra.csv b/scripts/S2C_bandpass/Hyperion_spectra.csv
new file mode 100644
index 0000000..b99b4dc
--- /dev/null
+++ b/scripts/S2C_bandpass/Hyperion_spectra.csv
@@ -0,0 +1,10001 @@
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diff --git a/scripts/S2C_bandpass/Hyperion_spectra_MSI_2B.csv b/scripts/S2C_bandpass/Hyperion_spectra_MSI_2B.csv
new file mode 100644
index 0000000..050a458
--- /dev/null
+++ b/scripts/S2C_bandpass/Hyperion_spectra_MSI_2B.csv
@@ -0,0 +1,10001 @@
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diff --git a/scripts/S2C_bandpass/Hyperion_spectra_OLI.csv b/scripts/S2C_bandpass/Hyperion_spectra_OLI.csv
new file mode 100644
index 0000000..9641f28
--- /dev/null
+++ b/scripts/S2C_bandpass/Hyperion_spectra_OLI.csv
@@ -0,0 +1,10001 @@
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diff --git a/scripts/S2C_bandpass/Hyperion_wavelength_FWHM.csv b/scripts/S2C_bandpass/Hyperion_wavelength_FWHM.csv
new file mode 100644
index 0000000..dc6d4be
--- /dev/null
+++ b/scripts/S2C_bandpass/Hyperion_wavelength_FWHM.csv
@@ -0,0 +1,199 @@
+Wavelength(nm),FWHM(nm)
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diff --git a/scripts/S2C_bandpass/Hyperion_wavelength_FWHM.xlsx b/scripts/S2C_bandpass/Hyperion_wavelength_FWHM.xlsx
new file mode 100644
index 0000000..20e25d4
Binary files /dev/null and b/scripts/S2C_bandpass/Hyperion_wavelength_FWHM.xlsx differ
diff --git a/scripts/S2C_bandpass/S2_SRF_2024/COPE-GSEG-EOPG-TN-15-0007 - Sentinel-2 Spectral Response Functions 2024 - 4.0.xlsx b/scripts/S2C_bandpass/S2_SRF_2024/COPE-GSEG-EOPG-TN-15-0007 - Sentinel-2 Spectral Response Functions 2024 - 4.0.xlsx
new file mode 100644
index 0000000..c7a83ab
Binary files /dev/null and b/scripts/S2C_bandpass/S2_SRF_2024/COPE-GSEG-EOPG-TN-15-0007 - Sentinel-2 Spectral Response Functions 2024 - 4.0.xlsx differ
diff --git a/scripts/S2C_bandpass/S2_SRF_2024/SpectralResponses_S2A.csv b/scripts/S2C_bandpass/S2_SRF_2024/SpectralResponses_S2A.csv
new file mode 100644
index 0000000..dc9a3e4
--- /dev/null
+++ b/scripts/S2C_bandpass/S2_SRF_2024/SpectralResponses_S2A.csv
@@ -0,0 +1,2302 @@
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diff --git a/scripts/S2C_bandpass/S2_SRF_2024/SpectralResponses_S2B.csv b/scripts/S2C_bandpass/S2_SRF_2024/SpectralResponses_S2B.csv
new file mode 100644
index 0000000..c3a477f
--- /dev/null
+++ b/scripts/S2C_bandpass/S2_SRF_2024/SpectralResponses_S2B.csv
@@ -0,0 +1,2306 @@
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diff --git a/scripts/S2C_bandpass/S2_SRF_2024/SpectralResponses_S2C.csv b/scripts/S2C_bandpass/S2_SRF_2024/SpectralResponses_S2C.csv
new file mode 100644
index 0000000..0d375d9
--- /dev/null
+++ b/scripts/S2C_bandpass/S2_SRF_2024/SpectralResponses_S2C.csv
@@ -0,0 +1,2306 @@
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diff --git a/scripts/S2C_bandpass/S2_SRF_old/SpectralResponses_S2B.csv b/scripts/S2C_bandpass/S2_SRF_old/SpectralResponses_S2B.csv
new file mode 100644
index 0000000..c3a477f
--- /dev/null
