{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Working with Pressure Level Data\n", "\n", "This tutorial demonstrates how to extract and analyze ERA5 pressure level data using varunayan. Unlike single-level variables (like 2-meter temperature), pressure level data provides vertical atmospheric profiles at specific pressure levels.\n", "\n", "ERA5 pressure level data is available at these levels (in hPa):\n", "- **Surface levels**: 1000, 975, 950, 925\n", "- **Lower atmosphere**: 900, 875, 850, 825, 800, 775, 750, 700\n", "- **Middle atmosphere**: 650, 600, 550, 500, 450, 400, 350, 300\n", "- **Upper atmosphere**: 250, 225, 200, 175, 150, 125, 100, 70, 50, 30, 20, 10, 7, 5, 3, 2, 1\n", "\n", "\n", "| Variable Code | Description | Units |\n", "|---------------|-------------|-------|\n", "| `t` | Temperature | K |\n", "| `r` | Relative humidity | % |\n", "| `q` | Specific humidity | kg/kg |\n", "| `u` | U-component of wind | m/s |\n", "| `v` | V-component of wind | m/s |\n", "| `w` | Vertical velocity | Pa/s |\n", "| `z` | Geopotential | m²/s² |\n", "| `d` | Divergence | s⁻¹ |\n", "| `vo` | Vorticity | s⁻¹ |\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2025-10-12T11:50:33.696053Z", "iopub.status.busy": "2025-10-12T11:50:33.695558Z", "iopub.status.idle": "2025-10-12T11:50:35.289213Z", "shell.execute_reply": "2025-10-12T11:50:35.288940Z", "shell.execute_reply.started": "2025-10-12T11:50:33.696028Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "varunayan version: 0.1.0\n" ] } ], "source": [ "import calendar\n", "import warnings\n", "from datetime import datetime\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "\n", "import varunayan\n", "\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "# Set up plotting style\n", "plt.style.use(\"default\")\n", "sns.set_palette(\"husl\")\n", "plt.rcParams[\"figure.figsize\"] = (12, 8)\n", "plt.rcParams[\"font.size\"] = 11\n", "\n", "print(f\"varunayan version: {varunayan.__version__}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Atmospheric Temperature Profile\n", "\n", "Let's extract temperature data at multiple pressure levels to create an atmospheric temperature profile over India." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2025-10-12T11:50:35.289657Z", "iopub.status.busy": "2025-10-12T11:50:35.289478Z", "iopub.status.idle": "2025-10-12T11:50:55.457740Z", "shell.execute_reply": "2025-10-12T11:50:55.457501Z", "shell.execute_reply.started": "2025-10-12T11:50:35.289648Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[0m\n", "============================================================\u001b[0m\n", "\u001b[0m\u001b[0;34mSTARTING ERA5 PRESSURE LEVEL PROCESSING\u001b[0m\u001b[0m\n", "\u001b[0m============================================================\u001b[0m\n", "\u001b[0mRequest ID: temp_profile_india_2023\u001b[0m\n", "\u001b[0mVariables: ['t']\u001b[0m\n", "\u001b[0mPressure Levels: ['1000', '850', '700', '500', '300', '200']\u001b[0m\n", "\u001b[0mDate Range: 2023-01-01 to 2023-12-31\u001b[0m\n", "\u001b[0mFrequency: monthly\u001b[0m\n", "\u001b[0mResolution: 0.25°\u001b[0m\n", "\u001b[0mGeoJSON File: /var/folders/gl/sfjd74gn0wv11h31lr8v2cj40000gn/T/temp_profile_india_2023_temp_geojson.json\u001b[0m\n", "\n", "\n", "--- GeoJSON Mini Map ---\n", "\n", "\u001b[0;34mMINI MAP (Longitude: 68.18° to 97.38°, Latitude: 8.13° to 37.08°):\u001b[0m\n", "┌──────────────────────────────┐\n", 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tpressure_levelyearmonthfeature
0293.516001000.020231feature_0
1297.903081000.020232feature_0
2299.780851000.020233feature_0
3303.042021000.020234feature_0
4304.408231000.020235feature_0
\n", "" ], "text/plain": [ " t pressure_level year month feature\n", "0 293.51600 1000.0 2023 1 feature_0\n", "1 297.90308 1000.0 2023 2 feature_0\n", "2 299.78085 1000.0 2023 3 feature_0\n", "3 303.04202 1000.0 2023 4 feature_0\n", "4 304.40823 1000.0 2023 5 feature_0" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Load and examine the data\n", "df_temp = pd.read_csv(\n", " \"temp_profile_india_2023_output/temp_profile_india_2023_monthly_data.csv\"\n", ")\n", "\n", "print(\"Dataset shape:\", df_temp.shape)\n", "print(\"\\nColumns:\", df_temp.columns.tolist())\n", "print(\"\\nFirst few rows:\")\n", "df_temp.head()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2025-10-12T11:50:55.464309Z", "iopub.status.busy": "2025-10-12T11:50:55.464244Z", "iopub.status.idle": "2025-10-12T11:50:55.467049Z", "shell.execute_reply": "2025-10-12T11:50:55.466827Z", "shell.execute_reply.started": "2025-10-12T11:50:55.464302Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Available