{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Quick introduction\n", "\n", "## Reading and plotting" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2024-02-27T15:11:52.889322Z", "iopub.status.busy": "2024-02-27T15:11:52.888912Z", "iopub.status.idle": "2024-02-27T15:11:53.421020Z", "shell.execute_reply": "2024-02-27T15:11:53.420029Z" }, "scrolled": false }, "outputs": [], "source": [ "import io\n", "import requests\n", "from pathlib import Path\n", "\n", "\n", "def download_demo_file(url):\n", " if not Path(\"CTD-spiked-unfiltered.cnv.bz2\").exists():\n", " response = requests.get(url, allow_redirects=True)\n", " try:\n", " response.raise_for_status()\n", " except requests.exceptions.HTTPError as err:\n", " raise requests.exceptions.HTTPError(f\"{response.content.decode()}\") from err\n", " data = io.BytesIO(response.content)\n", " data.seek(0)\n", " Path(\"CTD-spiked-unfiltered.cnv.bz2\").write_bytes(data.read())\n", "\n", "\n", "url = \"https://github.com/pyoceans/python-ctd/raw/main/tests/data/CTD-spiked-unfiltered.cnv.bz2\"\n", "download_demo_file(url)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2024-02-27T15:11:53.423678Z", "iopub.status.busy": "2024-02-27T15:11:53.423225Z", "iopub.status.idle": "2024-02-27T15:12:04.765097Z", "shell.execute_reply": "2024-02-27T15:12:04.764555Z" } }, "outputs": [ { "data": { "text/html": [ "
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scantimeSt090Ct190Cc0S/mc1S/msbeox0Vparsparph...longitudepumpsplasbeox0PSsbeox0Mm/Kgdz/dtMaccMflSPxmissflag
Pressure [dbar]
6.4331.00.00026.964726.93145.8218035.8009202.10991.000000e-120.00008.575...-37.22588False26.97069.61016137.3970.0000.000.1648499.2996False
6.4482.00.04226.964426.93075.8216155.8008192.11481.000000e-121.96018.580...-37.22588False26.96969.82216137.8170.3518.430.1648499.3260False
6.4333.00.08326.964226.93015.8214215.8007272.12091.000000e-120.00008.575...-37.22588False26.96970.08688138.341-0.351-16.870.1660699.3260False
6.4484.00.12526.963926.92965.8212645.8007272.12701.000000e-120.00008.575...-37.22588False26.96970.35184138.8650.35116.860.1660699.3260False
6.4335.00.16726.964026.92915.8212195.8006342.13311.000000e-120.00008.575...-37.22588False26.96970.61657139.388-0.351-16.860.1660699.3525False
\n", "

5 rows × 30 columns

\n", "
" ], "text/plain": [ " scan timeS t090C t190C c0S/m c1S/m sbeox0V \\\n", "Pressure [dbar] \n", "6.433 1.0 0.000 26.9647 26.9314 5.821803 5.800920 2.1099 \n", "6.448 2.0 0.042 26.9644 26.9307 5.821615 5.800819 2.1148 \n", "6.433 3.0 0.083 26.9642 26.9301 5.821421 5.800727 2.1209 \n", "6.448 4.0 0.125 26.9639 26.9296 5.821264 5.800727 2.1270 \n", "6.433 5.0 0.167 26.9640 26.9291 5.821219 5.800634 2.1331 \n", "\n", " par spar ph ... longitude pumps pla \\\n", "Pressure [dbar] ... \n", "6.433 1.000000e-12 0.0000 8.575 ... -37.22588 False 26.970 \n", "6.448 1.000000e-12 1.9601 8.580 ... -37.22588 False 26.969 \n", "6.433 1.000000e-12 0.0000 8.575 ... -37.22588 False 26.969 \n", "6.448 1.000000e-12 0.0000 8.575 ... -37.22588 False 26.969 \n", "6.433 1.000000e-12 0.0000 8.575 ... -37.22588 False 26.969 \n", "\n", " sbeox0PS sbeox0Mm/Kg dz/dtM accM flSP xmiss flag \n", "Pressure [dbar] \n", "6.433 69.61016 137.397 0.000 0.00 0.16484 99.2996 False \n", "6.448 69.82216 137.817 0.351 8.43 0.16484 99.3260 False \n", "6.433 70.08688 138.341 -0.351 -16.87 0.16606 99.3260 False \n", "6.448 70.35184 138.865 0.351 16.86 0.16606 99.3260 False \n", "6.433 70.61657 139.388 -0.351 -16.86 0.16606 99.3525 False \n", "\n", "[5 rows x 30 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import ctd\n", "\n", "\n", "cast = ctd.from_cnv(\"CTD-spiked-unfiltered.cnv.bz2\")\n", "down, up = cast.split()\n", "\n", "down.