+++ b/scripts/S2C_bandpass/S2_SRF_old/SpectralResponses_S2B.csv
@@ -0,0 +1,2306 @@
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diff --git a/scripts/S2C_bandpass/bandpass.ipynb b/scripts/S2C_bandpass/bandpass.ipynb
new file mode 100644
index 0000000..d8643ba
--- /dev/null
+++ b/scripts/S2C_bandpass/bandpass.ipynb
@@ -0,0 +1,419 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "347229a3-7a0a-4072-9a75-af9c71154b76",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "from scipy.stats import linregress"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "c723b6bd-f4b9-474b-b7c0-e388fbf18bd3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "HLS_L8 = [\"B02\", \"B03\", \"B04\", \"B05\", \"B06\", \"B07\"] # Coastal Aerosol: \"B01\", cirrus: \"B09\"\n",
+    "L8_2_S2 = {\"B01\": \"B01\", \"B02\": \"B02\", \"B03\": \"B03\", \"B04\": \"B04\", \n",
+    "          \"B05\": \"B8A\", \"B06\": \"B11\", \"B07\": \"B12\", \"B09\": \"B10\"}\n",
+    "L8_bandname = {\"B01\":\"Coastal Aerosol\", \"B02\":\"Blue\", \"B03\":\"Green\", \"B04\":\"Red\", \n",
+    "               \"B05\":\"NIR Narrow\", \"B06\":\"SWIR 1\", \"B07\":\"SWIR 2\", \"B09\":\"Cirrus\"}\n",
+    "S2_bandname = {\"B01\":\"Coastal Aerosol\", \"B02\":\"Blue\", \"B03\":\"Green\", \"B04\":\"Red\", \n",
+    "               \"B8A\":\"NIR Narrow\", \"B11\":\"SWIR1\", \"B12\":\"SWIR2\", \"B10\":\"Cirrus\"}\n",
+    "L8_name2index = {'Coastal Aerosol': 'B01', 'Blue': 'B02', 'Green': 'B03', 'Red': 'B04',\n",
+    "                 'NIR': 'B05', 'SWIR1': 'B06', 'SWIR2': 'B07'}\n",
+    "S2_name2index = {'Coastal Aerosol': 'B01', 'Blue': 'B02', 'Green': 'B03', 'Red': 'B04',\n",
+    "                 'NIR': 'B8A', 'SWIR1': 'B11', 'SWIR2': 'B12'}\n",
+    "common_bands = [\"Coastal Aerosol\", \"Blue\",\"Green\",\"Red\",\"NIR\",\"SWIR1\", \"SWIR2\"]\n",
+    "bandname2bpname = {\"Coastal Aerosol\": \"CA\", \"Blue\": \"Blue\",\"Green\": \"Green\",\"Red\": \"Red\",\"NIR\": \"NIR1\",\"SWIR1\": \"SWIR1\", \"SWIR2\": \"SWIR2\"}\n",
+    "work_dir = r\"C:\\Users\\qzhou2\\C_workdir\\Bandpass_linear\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "ff853ca9-5ccc-4ff1-8ba3-a30aa99250f4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "# df_MSI2B =  pd.read_csv('https://jeodpp.jrc.ec.europa.eu/ftp/jrc-opendata/DRLL/SaSurf/ConvolutedSpectra/Hyperion/Hyperion_spectra_MSI_2B.csv')\n",
+    "# df_OLI   =  pd.read_csv('https://jeodpp.jrc.ec.europa.eu/ftp/jrc-opendata/DRLL/SaSurf/ConvolutedSpectra/Hyperion/Hyperion_spectra_OLI.csv')\n",
+    "df_MSI2B =  pd.read_csv(os.path.join(work_dir, \"Hyperion_spectra_MSI_2B.csv\"))\n",
+    "df_OLI   =  pd.read_csv(os.path.join(work_dir, \"Hyperion_spectra_OLI.csv\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "a274f1f8-0ea8-4659-95c6-5f3b5bfc25ee",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CA\n",
+      "LinregressResult(slope=np.float64(0.9958871255508038), intercept=np.float64(-0.0002487276412661901), rvalue=np.float64(0.9999861238470251), pvalue=np.float64(0.0), stderr=np.float64(5.246958254665566e-05), intercept_stderr=np.float64(4.762262832019465e-06))\n",
