├── README.md ├── Trade Analysis Report.pdf └── Trade_Analysis_Notebook.ipynb /README.md: -------------------------------------------------------------------------------- 1 | # Trade-Analysis -------------------------------------------------------------------------------- /Trade Analysis Report.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HarshYdv07/Trade-Analysis/HEAD/Trade Analysis Report.pdf -------------------------------------------------------------------------------- /Trade_Analysis_Notebook.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "code", 5 | "execution_count": 45, 6 | "id": "adb8f638", 7 | "metadata": {}, 8 | "outputs": [ 9 | { 10 | "data": { 11 | "text/html": [ 12 | "
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Domain CodeDomainArea Code (M49)AreaElement CodeItem Code (CPC)ItemYearUnitImportExportProductionConsumption
0TCLCrops and livestock products4Afghanistan56101654Anise, badian, coriander, cumin, caraway, fenn...2014t283.8521099.021500.00684.85
1TCLCrops and livestock products4Afghanistan56101654Anise, badian, coriander, cumin, caraway, fenn...2015t1000.1617340.018000.001660.16
2TCLCrops and livestock products4Afghanistan56101654Anise, badian, coriander, cumin, caraway, fenn...2016t814.888353.017333.339795.21
3TCLCrops and livestock products4Afghanistan56101654Anise, badian, coriander, cumin, caraway, fenn...2017t3.678500.018234.129737.79
4TCLCrops and livestock products4Afghanistan56101654Anise, badian, coriander, cumin, caraway, fenn...2018t112.309456.017855.828512.12
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" 129 | ], 130 | "text/plain": [ 131 | " Domain Code Domain Area Code (M49) Area \\\n", 132 | "0 TCL Crops and livestock products 4 Afghanistan \n", 133 | "1 TCL Crops and livestock products 4 Afghanistan \n", 134 | "2 TCL Crops and livestock products 4 Afghanistan \n", 135 | "3 TCL Crops and livestock products 4 Afghanistan \n", 136 | "4 TCL Crops and livestock products 4 Afghanistan \n", 137 | "\n", 138 | " Element Code Item Code (CPC) \\\n", 139 | "0 5610 1654 \n", 140 | "1 5610 1654 \n", 141 | "2 5610 1654 \n", 142 | "3 5610 1654 \n", 143 | "4 5610 1654 \n", 144 | "\n", 145 | " Item Year Unit Import \\\n", 146 | "0 Anise, badian, coriander, cumin, caraway, fenn... 2014 t 283.85 \n", 147 | "1 Anise, badian, coriander, cumin, caraway, fenn... 2015 t 1000.16 \n", 148 | "2 Anise, badian, coriander, cumin, caraway, fenn... 2016 t 814.88 \n", 149 | "3 Anise, badian, coriander, cumin, caraway, fenn... 2017 t 3.67 \n", 150 | "4 Anise, badian, coriander, cumin, caraway, fenn... 2018 t 112.30 \n", 151 | "\n", 152 | " Export Production Consumption \n", 153 | "0 21099.0 21500.00 684.85 \n", 154 | "1 17340.0 18000.00 1660.16 \n", 155 | "2 8353.0 17333.33 9795.21 \n", 156 | "3 8500.0 18234.12 9737.79 \n", 157 | "4 9456.0 17855.82 8512.12 " 158 | ] 159 | }, 160 | "execution_count": 45, 161 | "metadata": {}, 162 | "output_type": "execute_result" 163 | } 164 | ], 165 | "source": [ 166 | "import pandas as pd\n", 167 | "import matplotlib.pyplot as plt\n", 168 | "import seaborn as sns\n", 169 | "sns.set(style=\"whitegrid\")\n", 170 | "df = pd.read_csv(\"Export.csv\")\n", 171 | "df.head()" 172 | ] 173 | }, 174 | { 175 | "cell_type": "code", 176 | "execution_count": 46, 177 | "id": "ecb0bfb4", 178 | "metadata": {}, 179 | "outputs": [ 180 | { 181 | "name": "stdout", 182 | "output_type": "stream", 183 | "text": [ 184 | "Missing values in each column:\n", 185 | "Domain Code 0\n", 186 | "Domain 0\n", 187 | "Area Code (M49) 0\n", 188 | "Area 0\n", 189 | "Element Code 0\n", 190 | "Item Code (CPC) 0\n", 191 | "Item 0\n", 192 | "Year 0\n", 193 | "Unit 0\n", 194 | "Import 0\n", 195 | "Export 0\n", 196 | "Production 0\n", 197 | "Consumption 0\n", 198 | "dtype: int64\n" 199 | ] 200 | } 201 | ], 202 | "source": [ 203 | "\n", 204 | "df.columns = df.columns.str.strip()\n", 205 | "print(\"Missing values in each column:\")\n", 206 | "print(df.isnull().sum())\n", 207 | "df.fillna(0, inplace=True)\n", 208 | "df['Year'] = df['Year'].astype(int)\n", 209 | "df.rename(columns={\n", 210 | " 'Area': 'Country',\n", 211 | " 'Item': 'Product'\n", 212 | "}, inplace=True)" 213 | ] 214 | }, 215 | { 216 | "cell_type": "code", 217 | "execution_count": 47, 218 | "id": "74661080", 219 | "metadata": {}, 220 | "outputs": [ 221 | { 222 | "name": "stderr", 223 | "output_type": "stream", 224 | "text": [ 225 | "/var/folders/ln/zp0qdsls28jf_sbnjhccr9t80000gn/T/ipykernel_25196/3970864618.py:4: FutureWarning: \n", 226 | "\n", 227 | "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n", 228 | "\n", 229 | " sns.barplot(x=top_exporters.values, y=top_exporters.index, palette='viridis')\n" 230 | ] 231 | }, 232 | { 233 | "data": { 234 | "image/png": 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235 | "text/plain": [ 236 | "