pressure levels (hPa): [np.float64(200.0), np.float64(300.0), np.float64(500.0), np.float64(700.0), np.float64(850.0), np.float64(1000.0)]\n", "Temperature range (°C): -54.2 to 31.4\n" ] } ], "source": [ "# Convert temperature from Kelvin to Celsius\n", "df_temp[\"temperature_c\"] = df_temp[\"t\"] - 273.15\n", "\n", "# Add month names for better plotting\n", "df_temp[\"month_name\"] = df_temp[\"month\"].apply(lambda x: calendar.month_abbr[int(x)])\n", "\n", "# Check pressure levels in our data\n", "print(\"Available pressure levels (hPa):\", sorted(df_temp[\"pressure_level\"].unique()))\n", "print(\n", " \"Temperature range (°C):\",\n", " f\"{df_temp['temperature_c'].min():.1f} to {df_temp['temperature_c'].max():.1f}\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizing Atmospheric Temperature Profiles\n", "\n", "Let's create visualizations to understand how temperature varies with altitude (pressure level)." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2025-10-12T11:50:55.467402Z", "iopub.status.busy": "2025-10-12T11:50:55.467335Z", "iopub.status.idle": "2025-10-12T11:50:55.644937Z", "shell.execute_reply": "2025-10-12T11:50:55.644636Z", "shell.execute_reply.started": "2025-10-12T11:50:55.467394Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create atmospheric temperature profile for different seasons\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(16, 8))\n", "\n", "# Define seasons\n", "seasons = {\n", " \"Winter\": [12, 1, 2],\n", " \"Pre-monsoon\": [3, 4, 5],\n", " \"Monsoon\": [6, 7, 8, 9],\n", " \"Post-monsoon\": [10, 11],\n", "}\n", "\n", "# Plot 1: Average temperature profile by season\n", "for season, months in seasons.items():\n", " season_data = df_temp[df_temp[\"month\"].isin(months)]\n", " avg_temp = season_data.groupby(\"pressure_level\")[\"temperature_c\"].mean()\n", "\n", " ax1.plot(\n", " avg_temp.values,\n", " avg_temp.index,\n", " marker=\"o\",\n", " linewidth=2,\n", " markersize=6,\n", " label=season,\n", " )\n", "\n", "ax1.set_ylabel(\"Pressure Level (hPa)\", fontsize=12)\n", "ax1.set_xlabel(\"Temperature (°C)\", fontsize=12)\n", "ax1.set_title(\n", " \"Atmospheric Temperature Profile by Season\\n(India Average 2023)\",\n", " fontsize=14,\n", " fontweight=\"bold\",\n", ")\n", "ax1.invert_yaxis() # Higher altitude (lower pressure) at top\n", "ax1.grid(True, alpha=0.3)\n", "ax1.legend()\n", "\n", "# Plot 2: Temperature variation throughout the year at different levels\n", "key_levels = [1000, 850, 500, 200] # Surface, low, mid, high atmosphere\n", "monthly_avg = (\n", " df_temp.groupby([\"month\", \"pressure_level\"])[\"temperature_c\"].mean().unstack()\n", ")\n", "\n", "for level in key_levels:\n", " if level in monthly_avg.columns:\n", " ax2.plot(\n", " monthly_avg.index,\n", " monthly_avg[level],\n", " marker=\"o\",\n", " linewidth=2,\n", " markersize=6,\n", " label=f\"{level} hPa\",\n", " )\n", "\n", "ax2.set_xlabel(\"Month\", fontsize=12)\n", "ax2.set_ylabel(\"Temperature (°C)\", fontsize=12)\n", "ax2.set_title(\n", " \"Monthly Temperature Variation at Different Levels\\n(India Average 2023)\",\n", " fontsize=14,\n", " fontweight=\"bold\",\n", ")\n", "ax2.set_xticks(range(1, 13))\n", "ax2.set_xticklabels([calendar.month_abbr[i] for i in range(1, 13)])\n", "ax2.grid(True, alpha=0.3)\n", "ax2.legend()\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Multi-Variable Atmospheric Analysis\n", "\n", "Now let's extract multiple atmospheric variables at key pressure levels to understand the full atmospheric state." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2025-10-12T11:50:55.646774Z", "iopub.status.busy": "2025-10-12T11:50:55.646677Z", "iopub.status.idle": "2025-10-12T11:51:21.274672Z", "shell.execute_reply": "2025-10-12T11:51:21.273907Z", "shell.execute_reply.started": "2025-10-12T11:50:55.646766Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[0m\n", "============================================================\u001b[0m\n", "\u001b[0m\u001b[0;34mSTARTING ERA5 PRESSURE LEVEL PROCESSING\u001b[0m\u001b[0m\n", "\u001b[0m============================================================\u001b[0m\n", "\u001b[0mRequest ID: atmospheric_profile_india_2023\u001b[0m\n", "\u001b[0mVariables: ['t', 'r', 'q', 'u', 'v']\u001b[0m\n", "\u001b[0mPressure Levels: ['1000', '850', '700', '500']\u001b[0m\n", "\u001b[0mDate Range: 2023-06-01 to 2023-09-30\u001b[0m\n", "\u001b[0mFrequency: monthly\u001b[0m\n", "\u001b[0mResolution: 0.25°\u001b[0m\n", "\u001b[0mGeoJSON File: /var/folders/gl/sfjd74gn0wv11h31lr8v2cj40000gn/T/atmospheric_profile_india_2023_temp_geojson.json\u001b[0m\n", "\n", "\n", "--- GeoJSON Mini Map ---\n", "\n", "\u001b[0;34mMINI MAP (Longitude: 68.18° to 97.38°, Latitude: 8.13° to 37.08°):\u001b[0m\n", "┌──────────────────────────────┐\n", 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" month_name = calendar.month_abbr[int(month)]\n", " axes[0, 0].plot(avg_temp.values, avg_temp.index, marker=\"o\", label=month_name)\n", "\n", "axes[0, 0].set_ylabel(\"Pressure Level (hPa)\")\n", "axes[0, 0].set_xlabel(\"Temperature (°C)\")\n", "axes[0, 0].set_title(\"Temperature Profile During Monsoon Season\")\n", "axes[0, 0].invert_yaxis()\n", "axes[0, 0].grid(True, alpha=0.3)\n", "axes[0, 0].legend()\n", "\n", "# Plot 2: Relative Humidity vs Pressure Level\n", "for month in df_atmos_data[\"month\"].unique():\n", " month_data = df_atmos_data[df_atmos_data[\"month\"] == month]\n", " avg_rh = month_data.groupby(\"pressure_level\")[\"r\"].mean()\n", " month_name = calendar.month_abbr[int(month)]\n", " axes[0, 1].plot(avg_rh.values, avg_rh.index, marker=\"s\", label=month_name)\n", "\n", "axes[0, 1].set_ylabel(\"Pressure Level (hPa)\")\n", "axes[0, 1].set_xlabel(\"Relative Humidity (%)\")\n", "axes[0, 1].set_title(\"Relative Humidity Profile During Monsoon\")\n", "axes[0, 1].invert_yaxis()\n", "axes[0, 1].grid(True, alpha=0.3)\n", "axes[0, 1].legend()\n", "\n", "# Plot 3: Wind Speed vs Pressure Level\n", "for month in df_atmos_data[\"month\"].unique():\n", " month_data = df_atmos_data[df_atmos_data[\"month\"] == month]\n", " avg_wind = month_data.groupby(\"pressure_level\")[\"wind_speed\"].mean()\n", " month_name = calendar.month_abbr[int(month)]\n", " axes[1, 0].plot(avg_wind.values, avg_wind.index, marker=\"^\", label=month_name)\n", "\n", "axes[1, 0].set_ylabel(\"Pressure Level (hPa)\")\n", "axes[1, 0].set_xlabel(\"Wind Speed (m/s)\")\n", "axes[1, 0].set_title(\"Wind Speed Profile During Monsoon\")\n", "axes[1, 0].invert_yaxis()\n", "axes[1, 0].grid(True, alpha=0.3)\n", "axes[1, 0].legend()\n", "\n", "# Plot 4: Specific Humidity vs Pressure Level\n", "for month in df_atmos_data[\"month\"].unique():\n", " month_data = df_atmos_data[df_atmos_data[\"month\"] == month]\n", " avg_q = month_data.groupby(\"pressure_level\")[\"specific_humidity_gkg\"].mean()\n", " month_name = calendar.month_abbr[int(month)]\n", " axes[1, 1].plot(avg_q.values, avg_q.index, marker=\"d\", label=month_name)\n", "\n", "axes[1, 1].set_ylabel(\"Pressure Level (hPa)\")\n", "axes[1, 1].set_xlabel(\"Specific Humidity (g/kg)\")\n", "axes[1, 1].set_title(\"Specific Humidity Profile During Monsoon\")\n", "axes[1, 1].invert_yaxis()\n", "axes[1, 1].grid(True, alpha=0.3)\n", "axes[1, 1].legend()\n", "\n", "plt.suptitle(\n", " \"Atmospheric Variables During Monsoon Season 2023\\n(India Average)\",\n", " fontsize=16,\n", " fontweight=\"bold\",\n", " y=0.98,\n", ")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comparing Single-Level vs Pressure-Level Data\n", "\n", "Let's demonstrate the difference between surface (single-level) and atmospheric (pressure-level) temperature data." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2025-10-12T11:51:21.524898Z", "iopub.status.busy": "2025-10-12T11:51:21.524808Z", "iopub.status.idle": "2025-10-12T11:51:39.318848Z", "shell.execute_reply": "2025-10-12T11:51:39.318619Z", "shell.execute_reply.started": "2025-10-12T11:51:21.524888Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[0m\n", "============================================================\u001b[0m\n", "\u001b[0m\u001b[0;34mSTARTING ERA5 SINGLE LEVEL PROCESSING\u001b[0m\u001b[0m\n", "\u001b[0m============================================================\u001b[0m\n", "\u001b[0mRequest ID: surface_temp_india_2023\u001b[0m\n", "\u001b[0mVariables: ['2m_temperature']\u001b[0m\n", "\u001b[0mDate Range: 2023-01-01 to 2023-12-31\u001b[0m\n", "\u001b[0mFrequency: monthly\u001b[0m\n", "\u001b[0mResolution: 0.25°\u001b[0m\n", "\u001b[0mGeoJSON File: /var/folders/gl/sfjd74gn0wv11h31lr8v2cj40000gn/T/surface_temp_india_2023_temp_geojson.json\u001b[0m\n", 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f4b34047-aae8-4476-8be8-3d2616d2a9a6\n", "2025-10-12 17:21:22,806 INFO status has been updated to