+      "Blue\n",
+      "LinregressResult(slope=np.float64(0.9780309010429667), intercept=np.float64(-0.004061428468512457), rvalue=np.float64(0.999733596614855), pvalue=np.float64(0.0), stderr=np.float64(0.0002258227357406648), intercept_stderr=np.float64(2.5482365945872784e-05))\n",
+      "Green\n",
+      "LinregressResult(slope=np.float64(1.0073190860136878), intercept=np.float64(-0.0008447341379998752), rvalue=np.float64(0.9998286859944506), pvalue=np.float64(0.0), stderr=np.float64(0.00018649952725904016), intercept_stderr=np.float64(2.677346198052814e-05))\n",
+      "Red\n",
+      "LinregressResult(slope=np.float64(0.9760896456316299), intercept=np.float64(0.0010256725249797871), rvalue=np.float64(0.9998546297658694), pvalue=np.float64(0.0), stderr=np.float64(0.00016646894857005808), intercept_stderr=np.float64(2.8862338923471467e-05))\n",
+      "NIR2\n",
+      "LinregressResult(slope=np.float64(1.0177316936553253), intercept=np.float64(0.00835544371750363), rvalue=np.float64(0.9976538573319376), pvalue=np.float64(0.0), stderr=np.float64(0.0006984481559719519), intercept_stderr=np.float64(0.00019204712740856684))\n",
+      "NIR1\n",
+      "LinregressResult(slope=np.float64(0.9966445715003776), intercept=np.float64(2.5264301537653022e-05), rvalue=np.float64(0.999994486715849), pvalue=np.float64(0.0), stderr=np.float64(3.309830252415834e-05), intercept_stderr=np.float64(9.552697893640857e-06))\n",
+      "SWIR1\n",
+      "LinregressResult(slope=np.float64(0.9999565220607808), intercept=np.float64(-0.0002904296585862498), rvalue=np.float64(0.9999986330351939), pvalue=np.float64(0.0), stderr=np.float64(1.6535550611684055e-05), intercept_stderr=np.float64(4.3790116956085005e-06))\n",
+      "SWIR2\n",
+      "LinregressResult(slope=np.float64(0.9867743558538054), intercept=np.float64(0.00035471873443140844), rvalue=np.float64(0.9999429845076386), pvalue=np.float64(0.0), stderr=np.float64(0.00010538803269151513), intercept_stderr=np.float64(2.227108439687288e-05))\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "### Code from Martin Claverie for quick evaluation ###\n",
+    "x = np.array([0,.8])\n",
+    "\n",
+    "plt.plot(x,x,'k')\n",
+    "lr = linregress(df_MSI2B.CA,df_OLI.CA)\n",
+    "plt.plot(x, lr.intercept + lr.slope*x, 'r', label='fitted line')\n",
+    "plt.plot(df_MSI2B.CA,df_OLI.CA,'xb',markersize=2)\n",
+    "plt.xlabel('MSI2B')\n",
+    "plt.ylabel('OLI')\n",
+    "\n",
+    "for band in df_MSI2B.keys()[1:]:\n",
+    "    print(band)\n",
+    "    print(linregress(df_MSI2B[band],df_OLI[band]))\n",
+    "\n",
+    "### Reference ###\n",
+    "# CA\n",
+    "# LinregressResult(slope=0.9958871255508047, intercept=-0.0002487276412662387, rvalue=0.9999861238470256, pvalue=0.0, stderr=5.246958254581606e-05)\n",
+    "# Blue\n",
+    "# LinregressResult(slope=0.9780309010429665, intercept=-0.004061428468512443, rvalue=0.9997335966148552, pvalue=0.0, stderr=0.00022582273574057055)\n",