" 237 | ] 238 | }, 239 | "metadata": {}, 240 | "output_type": "display_data" 241 | } 242 | ], 243 | "source": [ 244 | "top_exporters = df.groupby('Country')['Export'].sum().sort_values(ascending=False).head(10)\n", 245 | "\n", 246 | "plt.figure(figsize=(10,6))\n", 247 | "sns.barplot(x=top_exporters.values, y=top_exporters.index, palette='viridis')\n", 248 | "plt.title('Top 10 Exporting Countries')\n", 249 | "plt.xlabel('Total Export')\n", 250 | "plt.ylabel('Country')\n", 251 | "plt.show()" 252 | ] 253 | }, 254 | { 255 | "cell_type": "code", 256 | "execution_count": 48, 257 | "id": "1850b1f0", 258 | "metadata": {}, 259 | "outputs": [ 260 | { 261 | "data": { 262 | "image/png": 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", 263 | "text/plain": [ 264 | "
" 265 | ] 266 | }, 267 | "metadata": {}, 268 | "output_type": "display_data" 269 | } 270 | ], 271 | "source": [ 272 | "export_trend = df.groupby('Year')['Export'].sum()\n", 273 | "\n", 274 | "plt.figure(figsize=(10,5))\n", 275 | "sns.lineplot(x=export_trend.index, y=export_trend.values, marker='o')\n", 276 | "plt.title('Global Export Trend Over Years')\n", 277 | "plt.xlabel('Year')\n", 278 | "plt.ylabel('Total Export')\n", 279 | "plt.grid(True)\n", 280 | "plt.show()" 281 | ] 282 | }, 283 | { 284 | "cell_type": "code", 285 | "execution_count": 49, 286 | "id": "7e19994c", 287 | "metadata": {}, 288 | "outputs": [ 289 | { 290 | "data": { 291 | "image/png": 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", 292 | "text/plain": [ 293 | "
" 294 | ] 295 | }, 296 | "metadata": {}, 297 | "output_type": "display_data" 298 | } 299 | ], 300 | "source": [ 301 | "trade_summary = df.groupby('Country')[['Import', 'Export']].sum().sort_values(by='Export', ascending=False).head(10)\n", 302 | "\n", 303 | "trade_summary.plot(kind='bar', figsize=(12,6))\n", 304 | "plt.title('Import vs Export by Country')\n", 305 | "plt.ylabel('Volume')\n", 306 | "plt.xticks(rotation=45)\n", 307 | "plt.show()" 308 | ] 309 | }, 310 | { 311 | "cell_type": "code", 312 | "execution_count": 50, 313 | "id": "2484335e", 314 | "metadata": {}, 315 | "outputs": [ 316 | { 317 | "name": "stderr", 318 | "output_type": "stream", 319 | "text": [ 320 | "/var/folders/ln/zp0qdsls28jf_sbnjhccr9t80000gn/T/ipykernel_25196/226977527.py:4: FutureWarning: \n", 321 | "\n", 322 | "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n", 323 | "\n", 324 | " sns.barplot(x=top_items.values, y=top_items.index, palette='cubehelix')\n" 325 | ] 326 | }, 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 | "top_items = df.groupby('Product')['Export'].sum().sort_values(ascending=False).head(10)\n", 340 | "\n", 341 | "plt.figure(figsize=(10,6))\n", 342 | "sns.barplot(x=top_items.values, y=top_items.index, palette='cubehelix')\n", 343 | "plt.title('Top 10 Exported Products')\n", 344 | "plt.xlabel('Total Export')\n", 345 | "plt.ylabel('Product')\n", 346 | "plt.show()" 347 | ] 348 | }, 349 | { 350 | "cell_type": "code", 351 | "execution_count": 51, 352 | "id": "0bf62647", 353 | "metadata": {}, 354 | "outputs": [ 355 | { 356 | "data": { 357 | "image/png": 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", 358 | "text/plain": [ 359 | "
" 360 | ] 361 | }, 362 | "metadata": {}, 363 | "output_type": "display_data" 364 | } 365 | ], 366 | "source": [ 367 | "df['TradeBalance'] = df['Export'] - df['Import']\n", 368 | "trade_balance = df.groupby('Year')['TradeBalance'].sum()\n", 369 | "\n", 370 | "plt.figure(figsize=(10,5))\n", 371 | "sns.lineplot(x=trade_balance.index, y=trade_balance.values, marker='o', color='green')\n", 372 | "plt.title('Global Trade Balance Trend')\n", 373 | "plt.xlabel('Year')\n", 374 | "plt.ylabel('Trade Balance')\n", 375 | "plt.grid(True)\n", 376 | "plt.show()" 377 | ] 378 | } 379 | ], 380 | "metadata": { 381 | "kernelspec": { 382 | "display_name": "Python 3", 383 | "language": "python", 384 | "name": "python3" 385 | }, 386 | "language_info": { 387 | "codemirror_mode": { 388 | "name": "ipython", 389 | "version": 3 390 | }, 391 | "file_extension": ".py", 392 | "mimetype": "text/x-python", 393 | "name": "python", 394 | "nbconvert_exporter": "python", 395 | "pygments_lexer": "ipython3", 396 | "version": "3.13.2" 397 | } 398 | }, 399 | "nbformat": 4, 400 | "nbformat_minor": 5 401 | } 402 | --------------------------------------------------------------------------------