|
25 | 25 | }, |
26 | 26 | { |
27 | 27 | "cell_type": "code", |
28 | | - "execution_count": null, |
| 28 | + "execution_count": 1, |
29 | 29 | "id": "fcf58b17-746c-4295-9fbe-f030567fb349", |
30 | 30 | "metadata": {}, |
31 | 31 | "outputs": [], |
|
42 | 42 | }, |
43 | 43 | { |
44 | 44 | "cell_type": "code", |
45 | | - "execution_count": null, |
| 45 | + "execution_count": 2, |
46 | 46 | "id": "12dae7d5-0500-4442-a5f8-90dd20399b8a", |
47 | 47 | "metadata": {}, |
48 | 48 | "outputs": [], |
|
54 | 54 | }, |
55 | 55 | { |
56 | 56 | "cell_type": "code", |
57 | | - "execution_count": null, |
| 57 | + "execution_count": 3, |
58 | 58 | "id": "9de6e678-889a-4a38-b748-6f70335d878a", |
59 | 59 | "metadata": {}, |
60 | 60 | "outputs": [], |
|
71 | 71 | }, |
72 | 72 | { |
73 | 73 | "cell_type": "code", |
74 | | - "execution_count": null, |
| 74 | + "execution_count": 4, |
75 | 75 | "id": "017efc23-ae9f-45cf-a713-1631bbccded7", |
76 | 76 | "metadata": {}, |
77 | | - "outputs": [], |
| 77 | + "outputs": [ |
| 78 | + { |
| 79 | + "data": { |
| 80 | + "text/html": [ |
| 81 | + "<div>\n", |
| 82 | + "<style scoped>\n", |
| 83 | + " .dataframe tbody tr th:only-of-type {\n", |
| 84 | + " vertical-align: middle;\n", |
| 85 | + " }\n", |
| 86 | + "\n", |
| 87 | + " .dataframe tbody tr th {\n", |
| 88 | + " vertical-align: top;\n", |
| 89 | + " }\n", |
| 90 | + "\n", |
| 91 | + " .dataframe thead th {\n", |
| 92 | + " text-align: right;\n", |
| 93 | + " }\n", |
| 94 | + "</style>\n", |
| 95 | + "<table border=\"1\" class=\"dataframe\">\n", |
| 96 | + " <thead>\n", |
| 97 | + " <tr style=\"text-align: right;\">\n", |
| 98 | + " <th></th>\n", |
| 99 | + " <th>x_micrometer</th>\n", |
| 100 | + " <th>y_micrometer</th>\n", |
| 101 | + " <th>z_micrometer</th>\n", |
| 102 | + " <th>len_x_micrometer</th>\n", |
| 103 | + " <th>len_y_micrometer</th>\n", |
| 104 | + " <th>len_z_micrometer</th>\n", |
| 105 | + " <th>x_micrometer_original</th>\n", |
| 106 | + " <th>y_micrometer_original</th>\n", |
| 107 | + " </tr>\n", |
| 108 | + " <tr>\n", |
| 109 | + " <th>field_id</th>\n", |
| 110 | + " <th></th>\n", |
| 111 | + " <th></th>\n", |
| 112 | + " <th></th>\n", |
| 113 | + " <th></th>\n", |
| 114 | + " <th></th>\n", |
| 115 | + " <th></th>\n", |
| 116 | + " <th></th>\n", |
| 117 | + " <th></th>\n", |
| 118 | + " </tr>\n", |
| 119 | + " </thead>\n", |
| 120 | + " <tbody>\n", |
| 121 | + " <tr>\n", |
| 122 | + " <th>FOV_1</th>\n", |
| 123 | + " <td>-1448.300049</td>\n", |
| 124 | + " <td>-1517.699951</td>\n", |
| 125 | + " <td>0.0</td>\n", |
| 126 | + " <td>416.0</td>\n", |
| 127 | + " <td>351.0</td>\n", |
| 128 | + " <td>1.0</td>\n", |
| 129 | + " <td>-1448.300049</td>\n", |
| 130 | + " <td>-1517.699951</td>\n", |
| 131 | + " </tr>\n", |
| 132 | + " <tr>\n", |
| 133 | + " <th>FOV_2</th>\n", |
| 134 | + " <td>-1032.300049</td>\n", |
| 135 | + " <td>-1517.699951</td>\n", |
| 136 | + " <td>0.0</td>\n", |
| 137 | + " <td>416.0</td>\n", |