+    "# Green\n",
+    "# LinregressResult(slope=1.007319086013688, intercept=-0.0008447341379998891, rvalue=0.9998286859944513, pvalue=0.0, stderr=0.00018649952725867746)\n",
+    "# Red\n",
+    "# LinregressResult(slope=0.9760896456316293, intercept=0.0010256725249798704, rvalue=0.9998546297658693, pvalue=0.0, stderr=0.00016646894857012156)\n",
+    "# NIR2\n",
+    "# LinregressResult(slope=1.0177316936553256, intercept=0.008355443717503575, rvalue=0.9976538573319376, pvalue=0.0, stderr=0.0006984481559719521)\n",
+    "# NIR1\n",
+    "# LinregressResult(slope=0.9966445715003783, intercept=2.526430153748649e-05, rvalue=0.9999944867158492, pvalue=0.0, stderr=3.309830252349184e-05)\n",
+    "# SWIR1\n",
+    "# LinregressResult(slope=0.9999565220607817, intercept=-0.0002904296585864441, rvalue=0.9999986330351948, pvalue=0.0, stderr=1.6535550606312104e-05)\n",
+    "# SWIR2\n",
+    "# LinregressResult(slope=0.9867743558538057, intercept=0.00035471873443135293, rvalue=0.999942984507639, pvalue=0.0, stderr=0.00010538803269120731)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "750a20a3-601e-4a6b-9801-d003333bca1b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "   Wavelength(nm)  FWHM(nm)\n",
+      "0          426.82   11.3871\n",
+      "1          436.99   11.3871\n",
+      "2          447.17   11.3871\n",
+      "3          457.34   11.3871\n",
+      "4          467.52   11.3871\n"
+     ]
+    }
+   ],
+   "source": [
+    "fwhm_df = pd.read_csv(os.path.join(work_dir, \"Hyperion_wavelength_FWHM.csv\")).sort_values(\"Wavelength(nm)\")\n",
+    "fwhm_df[\"Wavelength(nm)\"] = fwhm_df[\"Wavelength(nm)\"]#.round()\n",
+    "print(fwhm_df.head())\n",
+    "def find_neighbours(value, df, idx_col, val_col):\n",
+    "    exactmatch = df[df[idx_col] == value]\n",
+    "    if not exactmatch.empty:\n",
+    "        return exactmatch.index\n",
+    "    else:\n",
+    "        temp_df = df[df[idx_col] < value][idx_col]\n",
+    "        if len(temp_df)>0:\n",
+    "            lowerneighbour_ind = temp_df.idxmax()\n",
+    "        else:\n",
+    "            lowerneighbour_ind = 0\n",
+    "        temp_df = df[df[idx_col] > value][idx_col]\n",
+    "        if len(temp_df)>0:\n",
+    "            upperneighbour_ind = temp_df.idxmin()\n",
+    "        else:\n",
+    "            upperneighbour_ind = len(df) - 1\n",
+    "        return [lowerneighbour_ind, upperneighbour_ind] \n",
+    "\n",
+    "def find_hyperion_bands(s2_band, buffer, hyperion_df, return_index=False):\n",
+    "    low_bnd = find_neighbours(s2_band-buffer, hyperion_df, \"Wavelength(nm)\", \"FWHM(nm)\")[0]\n",
+    "    up_bnd = find_neighbours(s2_band+buffer, hyperion_df, \"Wavelength(nm)\", \"FWHM(nm)\")[-1]\n",
+    "    # print(\"Lower boundary: \", hyperion_df.iloc[low_bnd])\n",
+    "    # print(\"Upper boundary: \", hyperion_df.iloc[up_bnd])\n",
+    "    # print(\"Arry: \", hyperion_df.iloc[(low_bnd-1):up_bnd])\n",
