Created
November 26, 2020 03:43
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 24, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(138, 400, 400)" | |
] | |
}, | |
"execution_count": 24, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"%matplotlib inline\n", | |
"\n", | |
"import numpy as np\n", | |
"from matplotlib import pyplot as plt\n", | |
"import xarray as xr\n", | |
"\n", | |
"ds = xr.open_dataset(\"Murrumbidgee_near_Bundure__MUR_B3.nc\")\n", | |
"\n", | |
"arr = ds.nbart_blue.isel(x=slice(0,400),y=slice(0,400)).values\n", | |
"\n", | |
"plt.imshow(arr[1])\n", | |
"\n", | |
"arr.shape" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 26, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"((138, 400, 400), (138, 400, 400))" | |
] | |
}, | |
"execution_count": 26, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"mask1 = np.zeros((400,400))\n", | |
"mask1[:,100] = 1\n", | |
"mask2 = np.zeros((400,400))\n", | |
"mask2[:,101] = 1\n", | |
"\n", | |
"mask = mask1+mask2\n", | |
"\n", | |
"mask = np.repeat(mask[None,:],arr.shape[0],axis=0)\n", | |
"\n", | |
"\n", | |
"plt.imshow(mask[0,:])\n", | |
"mask.shape, arr.shape" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 28, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(138, 800)" | |
] | |
}, | |
"execution_count": 28, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"table = arr[mask==1].reshape(arr.shape[0],-1)\n", | |
"\n", | |
"table.shape" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 29, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
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" <td>988</td>\n", | |
" <td>1154</td>\n", | |
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" <td>989</td>\n", | |
" <td>1050</td>\n", | |
" <td>976</td>\n", | |
" <td>1066</td>\n", | |
" <td>989</td>\n", | |
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" <tr>\n", | |
" <th>135</th>\n", | |
" <td>325</td>\n", | |
" <td>317</td>\n", | |
" <td>298</td>\n", | |
" <td>326</td>\n", | |
" <td>333</td>\n", | |
" <td>312</td>\n", | |
" <td>326</td>\n", | |
" <td>277</td>\n", | |
" <td>325</td>\n", | |
" <td>326</td>\n", | |
" <td>...</td>\n", | |
" <td>1060</td>\n", | |
" <td>1173</td>\n", | |
" <td>1017</td>\n", | |
" <td>1117</td>\n", | |
" <td>984</td>\n", | |
" <td>978</td>\n", | |
" <td>977</td>\n", | |
" <td>973</td>\n", | |
" <td>1053</td>\n", | |
" <td>967</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>136</th>\n", | |
" <td>1168</td>\n", | |
" <td>1282</td>\n", | |
" <td>926</td>\n", | |
" <td>1134</td>\n", | |
" <td>865</td>\n", | |
" <td>1030</td>\n", | |
" <td>607</td>\n", | |
" <td>879</td>\n", | |
" <td>656</td>\n", | |
" <td>859</td>\n", | |
" <td>...</td>\n", | |
" <td>1964</td>\n", | |
" <td>1850</td>\n", | |
" <td>1919</td>\n", | |
" <td>1861</td>\n", | |
" <td>1977</td>\n", | |
" <td>1843</td>\n", | |
" <td>2022</td>\n", | |
" <td>1749</td>\n", | |
" <td>1930</td>\n", | |
" <td>1788</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>137</th>\n", | |
" <td>239</td>\n", | |
" <td>206</td>\n", | |
" <td>156</td>\n", | |
" <td>250</td>\n", | |
" <td>278</td>\n", | |
" <td>214</td>\n", | |
" <td>222</td>\n", | |
" <td>226</td>\n", | |
" <td>243</td>\n", | |
" <td>191</td>\n", | |
" <td>...</td>\n", | |
" <td>913</td>\n", | |
" <td>998</td>\n", | |
" <td>884</td>\n", | |
" <td>986</td>\n", | |
" <td>847</td>\n", | |
" <td>862</td>\n", | |
" <td>874</td>\n", | |
" <td>832</td>\n", | |
" <td>897</td>\n", | |
" <td>804</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>138 rows × 800 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" 0 1 2 3 4 5 6 7 8 9 ... 790 \\\n", | |
"0 3618 3511 3665 3641 3641 3735 3661 3736 3645 3707 ... 5949 \n", | |
"1 256 278 288 412 176 206 204 233 236 268 ... 642 \n", | |
"2 285 315 366 517 287 299 277 291 297 322 ... 777 \n", | |
"3 326 312 328 560 204 280 290 263 292 331 ... 837 \n", | |
"4 369 366 363 572 279 306 324 329 376 346 ... 805 \n", | |
".. ... ... ... ... ... ... ... ... ... ... ... ... \n", | |
"133 413 343 347 402 390 413 330 349 393 343 ... 1081 \n", | |
"134 315 304 247 342 334 354 444 250 305 328 ... 1038 \n", | |
"135 325 317 298 326 333 312 326 277 325 326 ... 1060 \n", | |
"136 1168 1282 926 1134 865 1030 607 879 656 859 ... 1964 \n", | |
"137 239 206 156 250 278 214 222 226 243 191 ... 913 \n", | |
"\n", | |
" 791 792 793 794 795 796 797 798 799 \n", | |
"0 5967 5939 5965 5961 5992 5948 5959 5910 5927 \n", | |
"1 735 607 703 572 619 566 579 571 606 \n", | |
"2 870 704 838 680 757 655 673 675 691 \n", | |
"3 903 728 868 681 803 676 701 690 722 \n", | |
"4 906 738 881 701 773 716 712 720 727 \n", | |
".. ... ... ... ... ... ... ... ... ... \n", | |
"133 1156 1022 1142 944 998 968 999 1032 969 \n", | |
"134 1154 988 1154 967 989 1050 976 1066 989 \n", | |
"135 1173 1017 1117 984 978 977 973 1053 967 \n", | |
"136 1850 1919 1861 1977 1843 2022 1749 1930 1788 \n", | |
"137 998 884 986 847 862 874 832 897 804 \n", | |
"\n", | |
"[138 rows x 800 columns]" | |
] | |
}, | |
"execution_count": 29, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"import pandas as pd\n", | |
"\n", | |
"df = pd.DataFrame(data=table)\n", | |
"df" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 31, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<AxesSubplot:>" | |
] | |
}, | |
"execution_count": 31, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"df[0].plot()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"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": "3.8.5" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 4 | |
} |
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