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is a `pandas.DataFrame` with all the pandas methods and properties." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2024-02-27T15:12:04.795156Z", "iopub.status.busy": "2024-02-27T15:12:04.794493Z", "iopub.status.idle": "2024-02-27T15:12:04.798260Z", "shell.execute_reply": "2024-02-27T15:12:04.797793Z" } }, "outputs": [ { "data": { "text/plain": [ "pandas.core.frame.DataFrame" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(cast)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But with extras for pre-processing and plotting a ocean vertical profiles." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2024-02-27T15:12:04.800217Z", "iopub.status.busy": "2024-02-27T15:12:04.799894Z", "iopub.status.idle": "2024-02-27T15:12:04.913449Z", "shell.execute_reply": "2024-02-27T15:12:04.912868Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib import style\n", "\n", "\n", "style.use(\"seaborn-v0_8-whitegrid\")\n", "\n", "down[\"t090C\"].plot_cast()\n", "down[\"c0S/m\"].plot_cast();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sometimes it is useful to plot the second variable in a different axis so we can compare the two." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2024-02-27T15:12:04.915592Z", "iopub.status.busy": "2024-02-27T15:12:04.915212Z", "iopub.status.idle": "2024-02-27T15:12:05.172321Z", "shell.execute_reply": "2024-02-27T15:12:05.171806Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax0 = down[\"t090C\"].plot_cast(label=\"Temperature (°C)\")\n", "ax1 = down[\"c0S/m\"].plot_cast(\n", " ax=ax0,\n", " label=\"Conductivity (S/m)\",\n", " color=\"orange\",\n", " secondary_y=True,\n", ")\n", "\n", "\n", "ax0.grid(False)\n", "ax1.grid(False)\n", "\n", "ax0.legend(loc=\"lower left\")\n", "ax1.legend(loc=\"lower right\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`python-ctd` saves of the file metadata in a dictionary to make them easy to access later. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2024-02-27T15:12:05.174490Z", "iopub.status.busy": "2024-02-27T15:12:05.174148Z", "iopub.status.idle": "2024-02-27T15:12:05.177582Z", "shell.execute_reply": "2024-02-27T15:12:05.177112Z" } }, "outputs": [ { "data": { "text/plain": [ "dict_keys(['name', 'header', 'config', 'names', 'skiprows', 'time', 'lon', 'lat'])" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "metadata = cast._metadata\n", "\n", "metadata.keys()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2024-02-27T15:12:05.179491Z", "iopub.status.busy": "2024-02-27T15:12:05.179092Z", "iopub.status.idle": "2024-02-27T15:12:05.181986Z", "shell.execute_reply": "2024-02-27T15:12:05.181568Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "* Sea-Bird SBE 9 Data File:\n", "* FileName = Z:\\CTD_1.hex\n", "* Software Version Seasave V 7.21h\n", "* Temperature SN = 2317\n", "* Conductivity SN = 