+    "    if return_index:\n",
+    "        return hyperion_df.iloc[low_bnd:(up_bnd+1)], [low_bnd, up_bnd]\n",
+    "    else:\n",
+    "        return hyperion_df.iloc[low_bnd:(up_bnd+1)]\n",
+    "    \n",
+    "\n",
+    "# print(find_neighbours(426.82, fwhm_df, \"Wavelength(nm)\", \"FWHM(nm)\"))\n",
+    "# print(find_neighbours(436.9, fwhm_df, \"Wavelength(nm)\", \"FWHM(nm)\"))\n",
+    "# print(find_neighbours(2395.5, fwhm_df, \"Wavelength(nm)\", \"FWHM(nm)\"))\n",
+    "# idx = find_neighbours(426.82, fwhm_df, \"Wavelength(nm)\", \"FWHM(nm)\")\n",
+    "# print(find_hyperion_bands(414, 20, fwhm_df))\n",
+    "# print(find_hyperion_bands(2312, 20, fwhm_df))\n",
+    "# print(find_hyperion_bands(2385, 20, fwhm_df))\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "9481260b-5240-499b-9766-ee18daca9389",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "### test: distribution of Hyperion RSR function (Gaussian) ###\n",
+    "# fwhm = 11.3871\n",
+    "# delta = fwhm/(2*np.sqrt(2*np.log(2)))\n",
+    "# # wv = 436.99\n",
+    "# rsr = []\n",
+    "# for i in range(-20, 21):\n",
+    "#     rsr.append(np.exp(-(i)**2/(2*delta**2))/(delta*np.sqrt(2*np.pi)))\n",
+    "# print(rsr)\n",
+    "# plt.plot(rsr)\n",
+    "\n",
+    "def Gaussian_rsr(hyperion_band, fwhm, buffer):\n",
+    "    # print(type(fwhm))\n",
+    "    # hyperion_band = np.round(hyperion_band)\n",
+    "    # delta = fwhm/(2*np.sqrt(2*np.log(2)))\n",
+    "    delta = fwhm/(2*np.sqrt(2*np.log10(2)))\n",
+    "    rsr = []\n",
+    "    wv = []\n",
+    "    for i in range(np.round(hyperion_band-buffer).astype(int), np.round(hyperion_band+buffer+1).astype(int)):\n",
+    "        # rsr.append(np.exp(-(i-hyperion_band)**2/(2*delta**2))/(delta*np.sqrt(2*np.pi)))\n",
+    "        rsr.append(np.exp(-(i-hyperion_band)**2/(2*delta**2))/(delta*np.sqrt(2*np.pi)))\n",
+    "        wv.append(i)\n",
+    "    return {\"wv\": wv, \"rsr\": rsr}\n",
+    "\n",
+    "# rsr = Gaussian_rsr(436.99, 11.3871, 20)\n",
+    "# plt.plot(rsr[\"wv\"], rsr[\"rsr\"])\n",
+    "\n",
+    "### Calculate simulated S2 surface reflectance for samples ###\n",
+    "def simu_s2_spec(s2_rsr_df, hyperion_fwhm_df, hyperion_spec_df, sensor, band): #sensor=S2B, band=\"Red\"\n",
+    "# band = \"Red\"\n",
+    "    rsr_bandname = f\"{sensor}_SR_AV_{S2_name2index[band]}\".replace(\"0\",\"\")\n",
+    "    band_rsr = s2_rsr_df[rsr_bandname]\n",
+    "    band_rsr = band_rsr[band_rsr>0]\n",
+    "    # print(band_rsr)\n",
+    "    # print(band_rsr.index)\n",
+    "    # print(band_rsr.index.min())\n",
+    "    # print(band_rsr.index.max())\n",
+    "    low_bands, low_idx = find_hyperion_bands(band_rsr.index.min(), buffer, fwhm_df, return_index=True)\n",
+    "    up_bands, up_idx = find_hyperion_bands(band_rsr.index.max(), buffer, fwhm_df, return_index=True)\n",
+    "    # print(\"low_idx: \", low_idx[0])\n",
+    "    # print(\"low_bands: \", low_bands)\n",
+    "    # print(\"up_idx: \", up_idx[-1])\n",