accepted\n", "INFO:ecmwf.datastores.legacy_client:status has been updated to accepted\n", "2025-10-12 17:21:36,963 INFO status has been updated to successful\n", "INFO:ecmwf.datastores.legacy_client:status has been updated to successful\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "acdced10ad9b442191845d4ed0478dc6", "version_major": 2, "version_minor": 0 }, "text/plain": [ "342ed8750aca6bfae2a3ac3fe63e1167.zip: 0%| | 0.00/295k [00:00" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Average temperature difference (Surface - 1000 hPa): -4.58 °C\n", "Maximum difference: -2.74 °C in Aug\n" ] } ], "source": [ "# Load surface data\n", "df_surface_data = pd.read_csv(\n", " \"surface_temp_india_2023_output/surface_temp_india_2023_monthly_data.csv\"\n", ")\n", "df_surface_data[\"temperature_c\"] = df_surface_data[\"t2m\"] - 273.15\n", "df_surface_data[\"month_name\"] = df_surface_data[\"month\"].apply(\n", " lambda x: calendar.month_abbr[int(x)]\n", ")\n", "\n", "# Compare surface vs 1000 hPa temperature\n", "surface_monthly = df_surface_data.groupby(\"month\")[\"temperature_c\"].mean()\n", "pressure_1000_monthly = (\n", " df_temp[df_temp[\"pressure_level\"] == 1000].groupby(\"month\")[\"temperature_c\"].mean()\n", ")\n", "\n", "# Create comparison plot\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(16, 6))\n", "\n", "# Plot 1: Monthly comparison\n", "months = range(1, 13)\n", "month_names = [calendar.month_abbr[i] for i in months]\n", "\n", "ax1.plot(\n", " months,\n", " surface_monthly.values,\n", " marker=\"o\",\n", " linewidth=3,\n", " markersize=8,\n", " label=\"2-meter Temperature (Surface)\",\n", " color=\"red\",\n", ")\n", "ax1.plot(\n", " months,\n", " pressure_1000_monthly.values,\n", " marker=\"s\",\n", " linewidth=3,\n", " markersize=8,\n", " label=\"1000 hPa Temperature\",\n", " color=\"blue\",\n", ")\n", "\n", "ax1.set_xlabel(\"Month\")\n", "ax1.set_ylabel(\"Temperature (°C)\")\n", "ax1.set_title(\"Surface vs Pressure Level Temperature Comparison\\n(India Average 2023)\")\n", "ax1.set_xticks(months)\n", "ax1.set_xticklabels(month_names)\n", "ax1.grid(True, alpha=0.3)\n", "ax1.legend()\n", "\n", "# Plot 2: Temperature difference\n", "temp_diff = surface_monthly.values - pressure_1000_monthly.values\n", "ax2.bar(months, temp_diff, alpha=0.7, color=\"green\")\n", "ax2.set_xlabel(\"Month\")\n", "ax2.set_ylabel(\"Temperature Difference (°C)\")\n", "ax2.set_title(\"Surface - 1000 hPa Temperature Difference\")\n", "ax2.set_xticks(months)\n", "ax2.set_xticklabels(month_names)\n", "ax2.grid(True, alpha=0.3)\n", "ax2.axhline(y=0, color=\"black\", linestyle=\"--\", alpha=0.5)\n", "\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "print(f\"Average temperature difference (Surface - 1000 hPa): {temp_diff.mean():.2f} °C\")\n", "print(\n", " f\"Maximum difference: {temp_diff.max():.2f} °C in {calendar.month_abbr[np.argmax(temp_diff) + 1]}\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Atmospheric Stability\n", "\n", "Let's calculate the atmospheric lapse rate to understand atmospheric stability during different seasons." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2025-10-12T11:51:39.450562Z", "iopub.status.busy": "2025-10-12T11:51:39.450461Z", "iopub.status.idle": "2025-10-12T11:51:39.456758Z", "shell.execute_reply": "2025-10-12T11:51:39.456559Z", "shell.execute_reply.started": "2025-10-12T11:51:39.450552Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Winter: 6.54 °C/km (R² = 0.998)\n", "Pre-monsoon: 6.97 °C/km (R² = 1.000)\n", "Monsoon: 6.48 °C/km (R² = 0.996)\n", "Post-monsoon: 6.77 °C/km (R² = 0.998)\n", "\n", "Note: The dry adiabatic lapse rate is ~9.8 °C/km\n", "The moist adiabatic lapse rate is ~6.5 °C/km\n" ] } ], "source": [ "# Calculate lapse rate (temperature change with altitude)\n", "# We'll use the temperature profile data from earlier\n", "\n", "\n", "# Function to convert pressure to approximate altitude (using standard atmosphere)\n", "def pressure_to_altitude(pressure_hpa):\n", " \"\"\"Convert pressure (hPa) to approximate altitude (km) using standard atmosphere\"\"\"\n", " p0 = 1013.25 # Sea level pressure (hPa)\n", " return 44.33 * (1 - (pressure_hpa / p0) ** 0.1903)\n", "\n", "\n", "# Calculate lapse rates for different seasons\n", "lapse_rates = {}\n", "\n", "for season, months in seasons.items():\n", " season_data = df_temp[df_temp[\"month\"].isin(months)]\n", "\n", " # Get average temperature for each pressure level\n", " avg_temp_by_level = (\n", " season_data.groupby(\"pressure_level\")[\"temperature_c\"]\n", " .mean()\n", " .sort_index(ascending=False)\n", " )\n", "\n", " # Convert pressure levels to altitudes\n", " altitudes = [pressure_to_altitude(p) for p in avg_temp_by_level.index]\n", " temperatures = avg_temp_by_level.values\n", "\n", " # Calculate lapse rate (°C/km) between levels\n", " if len(altitudes) > 1:\n", " # Use linear regression to get overall lapse rate\n", " from scipy import stats\n", "\n", " slope, intercept, r_value, p_value, std_err = stats.linregress(\n", " altitudes, temperatures\n", " )\n", " lapse_rates[season] = (\n", " -slope\n", " ) # Negative because temperature decreases with altitude\n", "\n", " print(f\"{season}: {-slope:.2f} °C/km (R² = {r_value**2:.3f})\")\n", "\n", "print(f\"\\nNote: The dry adiabatic lapse rate is ~9.8 °C/km\")\n", "print(f\"The moist adiabatic lapse rate is ~6.5 °C/km\")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2025-10-12T11:51:39.457178Z", "iopub.status.busy": "2025-10-12T11:51:39.457096Z", "iopub.status.idle": "2025-10-12T11:51:39.593275Z", "shell.execute_reply": "2025-10-12T11:51:39.592956Z", "shell.execute_reply.started": "2025-10-12T11:51:39.457170Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize atmospheric profiles with lapse rates\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(16, 8))\n", "\n", "# Plot 1: Temperature vs Altitude profiles\n", "colors = [\"blue\", \"green\", \"red\", \"orange\"]\n", "for i, (season, months) in enumerate(seasons.items()):\n", " season_data = df_temp[df_temp[\"month\"].isin(months)]\n", " avg_temp_by_level = (\n", " season_data.groupby(\"pressure_level\")[\"temperature_c\"]\n", " .mean()\n", " .sort_index(ascending=False)\n", " )\n", "\n", " altitudes = [pressure_to_altitude(p) for p in avg_temp_by_level.index]\n", " temperatures = avg_temp_by_level.values\n", "\n", " ax1.plot(\n", " temperatures,\n", " altitudes,\n", " marker=\"o\",\n", " linewidth=2,\n", " markersize=6,\n", " label=f\"{season} ({lapse_rates[season]:.1f} °C/km)\",\n", " color=colors[i],\n", " )\n", "\n", "ax1.set_xlabel(\"Temperature (°C)\")\n", "ax1.set_ylabel(\"Altitude (km)\")\n", "ax1.set_title(\"Atmospheric Temperature Profiles by Season\\n(India Average 2023)\")\n", "ax1.grid(True, alpha=0.3)\n", "ax1.legend()\n", "\n", "# Add reference lines for standard lapse rates\n", "ax1.axvline(x=0, color=\"black\", linestyle=\"--\", alpha=0.3, label=\"0°C\")\n", "\n", "# Plot 2: Lapse rate comparison\n", "seasons_list = list(lapse_rates.keys())\n", "lapse_values = list(lapse_rates.values())\n", "\n", "bars = ax2.bar(seasons_list, lapse_values, alpha=0.7, color=colors[: len(seasons_list)])\n", "ax2.axhline(\n", " y=9.8, color=\"red\", linestyle=\"--\", linewidth=2, label=\"Dry Adiabatic (9.8 °C/km)\"\n", ")\n", "ax2.axhline(\n", " y=6.5,\n", " color=\"blue\",\n", " linestyle=\"--\",\n", " linewidth=2,\n", " label=\"Moist Adiabatic (6.5 °C/km)\",\n", ")\n", "\n", "ax2.set_ylabel(\"Lapse Rate (°C/km)\")\n", "ax2.set_title(\"Seasonal Atmospheric Lapse Rates\\n(India Average 2023)\")\n", "ax2.grid(True, alpha=0.3)\n", "ax2.legend()\n", "\n", "# Add value labels on bars\n", "for bar, value in zip(bars, lapse_values):\n", " ax2.text(\n", " bar.get_x() + bar.get_width() / 2,\n", " bar.get_height() + 0.1,\n", " f\"{value:.1f}\",\n", " ha=\"center\",\n", " va=\"bottom\",\n", " fontweight=\"bold\",\n", " )\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calculating Wet Bulb Temperature\n", "\n", "Wet bulb temperature is a critical parameter for heat stress analysis, combining the effects of temperature and humidity. It represents the lowest temperature that can be reached by evaporative cooling and is particularly important for human health and environmental studies.\n", "\n", "### Understanding Wet Bulb Temperature\n", "\n", "**Wet Bulb Temperature (Tw)** is the temperature read by a thermometer wrapped in a wet cloth over which air is passed. It incorporates both temperature and humidity effects:\n", "\n", "- **Below 32°C**: Generally safe for most people\n", "- **32-35°C**: Dangerous for prolonged exposure and physical activity \n", "- **Above 35°C**: Theoretically unsurvivable for humans without cooling\n", "\n", "Let's calculate wet bulb temperature using our pressure level data with temperature and relative humidity." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2025-10-12T11:51:39.593829Z", "iopub.status.busy": "2025-10-12T11:51:39.593742Z", "iopub.status.idle": "2025-10-12T11:51:39.599058Z", "shell.execute_reply": "2025-10-12T11:51:39.598788Z", "shell.execute_reply.started": "2025-10-12T11:51:39.593821Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Testing wet bulb temperature calculations:\n", "Temperature: 35°C, RH: 60%, Pressure: 1000 hPa\n", "Simple method: 28.49°C\n", "Iterative method: 28.20°C\n", "Difference: 0.288°C\n" ] } ], "source": [ "# Wet bulb temperature calculation functions\n", "def saturation_vapor_pressure(temp_c):\n", " \"\"\"\n", " Calculate saturation vapor pressure using Tetens formula\n", " Args:\n", " temp_c: Temperature in Celsius\n", " Returns:\n", " Saturation vapor pressure in hPa\n", " \"\"\"\n", " return 6.112 * np.exp(17.67 * temp_c / (temp_c + 243.5))\n", "\n", "\n", "def wet_bulb_temperature_simple(temp_c, rh_percent, pressure_hpa=1013.25):\n", " \"\"\"\n", " Calculate wet bulb temperature using Stull (2011) approximation\n", "\n", " Args:\n", " temp_c: Temperature in Celsius\n", " rh_percent: Relative humidity in percent (0-100)\n", " pressure_hpa: Atmospheric pressure in hPa (default: sea level)\n", "\n", " Returns:\n", " Wet bulb temperature in Celsius\n", " \"\"\"\n", " # Stull (2011) approximation - good for most conditions\n", " # source: https://journals.ametsoc.org/view/journals/apme/50/11/jamc-d-11-0143.1.xml\n", " tw = (\n", " temp_c * np.arctan(0.151977 * np.sqrt(rh_percent + 8.313659))\n", " + np.arctan(temp_c + rh_percent)\n", " - np.arctan(rh_percent - 1.676331)\n", " + 0.00391838 * (rh_percent**1.5) * np.arctan(0.023101 * rh_percent)\n", " - 4.686035\n", " )\n", "\n", " return tw\n", "\n", "\n", "def wet_bulb_temperature_iterative(temp_c, rh_percent, pressure_hpa=1013.25):\n", " \"\"\"\n", " Calculate wet bulb temperature using iterative psychrometric method\n", " More accurate but computationally intensive\n", "\n", " Args:\n", " temp_c: Temperature in Celsius\n", " rh_percent: Relative humidity in percent (0-100)\n", " pressure_hpa: Atmospheric pressure in hPa\n", "\n", " Returns:\n", " Wet bulb temperature in Celsius\n", " \"\"\"\n", " # Convert inputs to arrays for vectorized operations\n", " temp_c = np.asarray(temp_c)\n", " rh_percent = np.asarray(rh_percent)\n", " pressure_hpa = np.asarray(pressure_hpa)\n", "\n", " # Initial guess (use simple approximation)\n", " tw = wet_bulb_temperature_simple(temp_c, rh_percent, pressure_hpa)\n", "\n", " # Iterative improvement (Newton-Raphson method)\n", " for _ in range(10): # Usually converges in 3-5 iterations\n", " # Calculate saturation vapor pressure at wet bulb temperature\n", " es_tw = saturation_vapor_pressure(tw)\n", "\n", " # Calculate actual vapor pressure from dry bulb temp and RH\n", " es_t = saturation_vapor_pressure(temp_c)\n", " e = es_t * rh_percent / 100.0\n", "\n", " # Psychrometric equation: e = es(Tw) - A * P * (T - Tw)\n", " # Where A is psychrometric constant (~0.000665)\n", " A = 0.000665 * pressure_hpa / 1013.25 # Adjust for pressure\n", "\n", " # Function: f(Tw) = es(Tw) - A * P * (T - Tw) - e\n", " f = es_tw - A * pressure_hpa * (temp_c - tw) - e\n", "\n", " # Derivative: f'(Tw) = des/dTw + A * P\n", " # where des/dTw is derivative of saturation vapor pressure\n", " des_dtw = es_tw * 17.67 * 243.5 / ((tw + 243.5) ** 2)\n", " df = des_dtw + A * pressure_hpa\n", "\n", " # Newton-Raphson update\n", " tw_new = tw - f / df\n", "\n", " # Check convergence\n", " if np.all(np.abs(tw_new - tw) < 0.01):\n", " break\n", "\n", " tw = tw_new\n", "\n", " return tw\n", "\n", "\n", "# Test the functions with sample data\n", "print(\"Testing wet bulb temperature calculations:\")\n", "print(\"Temperature: 35°C, RH: 60%, Pressure: 1000 hPa\")\n", "\n", "test_temp = 35.0\n", "test_rh = 60.0\n", "test_pressure = 1000.0\n", "\n", "tw_simple = wet_bulb_temperature_simple(test_temp, test_rh, test_pressure)\n", "tw_iterative = wet_bulb_temperature_iterative(test_temp, test_rh, test_pressure)\n", "\n", "print(f\"Simple method: {tw_simple:.2f}°C\")\n", "print(f\"Iterative method: {tw_iterative:.2f}°C\")\n", "print(f\"Difference: {abs(tw_simple - tw_iterative):.3f}°C\")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2025-10-12T11:51:39.599473Z", "iopub.status.busy": "2025-10-12T11:51:39.599343Z", "iopub.status.idle": "2025-10-12T11:51:39.610059Z", "shell.execute_reply": "2025-10-12T11:51:39.609414Z", "shell.execute_reply.started": "2025-10-12T11:51:39.599442Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Wet bulb temperature statistics for monsoon season 2023:\n", "Range (iterative): -8.5 to 26.3°C\n", "Range (simple): -6.6 to 26.3°C\n", "Average difference between methods: 0.515°C\n", "\n", "No dangerous wet bulb temperatures (>32°C) found during monsoon season.