diff --git a/notebooks/example-workflows/nino3.ipynb b/notebooks/example-workflows/nino3.ipynb
index e831b56..33ca71a 100644
--- a/notebooks/example-workflows/nino3.ipynb
+++ b/notebooks/example-workflows/nino3.ipynb
@@ -4,7 +4,6 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "Weekly Sea Surface Temperature Patterns from NOAA\n",
"
\n",
" \n",
"
"
@@ -251,8 +250,10 @@
]
},
{
- "cell_type": "markdown",
+ "cell_type": "code",
+ "execution_count": 59,
"metadata": {},
+ "outputs": [],
"source": [
"TODO: Choosing a Complex Morlet"
]
diff --git a/notebooks/wavelet-introduction/jingle_bells.wav b/notebooks/wavelet-introduction/jingle_bells.wav
deleted file mode 100644
index d76ee96..0000000
Binary files a/notebooks/wavelet-introduction/jingle_bells.wav and /dev/null differ
diff --git a/notebooks/wavelet-introduction/wavelet-basics.ipynb b/notebooks/wavelet-introduction/wavelet-basics.ipynb
index eb613a4..a99c76e 100644
--- a/notebooks/wavelet-introduction/wavelet-basics.ipynb
+++ b/notebooks/wavelet-introduction/wavelet-basics.ipynb
@@ -33,8 +33,8 @@
"2. Background\n",
"3. Load Wav File for Audio\n",
"4. Fourier Transform - Frequency, but not Time\n",
- "6. Wavelet Transform - Frequency and Time\n",
- "7. Wavelet Terminology"
+ "5. Wavelet Transform - Frequency and Time\n",
+ "6. Wavelet Terminology"
]
},
{
@@ -111,11 +111,352 @@
"### Load .wav file data"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Load .wav file data"
+ ]
+ },
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Sample Rate: 10000\n",
+ "duration = 15.6991 seconds (is the ratio of sample rate and data = 156991 / 10000)\n",
+ "length of audio file = 156991 time steps\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(f\"Sample Rate: {sample_rate}\")\n",
+ "print(f\"duration = {duration} seconds (is the ratio of sample rate and data = {len(signal_data)} / {sample_rate})\")\n",
+ "print(f\"length of audio file = {len(signal_data)} time steps\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Convert .wav file to pandas dataframe"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " time (seconds) | \n",
+ " amplitude | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " 0.0000 | \n",
+ " -417 | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " 0.0001 | \n",
+ " -2660 | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " 0.0002 | \n",
+ " -2491 | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " 0.0003 | \n",
+ " 6441 | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " 0.0004 | \n",
+ " -8540 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " time (seconds) amplitude\n",
+ "0 0.0000 -417\n",
+ "1 0.0001 -2660\n",
+ "2 0.0002 -2491\n",
+ "3 0.0003 6441\n",
+ "4 0.0004 -8540"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "signal_df = pd.DataFrame({'time (seconds)': time, 'amplitude': signal_data})\n",
+ "signal_df.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Plot a Small Sample of the .wav File"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "