├── README.md └── iitianbabasonu (2).ipynb /README.md: -------------------------------------------------------------------------------- 1 | # sonu kumar 2 | Python Project 3 | -------------------------------------------------------------------------------- /iitianbabasonu (2).ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "code", 5 | "execution_count": 3, 6 | "id": "dffdf0bd-9a5b-43e4-b516-2149e7868bd8", 7 | "metadata": {}, 8 | "outputs": [ 9 | { 10 | "data": { 11 | "image/png": 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", 12 | "text/plain": [ 13 | "
" 14 | ] 15 | }, 16 | "metadata": {}, 17 | "output_type": "display_data" 18 | } 19 | ], 20 | "source": [ 21 | "import pandas as pd\n", 22 | "import matplotlib.pyplot as plt\n", 23 | "\n", 24 | "# Load the CSV file\n", 25 | "file_path = \"C:\\\\Users\\\\anubh\\\\Downloads\\\\mission_launches.csv\"\n", 26 | "df = pd.read_csv(file_path)\n", 27 | "\n", 28 | "# Count the number of launches per organization\n", 29 | "launch_counts = df[\"Organisation\"].value_counts()\n", 30 | "\n", 31 | "# Create the bar chart\n", 32 | "plt.figure(figsize=(12, 6))\n", 33 | "launch_counts.plot(kind=\"bar\", color=\"skyblue\", edgecolor=\"black\")\n", 34 | "\n", 35 | "# Labels and title\n", 36 | "plt.xlabel(\"Organization\", fontsize=12)\n", 37 | "plt.ylabel(\"Number of Launches\", fontsize=12)\n", 38 | "plt.title(\"Number of Space Mission Launches by Organization\", fontsize=14)\n", 39 | "plt.xticks(rotation=90, ha=\"right\")\n", 40 | "\n", 41 | "# Show the chart\n", 42 | "plt.show()\n" 43 | ] 44 | }, 45 | { 46 | "cell_type": "code", 47 | "execution_count": null, 48 | "id": "f9f05ef2-f9ac-438c-94f1-943c096580a2", 49 | "metadata": {}, 50 | "outputs": [], 51 | "source": [] 52 | }, 53 | { 54 | "cell_type": "code", 55 | "execution_count": 5, 56 | "id": "e388bbb1-54fc-4138-97fa-625b2858c49a", 57 | "metadata": {}, 58 | "outputs": [ 59 | { 60 | "data": { 61 | "text/plain": [ 62 | "Rocket_Status\n", 63 | "StatusRetired 3534\n", 64 | "StatusActive 790\n", 65 | "Name: count, dtype: int64" 66 | ] 67 | }, 68 | "execution_count": 5, 69 | "metadata": {}, 70 | "output_type": "execute_result" 71 | } 72 | ], 73 | "source": [ 74 | "# Count the occurrences of each rocket status\n", 75 | "rocket_status_counts = df[\"Rocket_Status\"].value_counts()\n", 76 | "rocket_status_counts\n" 77 | ] 78 | }, 79 | { 80 | "cell_type": "code", 81 | "execution_count": null, 82 | "id": "4ee33d9a-369b-4eae-b6ec-9c99875d9ead", 83 | "metadata": {}, 84 | "outputs": [], 85 | "source": [ 86 | "Here’s the breakdown of mission outcomes: \n", 87 | "- **Successful Missions:** 3,879 \n", 88 | "- **Failed Missions:** 339 \n", 89 | "- **Partial Failures:** 102 \n", 90 | "- **Prelaunch Failures:** 4 \n", 91 | "\n" 92 | ] 93 | }, 94 | { 95 | "cell_type": "code", 96 | "execution_count": 11, 97 | "id": "9af02495-e067-4555-9ae2-537cdf513230", 98 | "metadata": {}, 99 | "outputs": [ 100 | { 101 | "data": { 102 | "image/png": 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", 103 | "text/plain": [ 104 | "