\n", "\n", "Sample data with wet bulb temperatures:\n", " month pressure_level temperature_c r wet_bulb_temp_c\n", "0 6 1000.0 31.43 63.42 25.69\n", "1 7 1000.0 29.01 81.06 26.32\n", "2 8 1000.0 28.90 76.72 25.56\n", "3 9 1000.0 29.02 76.73 25.68\n", "4 6 850.0 22.11 66.91 17.50\n", "5 7 850.0 20.50 85.12 18.60\n", "6 8 850.0 20.03 81.47 17.67\n", "7 9 850.0 20.33 77.18 17.36\n", "8 6 700.0 11.76 67.40 7.80\n", "9 7 700.0 12.39 80.20 10.03\n" ] } ], "source": [ "# Calculate wet bulb temperature for our atmospheric data\n", "# Using the multi-variable data from Example 2\n", "\n", "# Apply wet bulb temperature calculation to our data\n", "df_atmos_data[\"wet_bulb_temp_c\"] = wet_bulb_temperature_iterative(\n", " df_atmos_data[\"temperature_c\"],\n", " df_atmos_data[\"r\"],\n", " df_atmos_data[\"pressure_level\"], # Use pressure level as atmospheric pressure\n", ")\n", "\n", "# Also calculate using simple method for comparison\n", "df_atmos_data[\"wet_bulb_temp_simple_c\"] = wet_bulb_temperature_simple(\n", " df_atmos_data[\"temperature_c\"], df_atmos_data[\"r\"], df_atmos_data[\"pressure_level\"]\n", ")\n", "\n", "print(\"Wet bulb temperature statistics for monsoon season 2023:\")\n", "print(\n", " f\"Range (iterative): {df_atmos_data['wet_bulb_temp_c'].min():.1f} to {df_atmos_data['wet_bulb_temp_c'].max():.1f}°C\"\n", ")\n", "print(\n", " f\"Range (simple): {df_atmos_data['wet_bulb_temp_simple_c'].min():.1f} to {df_atmos_data['wet_bulb_temp_simple_c'].max():.1f}°C\"\n", ")\n", "print(\n", " f\"Average difference between methods: {abs(df_atmos_data['wet_bulb_temp_c'] - df_atmos_data['wet_bulb_temp_simple_c']).mean():.3f}°C\"\n", ")\n", "\n", "# Check for dangerous wet bulb temperatures (>32°C)\n", "dangerous_wb = df_atmos_data[df_atmos_data[\"wet_bulb_temp_c\"] > 32]\n", "if len(dangerous_wb) > 0:\n", " print(\n", " f\"\\nDangerous wet bulb temperatures (>32°C) found in {len(dangerous_wb)} records:\"\n", " )\n", " print(\n", " f\"Maximum wet bulb temperature: {dangerous_wb['wet_bulb_temp_c'].max():.1f}°C\"\n", " )\n", " print(\n", " f\"At pressure level: {dangerous_wb.loc[dangerous_wb['wet_bulb_temp_c'].idxmax(), 'level']} hPa\"\n", " )\n", " print(\n", " f\"Month: {dangerous_wb.loc[dangerous_wb['wet_bulb_temp_c'].idxmax(), 'month_name']}\"\n", " )\n", "else:\n", " print(f\"\\nNo dangerous wet bulb temperatures (>32°C) found during monsoon season.\")\n", "\n", "# Show sample of data with wet bulb temperatures\n", "print(\"\\nSample data with wet bulb temperatures:\")\n", "sample_data = df_atmos_data[\n", " [\"month\", \"pressure_level\", \"temperature_c\", \"r\", \"wet_bulb_temp_c\"]\n", "].head(10)\n", "print(sample_data.round(2))" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "execution": { "iopub.execute_input": "2025-10-12T11:51:39.611259Z", "iopub.status.busy": "2025-10-12T11:51:39.611010Z", "iopub.status.idle": "2025-10-12T11:51:39.850579Z", "shell.execute_reply": "2025-10-12T11:51:39.850230Z", "shell.execute_reply.started": "2025-10-12T11:51:39.611248Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize wet bulb temperature analysis\n", "fig, axes = plt.subplots(2, 2, figsize=(16, 12))\n", "\n", "# Plot 1: Wet Bulb Temperature vs Pressure Level by Month\n", "for month in df_atmos_data[\"month\"].unique():\n", " month_data = df_atmos_data[df_atmos_data[\"month\"] == month]\n", " avg_wb = month_data.groupby(\"pressure_level\")[\"wet_bulb_temp_c\"].mean()\n", " month_name = calendar.month_abbr[int(month)]\n", " axes[0, 0].plot(\n", " avg_wb.values,\n", " avg_wb.index,\n", " marker=\"o\",\n", " linewidth=2,\n", " markersize=6,\n", " label=month_name,\n", " )\n", "\n", "axes[0, 0].set_ylabel(\"Pressure Level (hPa)\")\n", "axes[0, 0].set_xlabel(\"Wet Bulb Temperature (°C)\")\n", "axes[0, 0].set_title(\"Wet Bulb Temperature Profile During Monsoon\")\n", "axes[0, 0].invert_yaxis()\n", "axes[0, 0].grid(True, alpha=0.3)\n", "axes[0, 0].legend()\n", "\n", "# Add danger threshold line\n", "axes[0, 0].axvline(\n", " x=32,\n", " color=\"red\",\n", " linestyle=\"--\",\n", " linewidth=2,\n", " alpha=0.7,\n", " label=\"Danger Threshold (32°C)\",\n", ")\n", "axes[0, 0].axvline(\n", " x=35,\n", " color=\"darkred\",\n", " linestyle=\"--\",\n", " linewidth=2,\n", " alpha=0.7,\n", " label=\"Extreme Danger (35°C)\",\n", ")\n", "\n", "# Plot 2: Temperature vs Wet Bulb Temperature Scatter\n", "surface_data = df_atmos_data[\n", " df_atmos_data[\"pressure_level\"] == 1000\n", "] # Focus on surface level\n", "scatter = axes[0, 1].scatter(\n", " surface_data[\"temperature_c\"],\n", " surface_data[\"wet_bulb_temp_c\"],\n", " c=surface_data[\"r\"],\n", " cmap=\"Blues\",\n", " alpha=0.7,\n", " s=60,\n", ")\n", "axes[0, 1].plot([0, 50], [0, 50], \"k--\", alpha=0.5, label=\"Equal Temperature Line\")\n", "axes[0, 1].set_xlabel(\"Dry Bulb Temperature (°C)\")\n", "axes[0, 1].set_ylabel(\"Wet Bulb Temperature (°C)\")\n", "axes[0, 1].set_title(\"Wet Bulb vs Dry Bulb Temperature at 1000 hPa\")\n", "axes[0, 1].grid(True, alpha=0.3)\n", "axes[0, 1].legend()\n", "\n", "# Add colorbar for humidity\n", "cbar = plt.colorbar(scatter, ax=axes[0, 1])\n", "cbar.set_label(\"Relative Humidity (%)\")\n", "\n", "# Plot 3: Monthly Average Wet Bulb Temperature by Level\n", "monthly_wb = (\n", " df_atmos_data.groupby([\"month\", \"pressure_level\"])[\"wet_bulb_temp_c\"]\n", " .mean()\n", " .unstack()\n", ")\n", "key_levels = [1000, 850, 700, 500]\n", "\n", "for level in key_levels:\n", " if level in monthly_wb.columns:\n", " axes[1, 0].plot(\n", " monthly_wb.index,\n", " monthly_wb[level],\n", " marker=\"o\",\n", " linewidth=2,\n", " markersize=6,\n", " label=f\"{level} hPa\",\n", " )\n", "\n", "axes[1, 0].set_xlabel(\"Month\")\n", "axes[1, 0].set_ylabel(\"Wet Bulb Temperature (°C)\")\n", "axes[1, 0].set_title(\"Monthly Wet Bulb Temperature by Pressure Level\")\n", "axes[1, 0].set_xticks(df_atmos_data[\"month\"].unique())\n", "axes[1, 0].set_xticklabels(\n", " [calendar.month_abbr[int(m)] for m in df_atmos_data[\"month\"].unique()]\n", ")\n", "axes[1, 0].grid(True, alpha=0.3)\n", "axes[1, 0].legend()\n", "\n", "# Add danger threshold lines\n", "axes[1, 0].axhline(y=32, color=\"red\", linestyle=\"--\", alpha=0.7, label=\"Danger (32°C)\")\n", "axes[1, 0].axhline(\n", " y=35, color=\"darkred\", linestyle=\"--\", alpha=0.7, label=\"Extreme (35°C)\"\n", ")\n", "\n", "\n", "# Plot 4: Heat Stress Risk Assessment\n", "# Create bins for wet bulb temperature categories\n", "def categorize_heat_stress(wb_temp):\n", " if wb_temp < 26:\n", " return \"Safe\"\n", " elif wb_temp < 28:\n", " return \"Caution\"\n", " elif wb_temp < 30:\n", " return \"Extreme Caution\"\n", " elif wb_temp < 32:\n", " return \"Danger\"\n", " else:\n", " return \"Extreme Danger\"\n", "\n", "\n", "# Apply categorization to surface level data\n", "surface_data = df_atmos_data[df_atmos_data[\"pressure_level\"] == 1000].copy()\n", "surface_data[\"heat_stress_category\"] = surface_data[\"wet_bulb_temp_c\"].apply(\n", " categorize_heat_stress\n", ")\n", "\n", "# Count occurrences by category and month\n", "heat_stress_counts = (\n", " surface_data.groupby([\"month\", \"heat_stress_category\"]).size().unstack(fill_value=0)\n", ")\n", "\n", "# Create stacked bar chart\n", "bottom = np.zeros(len(heat_stress_counts))\n", "colors = [\"green\", \"yellow\", \"orange\", \"red\", \"darkred\"]\n", "categories = [\"Safe\", \"Caution\", \"Extreme Caution\", \"Danger\", \"Extreme Danger\"]\n", "\n", "for i, category in enumerate(categories):\n", " if category in heat_stress_counts.columns:\n", " axes[1, 1].bar(\n", " heat_stress_counts.index,\n", " heat_stress_counts[category],\n", " bottom=bottom,\n", " label=category,\n", " color=colors[i],\n", " alpha=0.8,\n", " )\n", " bottom += heat_stress_counts[category]\n", "\n", "axes[1, 1].set_xlabel(\"Month\")\n", "axes[1, 1].set_ylabel(\"Number of Occurrences\")\n", "axes[1, 1].set_title(\n", " \"Heat Stress Risk Categories During Monsoon\\n(Surface Level - 1000 hPa)\"\n", ")\n", "axes[1, 1].set_xticks(heat_stress_counts.index)\n", "axes[1, 1].set_xticklabels(\n", " [calendar.month_abbr[int(m)] for m in heat_stress_counts.index]\n", ")\n", "axes[1, 1].grid(True, alpha=0.3, axis=\"y\")\n", "axes[1, 1].legend()\n", "\n", "plt.suptitle(\n", " \"Wet Bulb Temperature Analysis During Monsoon Season 2023\\n(India Average)\",\n", " fontsize=16,\n", " fontweight=\"bold\",\n", " y=0.98,\n", ")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "Happy analyzing atmospheric data with varunayan! 🌤️" ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:base] *", "language": "python", "name": "conda-base-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.12" } }, "nbformat": 4, "nbformat_minor": 4 }