{ "cells": [ { "cell_type": "code", "execution_count": null, "id": "e9440ec6", "metadata": {}, "outputs": [], "source": [ "\n", "\"\"\"\n", "Reads a CSV of hourly data from one of the 5 tripods\n", "and plots 6 panels: Temperature, Relative Humidity, Pressure, Solar Radiation,\n", "Wind Speed, Wind Direction.\n", "\n", "Usage: run the script and enter the CSV filename when prompted.\n", "\"\"\"\n", "\n", "import os\n", "import sys\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "# --------------- interactive input ----------------\n", "infile = input(\"Enter path to the hourly-climatology CSV file: \").strip()\n", "if not os.path.exists(infile):\n", " print(f\"File not found: {infile}\")\n", " sys.exit(1)\n", "\n", "# -------- read CSV (expect exact columns) --------\n", "df = pd.read_csv(infile)\n", "\n", "expected = [\"Year\",\"Month\",\"Day\",\"Hour\",\"AirTC_Avg\",\"RH\",\"BP_hPa\",\n", " \"SlrW_Avg\",\"Wind_Speed_ms\",\"Wind_Direction_deg\",\"Count\"]\n", "missing = [c for c in expected if c not in df.columns]\n", "if missing:\n", " print(\"Missing columns:\", missing)\n", " print(\"CSV columns:\", df.columns.tolist())\n", " sys.exit(1)\n", "\n", "df = pd.read_csv(infile)" ] }, { "cell_type": "code", "execution_count": null, "id": "acb3791e", "metadata": {}, "outputs": [], "source": [ "#Year,Month,Day,Hour,AirTC_Avg,RH,BP_hPa,SlrW_Avg,Wind_Speed_ms,Wind_Direction_deg,Count\n", "\n", "# make all plots and get uv winds\n", "df[\"AirRC_Avg\"] = df[\"AirTC_Avg\"].to_numpy(dtype=float)\n", "df[\"RH\"] = df[\"RH\"].to_numpy(dtype=float)\n", "df[\"BP_hPa\"] = df[\"BP_hPa\"].to_numpy(dtype=float)\n", "df[\"SlrW_Avg\"] = df[\"SlrW_Avg\"].to_numpy(dtype=float)\n", "df[\"Wind_Speed_ms\"] = df[\"Wind_Speed_ms\"].to_numpy(dtype=float)\n", "df[\"Wind_Direction_deg\"] = df[\"Wind_Direction_deg\"].to_numpy(dtype=float) # degrees meteorological (from)\n", "\n", "dir_rad = np.deg2rad(df[\"Wind_Direction_deg\"])\n", "u = - df[\"Wind_Speed_ms\"] * np.sin(dir_rad) # zonal (m/s), positive eastward\n", "v = - df[\"Wind_Speed_ms\"] * np.cos(dir_rad) # meridional (m/s), positive northward\n", "df[\"U\"] = u\n", "df[\"V\"] = v" ] }, { "cell_type": "code", "execution_count": 7, "id": "eb2043a1", "metadata": {}, "outputs": [], "source": [ "# Ensure Hour is int 0..23\n", "df[\"Hour\"] = pd.to_numeric(df[\"Hour\"], errors=\"coerce\").astype('Int64')\n", "df = df.dropna(subset=[\"Hour\"])\n", "df[\"Hour\"] = df[\"Hour\"].astype(int) % 24\n", "\n", "# Build aggregate indexed by Hour (if duplicates, take mean)\n", "hourly = df.groupby(\"Hour\").mean(numeric_only=True)\n", "\n", "# Ensure all 0..23 present (fill missing with NaN)\n", "hours = np.arange(24)\n", "hourly = hourly.reindex(hours)\n", "hourly = hourly.drop(columns=[\"Year\", \"Month\", \"Day\"], errors=\"ignore\")\n", "# mean wind direction (meteorological 'from' degrees): convert back from vector\n", "# We computed u = -WS*sin(dir), v = -WS*cos(dir).\n", "# To recover meteorological direction from ubar,vbar:\n", "Ubar = hourly[\"U\"].to_numpy()\n", "Vbar = hourly[\"V\"].to_numpy()\n", "mean_dir_rad = np.arctan2(-Ubar, -Vbar)\n", "mean_dir_deg = (np.degrees(mean_dir_rad) % 360.0)\n", "hourly[\"Wind_Direction_deg\"] = mean_dir_deg\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "f1835394", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saved figure: salmon_2762439_189210817_LAB4_2025_11_20_15_25_47_hourly_panel.png\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "# If near-zero vector speed, wind dir may be meaningless - no special handling required here,\n", "# but you can mask tiny speeds if desired.\n", "\n", "# -------- plotting --------\n", "plt.style.use(\"seaborn-darkgrid\")\n", "fig, axs = plt.subplots(3,2, figsize=(12,10))\n", "axs = axs.flatten()\n", "\n", "hours_ticks = hours\n", "\n", "# Temperature\n", "axs[0].plot(hours, hourly[\"AirTC_Avg\"], marker='o')\n", "axs[0].set_title(\"Temperature (°C)\")\n", "axs[0].set_xticks(hours_ticks)\n", "\n", "# Relative Humidity\n", "axs[1].plot(hours, hourly[\"RH\"], marker='o')\n", "axs[1].set_title(\"Relative Humidity (%)\")\n", "axs[1].set_xticks(hours_ticks)\n", "\n", "# Pressure\n", "axs[2].plot(hours, hourly[\"BP_hPa\"], marker='o')\n", "axs[2].set_title(\"Pressure (hPa)\")\n", "axs[2].set_xticks(hours_ticks)\n", "\n", "# Solar Radiation\n", "axs[3].plot(hours, hourly[\"SlrW_Avg\"], marker='o')\n", "axs[3].set_title(\"Solar Radiation (W/m²)\")\n", "axs[3].set_xticks(hours_ticks)\n", "\n", "# Wind speed\n", "axs[4].plot(hours, hourly[\"Wind_Speed_ms\"], marker='o')\n", "axs[4].set_title(\"Wind Speed (m/s)\")\n", "axs[4].set_xticks(hours_ticks)\n", "\n", "axs[5].plot(hours, hourly[\"Wind_Direction_deg\"], marker='o',linestyle='None')\n", "axs[5].set_title(\"Wind Direction\")\n", "axs[5].set_xticks(hours_ticks)\n", " # add faint horizontal lines at cardinal directions (and their repeats if unwrapped spans >360)\n", "base_min = 0\n", "base_max = 360\n", "axs[5].set_ylim([0.,360.])\n", "for m in range(base_min, base_max+1):\n", " for d in (0, 90, 180, 270):\n", " axs[5].axhline(m*360 + d, color='k', linestyle='--', linewidth=0.4, alpha=0.4)\n", "\n", "# labels & layout\n", "for ax in axs:\n", " ax.set_xlabel(\"Hour\")\n", " ax.grid(True)\n", "\n", "plt.suptitle(f\"{infile[0:10]} Climatological Hourly Averages\", fontsize=16)\n", "plt.tight_layout(rect=[0,0.03,1,0.95])\n", "\n", "# save figure next to input file\n", "base, _ = os.path.splitext(infile)\n", "outfig = f\"{base}_panel.png\"\n", "fig.savefig(outfig, dpi=200)\n", "print(\"Saved figure:\", outfig)\n", "\n", "plt.show()\n" ] } ], "metadata": { "kernelspec": { "display_name": "hrrr-zarr-may17-2023", "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": "3.10.4" } }, "nbformat": 4, "nbformat_minor": 5 }