" 105 | ] 106 | }, 107 | "metadata": {}, 108 | "output_type": "display_data" 109 | } 110 | ], 111 | "source": [ 112 | "import pandas as pd\n", 113 | "import matplotlib.pyplot as plt\n", 114 | "\n", 115 | "# Load the CSV file\n", 116 | "file_path = \"C:\\\\Users\\\\anubh\\\\Downloads\\\\mission_launches.csv\" # Update with your file path\n", 117 | "df = pd.read_csv(file_path)\n", 118 | "\n", 119 | "# Convert the Price column to numeric values\n", 120 | "df[\"Price\"] = pd.to_numeric(df[\"Price\"], errors=\"coerce\")\n", 121 | "\n", 122 | "# Plot the histogram of launch prices\n", 123 | "plt.figure(figsize=(10, 6))\n", 124 | "plt.hist(df[\"Price\"].dropna(), bins=20, color=\"skyblue\", edgecolor=\"black\")\n", 125 | "\n", 126 | "# Labels and title\n", 127 | "plt.xlabel(\"Launch Price (in USD millions)\", fontsize=12)\n", 128 | "plt.ylabel(\"Frequency\", fontsize=12)\n", 129 | "plt.title(\"Distribution of Space Mission Launch Prices\", fontsize=14)\n", 130 | "\n", 131 | "# Show the histogram\n", 132 | "plt.show()\n" 133 | ] 134 | }, 135 | { 136 | "cell_type": "code", 137 | "execution_count": null, 138 | "id": "24761e5c-e552-4168-acf6-e140a5d8053f", 139 | "metadata": {}, 140 | "outputs": [], 141 | "source": [ 142 | "\n" 143 | ] 144 | }, 145 | { 146 | "cell_type": "code", 147 | "execution_count": 13, 148 | "id": "36508c85-1c66-46e1-8931-76351ec075cf", 149 | "metadata": {}, 150 | "outputs": [ 151 | { 152 | "name": "stdout", 153 | "output_type": "stream", 154 | "text": [ 155 | "Organisation\n", 156 | "NASA 61200.00\n", 157 | "Arianespace 16345.00\n", 158 | "ULA 14798.00\n", 159 | "CASC 6340.26\n", 160 | "SpaceX 5444.00\n", 161 | "Northrop 3930.00\n", 162 | "MHI 3532.50\n", 163 | "ISRO 2177.00\n", 164 | "US Air Force 1550.92\n", 165 | "VKS RF 1548.90\n", 166 | "ILS 1320.00\n", 167 | "Boeing 1241.00\n", 168 | "Roscosmos 1187.50\n", 169 | "Martin Marietta 721.40\n", 170 | "Kosmotras 638.00\n", 171 | "Eurockot 543.40\n", 172 | "Lockheed 280.00\n", 173 | "JAXA 168.00\n", 174 | "Rocket Lab 97.50\n", 175 | "ESA 37.00\n", 176 | "ExPace 28.30\n", 177 | "EER 20.00\n", 178 | "Sandia 15.00\n", 179 | "Virgin Orbit 12.00\n", 180 | "SRC 0.00\n", 181 | "US Navy 0.00\n", 182 | "Starsem 0.00\n", 183 | "RVSN USSR 0.00\n", 184 | "RAE 0.00\n", 185 | "OneSpace 0.00\n", 186 | "OKB-586 0.00\n", 187 | "UT 0.00\n", 188 | "Sea Launch 0.00\n", 189 | "Yuzhmash 0.00\n", 190 | "AEB 0.00\n", 191 | "MITT 0.00\n", 192 | "General Dynamics 0.00\n", 193 | "ASI 0.00\n", 194 | "Arm??e de l'Air 0.00\n", 195 | "Blue Origin 0.00\n", 196 | "CASIC 0.00\n", 197 | "CECLES 0.00\n", 198 | "CNES 0.00\n", 199 | "Douglas 0.00\n", 200 | "Exos 0.00\n", 201 | "IAI 