4010\n", "* Number of Bytes Per Scan = 48\n", "* Number of Voltage Words = 5\n", "* Number of Scans Averaged by the Deck Unit = 1\n", "* Append System Time to Every Scan\n", "* System UpLoad Time = Apr 01 2011 07:26:31\n", "* NMEA Latitude = 17 58.71 S\n", "* NMEA Longitude = 037 13.52 W\n", "* NMEA UTC (Time) = Apr 01 2011 07:26:31\n", "* Store Lat/Lon Data = Append to Every Scan\n", "** Ship: RV Meteor\n", "** Station: 1\n", "** Operator: Ed\n", "* System UTC = Apr 01 2011 07:26:31\n", "*END*\n" ] } ], "source": [ "print(metadata[\"header\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pre-processing steps" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Usually the first pre-processing step is to filter the high frequency jitter in the pressure sensor with a low pass filter, here is a zoom in the pressure data (the `pandas` index) demonstrating it:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2024-02-27T15:12:05.183806Z", "iopub.status.busy": "2024-02-27T15:12:05.183635Z", "iopub.status.idle": "2024-02-27T15:12:05.685851Z", "shell.execute_reply": "2024-02-27T15:12:05.685332Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "\n", "fig, ax = plt.subplots()\n", "ax.plot(down.index, label=\"unfiltered\")\n", "ax.plot(down.lp_filter().index, label=\"filtered\")\n", "ax.axis([20870, 20930, 557.5, 559])\n", "fig.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thanks to [pandas_flavor](https://github.com/Zsailer/pandas_flavor) we can chain all the pre-processing steps together." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2024-02-27T15:12:05.688086Z", "iopub.status.busy": "2024-02-27T15:12:05.687776Z", "iopub.status.idle": "2024-02-27T15:12:05.933994Z", "shell.execute_reply": "2024-02-27T15:12:05.933501Z" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " t090C c0S/m\n", "8.0 26.975256 5.845194\n", "9.0 26.975653 5.845291\n", "10.0 26.976037 5.845386\n", "11.0 26.976401 5.845478\n", "12.0 26.976740 5.845565" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "down = down[[\"t090C\", \"c0S/m\"]]\n", "\n", "proc = (\n", " down.remove_above_water()\n", " .remove_up_to(idx=7)\n", " .despike(n1=2, n2=20, block=100)\n", " .lp_filter()\n", " .press_check()\n", " .interpolate()\n", " .bindata(delta=1, method=\"interpolate\")\n", " .smooth(window_len=21, window=\"hanning\")\n", ")\n", "\n", "proc.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## CTD derive\n", "\n", "Now we can compute all the derived variables." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2024-02-27T15:12:05.936034Z", "iopub.status.busy": "2024-02-27T15:12:05.935714Z", "iopub.status.idle": "2024-02-27T15:12:05.938942Z", "shell.execute_reply": "2024-02-27T15:12:05.938549Z" } }, "outputs": [ { "data": { "text/plain": [ "(-37.22533333333333, -17.9785)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lon, lat = metadata[\"lon\"], metadata[\"lat\"]\n", "lon, lat" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2024-02-27T15:12:05.940704Z", "iopub.status.busy": "2024-02-27T15:12:05.940508Z", "iopub.status.idle": "2024-02-27T15:12:05.946573Z", "shell.execute_reply": "2024-02-27T15:12:05.946134Z" } }, "outputs": [], "source": [ "import gsw\n", "\n", "\n", "p = proc.index\n", "\n", "SP = gsw.SP_from_C(proc[\"c0S/m\"].to_numpy() * 