diff --git a/data/df_senzor2_cvetkovic.xlsx b/data/df_senzor2_cvetkovic.xlsx
new file mode 100644
index 0000000..92f9043
Binary files /dev/null and b/data/df_senzor2_cvetkovic.xlsx differ
diff --git a/environment.yml b/environment.yml
index 24d89ec..bef1f4a 100644
--- a/environment.yml
+++ b/environment.yml
@@ -17,3 +17,4 @@ dependencies:
- git+https://github.com/LinkedEarth/Pyleoclim_util.git@master
- git+https://github.com/LinkedEarth/pylipd.git@main
- watermark
+ - openpyxl
diff --git a/notebooks/L1_time_semanics.ipynb b/notebooks/L1_time_semanics.ipynb
new file mode 100644
index 0000000..075da8e
--- /dev/null
+++ b/notebooks/L1_time_semanics.ipynb
@@ -0,0 +1,480 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Time Semantics"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Preamble"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Goals\n",
+ "- load timeseries data using Pandas\n",
+ "- create a Pandas Series with desired time intervals\n",
+ "- create Pyleoclim Series with desired time intervals\n",
+ "- Plot Pyleoclim Series \n",
+ "- Plot spectral analysis with Pyleoclim\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Keywords"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Pre-requisites\n",
+ "None. This tutorial assumes basic knowledge of Python. If you are not familiar with this coding language, check out this tutorial: http://linked.earth/LeapFROGS/."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Relevant Packages\n",
+ "Pyleoclim, Pandas"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Data Description\n",
+ "Data provided by @bdamir5. \"The data are my own measurements of CO2 concentration in the urban area of city Zagreb. They are sampled at a two-second frequency with the common low-cost CO2 sensor Senseair K30 and saved in .txt or .log files. Then I did some Python gymnastics to load all those log files to Pandas dataframe and extract whole-hour measurements. I exported the data to Excel to have them in one place when uploading here.\""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Demonstration\n",
+ "\n",
+ "First import all necessary packages"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "import pandas as pd \n",
+ "import matplotlib.pyplot as plt\n",
+ "from matplotlib import dates as mdates\n",
+ "from matplotlib.ticker import FuncFormatter\n",
+ "import os \n",
+ "import pyleoclim as pyleo\n",
+ "import datetime"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Load dataset \n",
+ "Load dataset (excel file) as Pandas dataframe and print contents to see format."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Time | \n",
+ " CO2 Value [ppm] | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " 2022-08-21 20:00:00 | \n",
+ " 406 | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " 2022-08-21 21:00:00 | \n",
+ " 412 | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " 2022-08-21 22:00:00 | \n",
+ " 420 | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " 2022-08-21 23:00:00 | \n",
+ " 439 | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " 2022-08-22 00:00:00 | \n",
+ " 437 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Time CO2 Value [ppm]\n",
+ "0 2022-08-21 20:00:00 406\n",
+ "1 2022-08-21 21:00:00 412\n",
+ "2 2022-08-21 22:00:00 420\n",
+ "3 2022-08-21 23:00:00 439\n",
+ "4 2022-08-22 00:00:00 437"
+ ]
+ },
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df = pd.read_excel('../data/df_senzor2_cvetkovic.xlsx')\n",
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Convert Time column into datetime format (if not already)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# convert time to datetime\n",
+ "df['Time'] = pd.to_datetime(df['Time'])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Create Pandas Series object from dataframe\n",
+ "\n",
+ "makes Series with datetime time as the index and CO2 ppm as the values. Then plot Pandas series. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Time\n",
+ "2022-08-21 20:00:00 406\n",
+ "2022-08-21 21:00:00 412\n",
+ "2022-08-21 22:00:00 420\n",
+ "2022-08-21 23:00:00 439\n",
+ "2022-08-22 00:00:00 437\n",
+ " ... \n",
+ "2024-08-06 13:00:00 396\n",
+ "2024-08-06 14:00:00 391\n",
+ "2024-08-06 15:00:00 392\n",
+ "2024-08-06 16:00:00 393\n",
+ "2024-08-06 17:00:00 392\n",
+ "Name: CO2 Value, Length: 9677, dtype: int64\n"
+ ]
+ }
+ ],
+ "source": [
+ "#create series\n",
+ "data_series = pd.Series(data=df['CO2 Value [ppm]'].values,\n",
+ " index=df['Time'],\n",
+ " name = 'CO2 Value')\n",
+ "\n",
+ "print(data_series)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "data_series.plot(title='CO2 ppm')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Create Pyleo Series with desired time frequency\n",
+ "\n",
+ "Create metadata with time unit and value unit to convert directly from Pandas Series to Pyleoclim Series. Then plot with Pyeloclim. You will notice that the time values change from YYYY-MM format into decimal year. This is done by default in pyleoclim to handle most paleoclimate data. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "metadata = {\n",
+ " 'time_name': 'Year', \n",
+ " 'time_unit': 'year', \n",
+ " 'value_name': data_series.name,\n",
+ " 'value_unit': 'ppm'\n",
+ "}\n",
+ "\n",
+ "# Convert to Pyleoclim Series\n",
+ "pyleo_series = pyleo.Series.from_pandas(\n",
+ " ser=data_series,\n",
+ " metadata=metadata\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(,\n",
+ " )"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "pyleo_series.plot(title='CO2 ppm')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Changing plotting styles with Pyleoclim"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# try web for web-like font\n",
+ "pyleo.utils.plotting.set_style('web')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(,\n",
+ " )"
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "pyleo_series.plot(title='CO2 ppm')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# back to the default -- matplotlib\n",
+ "pyleo.utils.plotting.set_style('matplotlib')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(,\n",
+ " )"
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "pyleo_series.plot(title='CO2 ppm')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Spectral Analysis\n",
+ "\n",
+ "Using `pyleoclim.Series.spectral()` to plot the PSD and significance test"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Performing spectral analysis on individual series: 100%|██████████| 10/10 [01:02<00:00, 6.25s/it]\n"
+ ]
+ }
+ ],
+ "source": [
+ "psd = pyleo_series.spectral(method='lomb_scargle')\n",
+ "psd_sig = psd.signif_test(method='CN',number=10) # This number should be much larger for actual science applications"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = psd_sig.plot(title='PSD using Lomb-Scargle method')"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "pyleo_test",
+ "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": 2
+}