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Last active November 6, 2025 11:42
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Phase of Flight,Number of Accidents
LANDING,788
TAKE OFF,128
APPROACH,124
INITIAL CLIMB,92
CRUISE,70
TAXI IN,49
TAXI OUT,45
ENGINE START OR DEPART,44
GO AROUND,29
REJECTED TAKE OFF,29
ENROUTE CLIMB,26
PRE FLIGHT,24
GROUND SERVICING,16
DESCENT,15
PARKED POST ARRIVAL,13
FINAL APPROACH,6
UNKNOWN,0
HOLDING,0
PARKED,0
TAXI,0
TOUCH AND GO,0
Phase of Flight,Number of Accidents
APPROACH,63
LANDING,54
INITIAL CLIMB,48
CRUISE,44
TAKE OFF,20
ENROUTE CLIMB,14
DESCENT,12
ENGINE START OR DEPART,6
REJECTED TAKE OFF,4
TAXI IN,1
FINAL APPROACH,1
GROUND SERVICING,0
HOLDING,0
PARKED POST ARRIVAL,0
PARKED,0
PRE FLIGHT,0
TAXI,0
TAXI OUT,0
TOUCH AND GO,0
UNKNOWN,0
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/cavedave/69b717d1e1740343bfe92be4ebe20abb/planecrashes.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"source": [
"# Load CSV\n",
"df = pd.read_csv(\"/content/accidents_by_phase_of_flight.csv\")\n",
"\n",
"# Sort by number (optional, descending)\n",
"df = df.sort_values(\"Number of Accidents\", ascending=False)\n"
],
"metadata": {
"id": "JeI7gFPEx6Oy"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# Remove rows with 0 accidents\n",
"df = df[df[\"Number of Accidents\"] > 0]\n",
"\n",
"# (Optional) Reset index\n",
"df = df.reset_index(drop=True)"
],
"metadata": {
"id": "Wn7emZNOx8cK"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 459
},
"id": "FKROe3saxQtQ",
"outputId": "9a7cc380-42d7-47ae-df64-430d7f7c668c"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"# --- Accidents by Phase of Flight Chart ---\n",
"\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"\n",
"# Plot\n",
"plt.figure(figsize=(10,5))\n",
"bars = plt.bar(df[\"Phase of Flight\"], df[\"Number of Accidents\"], color=\"seagreen\")\n",
"\n",
"# Add value labels\n",
"for bar in bars:\n",
" height = bar.get_height()\n",
" plt.text(bar.get_x() + bar.get_width()/2, height + 5, f\"{int(height)}\",\n",
" ha='center', va='bottom', fontsize=8)\n",
"\n",
"# Shorten long label\n",
"df[\"Phase of Flight\"] = df[\"Phase of Flight\"].replace(\n",
" {\"ENGINE START OR DEPART\": \"ENGINE START/DEP\"}\n",
")\n",
"# Style\n",
"plt.title(\"Accidents by Phase of Flight (IATA Data)\",fontsize=18,\n",
" fontweight=\"bold\")\n",
"plt.xlabel(\"Phase of Flight\")\n",
"plt.ylabel(\"Number of Accidents\")\n",
"plt.ylim(0, df[\"Number of Accidents\"].max() * 1.15) # 15% headroom\n",
"\n",
"plt.xticks(rotation=40, ha='right')\n",
"plt.grid(axis=\"y\", linestyle=\"--\", alpha=0.6)\n",
"plt.tight_layout()\n",
"plt.savefig(\"/content/accidents_by_phase.png\", dpi=300, bbox_inches=\"tight\")\n",
"\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"source": [
"# --- Accidents by Phase of Flight (Percentage) ---\n",
"\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"\n",
"# Calculate percentages\n",
"total = df[\"Number of Accidents\"].sum()\n",
"df[\"Percentage\"] = (df[\"Number of Accidents\"] / total) * 100\n",
"\n",
"# Sort by percentage (descending)\n",
"df = df.sort_values(\"Percentage\", ascending=False)\n",
"\n",
"# Plot\n",
"plt.figure(figsize=(10,5))\n",
"bars = plt.bar(df[\"Phase of Flight\"], df[\"Percentage\"], color=\"royalblue\")\n",
"\n",
"# Add percentage labels\n",
"for bar in bars:\n",
" height = bar.get_height()\n",