10.0, proc[\"t090C\"].to_numpy(), p)\n", "SA = gsw.SA_from_SP(SP, p, lon, lat)\n", "SR = gsw.SR_from_SP(SP)\n", "\n", "CT = gsw.CT_from_t(SA, proc[\"t090C\"].to_numpy(), p)\n", "z = -gsw.z_from_p(p, lat)\n", "sigma0_CT = gsw.sigma0(SA, CT)\n", "\n", "proc = (\n", " proc.assign(SP=SP)\n", " .assign(SA=SA)\n", " .assign(SR=SR)\n", " .assign(CT=CT)\n", " .assign(z=z)\n", " .assign(sigma0_CT=sigma0_CT)\n", ")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2024-02-27T15:12:05.948341Z", "iopub.status.busy": "2024-02-27T15:12:05.948162Z", "iopub.status.idle": "2024-02-27T15:12:06.159965Z", "shell.execute_reply": "2024-02-27T15:12:06.159435Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "labels = [\n", " r\"Absolute Salinity (g kg$^{-1}$)\",\n", " r\"Reference Salinity (g kg$^{-1}$)\",\n", " \"Practical Salinity\",\n", "]\n", "\n", "\n", "ax = proc[[\"SA\", \"SR\", \"SP\"]].plot_cast(\n", " figsize=(5.25, 9),\n", " label=labels,\n", ")\n", "ax.set_ylabel(\"Pressure (dbar)\")\n", "ax.grid(True)\n", "ax.legend()\n", "ax.set_title(\"Salinities\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Last but not least let's tweak a three line plot with the main variables measured." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2024-02-27T15:12:06.162187Z", "iopub.status.busy": "2024-02-27T15:12:06.161806Z", "iopub.status.idle": "2024-02-27T15:12:06.164500Z", "shell.execute_reply": "2024-02-27T15:12:06.164109Z" } }, "outputs": [], "source": [ "def make_patch_spines_invisible(ax):\n", " ax.set_frame_on(True)\n", " ax.patch.set_visible(False)\n", " for sp in ax.spines.values():\n", " sp.set_visible(False)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2024-02-27T15:12:06.166512Z", "iopub.status.busy": "2024-02-27T15:12:06.166195Z", "iopub.status.idle": "2024-02-27T15:12:06.725186Z", "shell.execute_reply": "2024-02-27T15:12:06.724609Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax0 = plt.subplots(figsize=(5, 9))\n", "\n", "colors = [\"#1f77b4\", \"#ff7f0e\", \"#2ca02c\"]\n", "\n", "ax0.invert_yaxis()\n", "ax1 = ax0.twiny()\n", "ax2 = ax0.twiny()\n", "\n", "(l0,) = ax0.plot(proc[\"CT\"], proc.index, color=colors[0], label=\"CT\")\n", "ax0.set_xlabel(\"Conservative Temperature (°C)\")\n", "\n", "(l1,) = ax1.plot(proc[\"SA\"], proc.index, color=colors[1], label=\"SA\")\n", "ax1.set_xlabel(\"Absolute Salinity (g kg$^{-1}$)\")\n", "\n", "(l2,) = ax2.plot(\n", " proc[\"sigma0_CT\"], proc.index, color=colors[2], label=r\"$\\sigma_{0\\_CT}$\"\n", ")\n", "ax2.set_xlabel(r\"$\\sigma_{0\\_CT}$ (kg m$^{-3}$)\")\n", "\n", "make_patch_spines_invisible(ax2)\n", "ax2.spines[\"top\"].set_position((\"axes\", 1.1))\n", "ax2.spines[\"top\"].set_visible(True)\n", "\n", "ax0.xaxis.label.set_color(l0.get_color())\n", "ax1.xaxis.label.set_color(l1.get_color())\n", "ax2.xaxis.label.set_color(l2.get_color())\n", "\n", "ax0.tick_params(axis=\"x\", colors=l0.get_color())\n", "ax1.tick_params(axis=\"x\", colors=l1.get_color())\n", "ax2.tick_params(axis=\"x\", colors=l2.get_color())\n", "\n", "ax0.grid(False)\n", "ax1.grid(False)\n", "ax2.grid(False)\n", "\n", "ax0.legend(loc=\"lower left\")\n", "ax1.legend(loc=\"lower right\")\n", "ax2.legend(loc=\"lower center\");" ] } ], "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": "3.12.2" } }, "nbformat": 4, "nbformat_minor": 2 }