0.00\n", 202 | "Landspace 0.00\n", 203 | "IRGC 0.00\n", 204 | "ISA 0.00\n", 205 | "ISAS 0.00\n", 206 | "KARI 0.00\n", 207 | "KCST 0.00\n", 208 | "Khrunichev 0.00\n", 209 | "AMBA 0.00\n", 210 | "Land Launch 0.00\n", 211 | "i-Space 0.00\n", 212 | "Name: Price, dtype: float64\n" 213 | ] 214 | } 215 | ], 216 | "source": [ 217 | "import pandas as pd\n", 218 | "\n", 219 | "# Load the CSV file\n", 220 | "file_path =\"C:\\\\Users\\\\anubh\\\\Downloads\\\\mission_launches.csv\" # Update with the correct file path\n", 221 | "df = pd.read_csv(file_path)\n", 222 | "\n", 223 | "# Convert the Price column to numeric values\n", 224 | "df[\"Price\"] = pd.to_numeric(df[\"Price\"], errors=\"coerce\")\n", 225 | "\n", 226 | "# Group by Organisation and sum the Price column\n", 227 | "total_spent_by_org = df.groupby(\"Organisation\")[\"Price\"].sum().sort_values(ascending=False)\n", 228 | "\n", 229 | "# Display the results\n", 230 | "print(total_spent_by_org)\n" 231 | ] 232 | }, 233 | { 234 | "cell_type": "code", 235 | "execution_count": 16, 236 | "id": "bbea0bcc-0dea-492e-9bf5-b00f87de3347", 237 | "metadata": {}, 238 | "outputs": [ 239 | { 240 | "name": "stdout", 241 | "output_type": "stream", 242 | "text": [ 243 | "Organisation\n", 244 | "NASA 450.000000\n", 245 | "Boeing 177.285714\n", 246 | "Arianespace 170.260417\n", 247 | "ULA 151.000000\n", 248 | "ILS 101.538462\n", 249 | "MHI 95.472973\n", 250 | "Martin Marietta 80.155556\n", 251 | "US Air Force 59.650769\n", 252 | "JAXA 56.000000\n", 253 | "SpaceX 54.989899\n", 254 | "Roscosmos 51.630435\n", 255 | "Northrop 47.349398\n", 256 | "VKS RF 46.936364\n", 257 | "Eurockot 41.800000\n", 258 | "CASC 40.128228\n", 259 | "ESA 37.000000\n", 260 | "Lockheed 35.000000\n", 261 | "ISRO 32.492537\n", 262 | "Kosmotras 29.000000\n", 263 | "ExPace 28.300000\n", 264 | "EER 20.000000\n", 265 | "Sandia 15.000000\n", 266 | "Virgin Orbit 12.000000\n", 267 | "Rocket Lab 7.500000\n", 268 | "AEB NaN\n", 269 | "AMBA NaN\n", 270 | "ASI NaN\n", 271 | "Arm??e de l'Air NaN\n", 272 | "Blue Origin NaN\n", 273 | "CASIC NaN\n", 274 | "CECLES NaN\n", 275 | "CNES NaN\n", 276 | "Douglas NaN\n", 277 | "Exos NaN\n", 278 | "General Dynamics NaN\n", 279 | "IAI NaN\n", 280 | "IRGC NaN\n", 281 | "ISA NaN\n", 282 | "ISAS NaN\n", 283 | "KARI NaN\n", 284 | "KCST NaN\n", 285 | "Khrunichev NaN\n", 286 | "Land Launch NaN\n", 287 | "Landspace NaN\n", 288 | "MITT NaN\n", 289 | "OKB-586 NaN\n", 290 | "OneSpace NaN\n", 291 | "RAE NaN\n", 292 | "RVSN USSR NaN\n", 293 | "SRC NaN\n", 294 | "Sea Launch NaN\n", 295 | "Starsem NaN\n", 296 | "US Navy NaN\n", 297 | "UT NaN\n", 298 | "Yuzhmash NaN\n", 299 | "i-Space NaN\n", 300 | "Name: Price, dtype: float64\n" 301 | ] 302 | } 303 | ], 304 | "source": [ 305 | "import pandas as pd\n", 306 | "\n", 307 | "# Load the CSV file\n", 308 | "file_path = \"C:\\\\Users\\\\anubh\\\\Downloads\\\\mission_launches.csv\" # Update