" plt.text(bar.get_x() + bar.get_width()/2, height + 0.2, f\"{height:.1f}%\",\n",
" ha='center', va='bottom', fontsize=8)\n",
"\n",
"# Shorten long label\n",
"df[\"Phase of Flight\"] = df[\"Phase of Flight\"].replace(\n",
" {\"ENGINE START OR DEPART\": \"ENGINE START/DEP\"}\n",
")\n",
"\n",
"# Style\n",
"plt.title(\"Accidents by Phase of Flight (as % of Total)\",fontsize=18,\n",
" fontweight=\"bold\")\n",
"plt.xlabel(\"Phase of Flight\")\n",
"plt.ylabel(\"Percentage of Accidents (%)\")\n",
"plt.ylim(0, df[\"Percentage\"].max() * 1.15) # 15% headroom\n",
"plt.xticks(rotation=40, ha='right')\n",
"plt.grid(axis=\"y\", linestyle=\"--\", alpha=0.6)\n",
"plt.tight_layout()\n",
"plt.savefig(\"/content/accidents_by_phase_percentage.png\", dpi=300, bbox_inches=\"tight\")\n",
"\n",
"plt.show()\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 459
},
"id": "D0Rph8Fixso2",
"outputId": "efea63c3-9ae1-40b1-e1e0-a89b853a3d6b"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"fatal dataset"
],
"metadata": {
"id": "0bjaXiAa0-i9"
}
},
{
"cell_type": "code",
"source": [
"# Load CSV\n",
"df2 = pd.read_csv(\"/content/fatal_accidents_by_phase_of_flight.csv\")\n",
"\n",
"# Sort by number (optional, descending)\n",
"df2 = df2.sort_values(\"Number of Accidents\", ascending=False)\n"
],
"metadata": {
"id": "nfGUv5x8ydfB"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# Remove rows with 0 accidents\n",
"df2 = df2[df2[\"Number of Accidents\"] > 0]\n",
"\n",
"# (Optional) Reset index\n",
"df2 = df2.reset_index(drop=True)"
],
"metadata": {
"id": "30TV_UOf1Qvb"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# --- Accidents by Phase of Flight (Percentage) ---\n",
"\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"\n",
"# Calculate percentages\n",
"total = df2[\"Number of Accidents\"].sum()\n",
"df2[\"Percentage\"] = (df2[\"Number of Accidents\"] / total) * 100\n",
"\n",
"# Sort by percentage (descending)\n",
"df2 = df2.sort_values(\"Percentage\", ascending=False)\n",
"\n",
"# Shorten long label\n",
"df2[\"Phase of Flight\"] = df2[\"Phase of Flight\"].replace(\n",
" {\"ENGINE START OR DEPART\": \"ENGINE START/DEP\"}\n",
")\n",
"# Plot\n",
"plt.figure(figsize=(10,5))\n",
"bars = plt.bar(df2[\"Phase of Flight\"], df2[\"Percentage\"], color=\"crimson\")\n",
"\n",
"# Add percentage labels\n",
"for bar in bars:\n",
" height = bar.get_height()\n",
" plt.text(bar.get_x() + bar.get_width()/2, height + 0.2, f\"{height:.1f}%\",\n",
" ha='center', va='bottom', fontsize=8)\n",
"\n",
"# Style\n",
"plt.title(\"Fatal Accidents by Phase of Flight (as % of Total)\",fontsize=18,\n",
" fontweight=\"bold\") #, pad=15\n",
"plt.xlabel(\"Phase of Flight\")\n",
"plt.ylabel(\"Percentage of Accidents (%)\")\n",
"plt.ylim(0, df2[\"Percentage\"].max() * 1.15) # 15% headroom\n",
"plt.xticks(rotation=40, ha='right')\n",
"plt.grid(axis=\"y\", linestyle=\"--\", alpha=0.6)\n",
"plt.tight_layout()\n",
"plt.savefig(\"/content/fatal_accidents_by_phase_percentage.png\", dpi=300, bbox_inches=\"tight\")\n",
"\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 460
},
"id": "RzpU1HDk1TNF",
"outputId": "955b39e9-8ae0-427c-bb67-060f4ffb1e6e"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
}
]
}
@cavedave
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cavedave commented Nov 6, 2025

accidents_by_phase_percentage(1)

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