+    "    # print(\"up_bands: \", up_bands)\n",
+    "    hyperion_overlap = fwhm_df.iloc[low_idx[0]:(up_idx[-1]+1)]\n",
+    "    # print(hyperion_overlap)\n",
+    "    rsr_weights = []\n",
+    "    for index, row in hyperion_overlap.iterrows():\n",
+    "        # print(row)\n",
+    "        rsr_hy_df = pd.DataFrame(Gaussian_rsr(row[\"Wavelength(nm)\"], row[\"FWHM(nm)\"], buffer))\n",
+    "        rsr_hy_df.set_index(['wv'], inplace=True)\n",
+    "        # print(rsr_hy_df)\n",
+    "        join_df = rsr_hy_df.join(band_rsr, how='inner')\n",
+    "        # print(join_df.head())\n",
+    "        rsr_weight = np.sum(join_df[\"rsr\"]*join_df[rsr_bandname])\n",
+    "        if str(row[\"Wavelength(nm)\"]) in hyperion_spec_df.columns:\n",
+    "            sample_cal[\"SR\"] += hyperion_spec_df[str(row[\"Wavelength(nm)\"])] * rsr_weight\n",
+    "            rsr_weights.append(rsr_weight)\n",
+    "    sample_cal[\"SR\"] /= np.sum(rsr_weights) \n",
+    "    sample_cal[\"SR\"] /= 10000.0\n",
+    "    \n",
+    "    # print(sample_cal.head())\n",
+    "    sample_cal.to_csv(os.path.join(work_dir, f\"Hyperion_spectra_MSI_{sensor}_{band}_test.csv\"))\n",
+    "    return sample_cal"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fd145ba1-222d-4a93-86d7-a4a9bdfcc711",
+   "metadata": {},
+   "source": [
+    "# Validate functions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "d2f4bd81-6d08-4c5c-9ffc-8fa700db7cb8",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "S2B\n",
+      "\n",
+      " Coastal Aerosol\n",
+      "Reference:  0.996 -0.00025\n",
+      "Calculation:  0.996 -0.00022\n",
+      "\n",
+      " Blue\n",
+      "Reference:  0.978 -0.00406\n",
+      "Calculation:  0.977 -0.00419\n",
+      "\n",
+      " Green\n",
+      "Reference:  1.007 -0.00084\n",
+      "Calculation:  1.007 -0.00085\n",
+      "\n",
+      " Red\n",
+      "Reference:  0.976 0.00103\n",
+      "Calculation:  0.976 0.00102\n",
+      "\n",
+      " NIR\n",
+      "Reference:  0.997 3e-05\n",
+      "Calculation:  0.997 3e-05\n",
+      "\n",
+      " SWIR1\n",
+      "Reference:  1.0 -0.00029\n",
+      "Calculation:  1.0 -0.00024\n",
+      "\n",
+      " SWIR2\n",
+      "Reference:  0.987 0.00035\n",
+      "Calculation:  0.987 0.00028\n"
+     ]
+    }
+   ],
+   "source": [
+    "# s2_rsr = pd.read_csv(os.path.join(work_dir, \"S2_SRF_2024\", \"SpectralResponses_S2C.csv\"), index_col=\"SR_WL\")\n",
+    "# s2_rsr_df = pd.read_csv(os.path.join(work_dir, \"S2_SRF_2024\", \"SpectralResponses_S2B.csv\"), index_col=\"SR_WL\")\n",
+    "s2_rsr_df = pd.read_csv(os.path.join(work_dir, \"S2_SRF_old\", \"SpectralResponses_S2B.csv\"), index_col=\"SR_WL\")\n",
+    "hyperion_fwhm_df = pd.read_csv(os.path.join(work_dir, \"Hyperion_wavelength_FWHM.csv\")).sort_values(\"Wavelength(nm)\")\n",
+    "hyperion_spec_df = pd.read_csv(os.path.join(work_dir, \"Hyperion_spectra.csv\"))\n",
+    "# print(sample_spec.head())\n",
+    "sample_cal = pd.DataFrame({\"SR\":[0]*len(hyperion_spec_df)})\n",