with the correct file path\n", 309 | "df = pd.read_csv(file_path)\n", 310 | "\n", 311 | "# Convert the Price column to numeric values\n", 312 | "df[\"Price\"] = pd.to_numeric(df[\"Price\"], errors=\"coerce\")\n", 313 | "\n", 314 | "# Calculate the average amount spent per launch by each organization\n", 315 | "avg_spent_per_launch = df.groupby(\"Organisation\")[\"Price\"].mean().sort_values(ascending=False)\n", 316 | "\n", 317 | "# Display the results\n", 318 | "print(avg_spent_per_launch)\n" 319 | ] 320 | }, 321 | { 322 | "cell_type": "code", 323 | "execution_count": 18, 324 | "id": "5463fdbe-59e1-4274-98fd-65514e983c4a", 325 | "metadata": {}, 326 | "outputs": [ 327 | { 328 | "data": { 329 | "image/png": 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", 330 | "text/plain": [ 331 | "
" 332 | ] 333 | }, 334 | "metadata": {}, 335 | "output_type": "display_data" 336 | } 337 | ], 338 | "source": [ 339 | "import pandas as pd\n", 340 | "import matplotlib.pyplot as plt\n", 341 | "\n", 342 | "# Load the CSV file\n", 343 | "file_path =\"C:\\\\Users\\\\anubh\\\\Downloads\\\\mission_launches.csv\" # Update with your correct file path\n", 344 | "df = pd.read_csv(file_path)\n", 345 | "\n", 346 | "# Extract the year from the Date column\n", 347 | "df[\"Year\"] = pd.to_datetime(df[\"Date\"], errors=\"coerce\").dt.year\n", 348 | "\n", 349 | "# Count the number of launches per year\n", 350 | "launches_per_year = df[\"Year\"].value_counts().sort_index()\n", 351 | "\n", 352 | "# Create the line chart\n", 353 | "plt.figure(figsize=(12, 6))\n", 354 | "plt.plot(launches_per_year.index, launches_per_year.values, marker=\"o\", linestyle=\"-\", color=\"skyblue\")\n", 355 | "\n", 356 | "# Labels and title\n", 357 | "plt.xlabel(\"Year\", fontsize=12)\n", 358 | "plt.ylabel(\"Number of Launches\", fontsize=12)\n", 359 | "plt.title(\"Number of Space Mission Launches per Year\", fontsize=14)\n", 360 | "plt.grid(True)\n", 361 | "\n", 362 | "# Show the chart\n", 363 | "plt.show()\n" 364 | ] 365 | }, 366 | { 367 | "cell_type": "code", 368 | "execution_count": null, 369 | "id": "c0c64838-9589-40c9-9d9e-006f45927c2e", 370 | "metadata": {}, 371 | "outputs": [], 372 | "source": [] 373 | } 374 | ], 375 | "metadata": { 376 | "kernelspec": { 377 | "display_name": "Python [conda env:base] *", 378 | "language": "python", 379 | "name": "conda-base-py" 380 | }, 381 | "language_info": { 382 | "codemirror_mode": { 383 | "name": "ipython", 384 | "version": 3 385 | }, 386 | "file_extension": ".py", 387 | "mimetype": "text/x-python", 388 | "name": "python", 389 | "nbconvert_exporter": "python", 390 | "pygments_lexer": "ipython3", 391 | "version": "3.12.7" 392 | } 393 | }, 394 | "nbformat": 4, 395 | "nbformat_minor": 5 396 | } 397 | --------------------------------------------------------------------------------