+    "# print(sample_cal.head())\n",
+    "buffer = 15\n",
+    "\n",
+    "sensor = \"S2B\"\n",
+    "df_ref =  pd.read_csv(os.path.join(work_dir, \"Hyperion_spectra_MSI_2B.csv\"))\n",
+    "print(sensor)\n",
+    "for band in common_bands:\n",
+    "    sample_cal = simu_s2_spec(s2_rsr_df, hyperion_fwhm_df, hyperion_spec_df, sensor, band)\n",
+    "    # print(np.max(np.abs(df_MSI2B[\"Red\"] - sample_cal[\"SR\"])))\n",
+    "    print(\"\\n\", band)\n",
+    "    ref_reg = linregress(df_ref[bandname2bpname[band]],df_OLI[bandname2bpname[band]])\n",
+    "    print(\"Reference: \", np.round(ref_reg.slope, 3), np.round(ref_reg.intercept, 5))\n",
+    "    cal_reg = linregress(sample_cal[\"SR\"],df_OLI[bandname2bpname[band]])\n",
+    "    print(\"Calculation: \", np.round(cal_reg.slope, 3), np.round(cal_reg.intercept, 5))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c80469b3-6204-4f36-9690-de914c4ce74f",
+   "metadata": {},
+   "source": [
+    "# S2C coefficients"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "b848f810-e136-4a92-a779-6326d208244e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "S2C\n",
+      "\n",
+      " Coastal Aerosol\n",
+      "Calculation:  1.003 -0.0\n",
+      "\n",
+      " Blue\n",
+      "Calculation:  0.9851 -0.0027\n",
+      "\n",
+      " Green\n",
+      "Calculation:  1.0038 -0.0009\n",
+      "\n",
+      " Red\n",
+      "Calculation:  0.9718 0.0011\n",
+      "\n",
+      " NIR\n",
+      "Calculation:  0.9995 -0.0003\n",
+      "\n",
+      " SWIR1\n",
+      "Calculation:  0.9994 -0.0007\n",
+      "\n",
+      " SWIR2\n",
+      "Calculation:  0.991 0.0004\n"
+     ]
+    }
+   ],
+   "source": [
+    "s2_rsr_df = pd.read_csv(os.path.join(work_dir, \"S2_SRF_2024\", \"SpectralResponses_S2C.csv\"), index_col=\"SR_WL\")\n",
+    "# print(s2_rsr.head())\n",
+    "hyperion_fwhm_df = pd.read_csv(os.path.join(work_dir, \"Hyperion_wavelength_FWHM.csv\")).sort_values(\"Wavelength(nm)\")\n",
+    "hyperion_spec_df = pd.read_csv(os.path.join(work_dir, \"Hyperion_spectra.csv\"))\n",
+    "# print(sample_spec.head())\n",
+    "sample_cal = pd.DataFrame({\"SR\":[0]*len(hyperion_spec_df)})\n",
+    "# print(sample_cal.head())\n",
+    "buffer = 15\n",
+    "\n",
+    "sensor = \"S2C\"\n",
+    "print(sensor)\n",
+    "for band in common_bands:\n",
+    "    sample_cal = simu_s2_spec(s2_rsr_df, hyperion_fwhm_df, hyperion_spec_df, sensor, band)\n",
+    "    # print(np.max(np.abs(df_MSI2B[\"Red\"] - sample_cal[\"SR\"])))\n",
+    "    print(\"\\n\", band)\n",
+    "    cal_reg = linregress(sample_cal[\"SR\"],df_OLI[bandname2bpname[band]])\n",
+    "    print(\"Calculation: \", np.round(cal_reg.slope, 4), np.round(cal_reg.intercept, 4))\n",
+    "    # print(\"Calculation: \", np.round(cal_reg.slope, 3), np.round(cal_reg.intercept, 5))"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "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": "3.12.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}