| 138 | + " <td>351.0</td>\n", |
| 139 | + " <td>1.0</td>\n", |
| 140 | + " <td>-1032.300049</td>\n", |
| 141 | + " <td>-1517.699951</td>\n", |
| 142 | + " </tr>\n", |
| 143 | + " <tr>\n", |
| 144 | + " <th>FOV_3</th>\n", |
| 145 | + " <td>-1448.300049</td>\n", |
| 146 | + " <td>-1166.699951</td>\n", |
| 147 | + " <td>0.0</td>\n", |
| 148 | + " <td>416.0</td>\n", |
| 149 | + " <td>351.0</td>\n", |
| 150 | + " <td>1.0</td>\n", |
| 151 | + " <td>-1448.300049</td>\n", |
| 152 | + " <td>-1166.699951</td>\n", |
| 153 | + " </tr>\n", |
| 154 | + " <tr>\n", |
| 155 | + " <th>FOV_4</th>\n", |
| 156 | + " <td>-1032.300049</td>\n", |
| 157 | + " <td>-1166.699951</td>\n", |
| 158 | + " <td>0.0</td>\n", |
| 159 | + " <td>416.0</td>\n", |
| 160 | + " <td>351.0</td>\n", |
| 161 | + " <td>1.0</td>\n", |
| 162 | + " <td>-1032.300049</td>\n", |
| 163 | + " <td>-1166.699951</td>\n", |
| 164 | + " </tr>\n", |
| 165 | + " </tbody>\n", |
| 166 | + "</table>\n", |
| 167 | + "</div>" |
| 168 | + ], |
| 169 | + "text/plain": [ |
| 170 | + " x_micrometer y_micrometer z_micrometer len_x_micrometer \\\n", |
| 171 | + "field_id \n", |
| 172 | + "FOV_1 -1448.300049 -1517.699951 0.0 416.0 \n", |
| 173 | + "FOV_2 -1032.300049 -1517.699951 0.0 416.0 \n", |
| 174 | + "FOV_3 -1448.300049 -1166.699951 0.0 416.0 \n", |
| 175 | + "FOV_4 -1032.300049 -1166.699951 0.0 416.0 \n", |
| 176 | + "\n", |
| 177 | + " len_y_micrometer len_z_micrometer x_micrometer_original \\\n", |
| 178 | + "field_id \n", |
| 179 | + "FOV_1 351.0 1.0 -1448.300049 \n", |
| 180 | + "FOV_2 351.0 1.0 -1032.300049 \n", |
| 181 | + "FOV_3 351.0 1.0 -1448.300049 \n", |
| 182 | + "FOV_4 351.0 1.0 -1032.300049 \n", |
| 183 | + "\n", |
| 184 | + " y_micrometer_original \n", |
| 185 | + "field_id \n", |
| 186 | + "FOV_1 -1517.699951 \n", |
| 187 | + "FOV_2 -1517.699951 \n", |
| 188 | + "FOV_3 -1166.699951 \n", |
| 189 | + "FOV_4 -1166.699951 " |
| 190 | + ] |
| 191 | + }, |
| 192 | + "execution_count": 4, |
| 193 | + "metadata": {}, |
| 194 | + "output_type": "execute_result" |
| 195 | + } |
| 196 | + ], |
78 | 197 | "source": [ |
79 | 198 | "# Look at the ROI table\n", |
80 | 199 | "roi_an = ad.read_zarr(zarr_url / f'{well}/0/tables/{roi_table}')\n", |
|
84 | 203 | }, |
85 | 204 | { |
86 | 205 | "cell_type": "code", |
87 | | - "execution_count": null, |
| 206 | + "execution_count": 5, |
88 | 207 | "id": "83a88ed0-9400-4550-8e71-8caff424dd04", |
89 | 208 | "metadata": {}, |
90 | 209 | "outputs": [], |
|
95 | 214 | }, |
96 | 215 | { |
97 | 216 | "cell_type": "code", |
98 | | - "execution_count": null, |
| 217 | + "execution_count": 7, |
99 | 218 | "id": "e5b72f22-86c7-4801-997c-487728f85c9f", |
100 | 219 | "metadata": {}, |
101 | 220 | "outputs": [], |
|
123 | 242 | }, |
124 | 243 | { |
125 | 244 | "cell_type": "code", |
126 | | - "execution_count": null, |
| 245 | + "execution_count": 8, |
127 | 246 | "id": "b6a8391f-de20-4856-8244-47997a486391", |
128 | 247 | "metadata": {}, |
129 | 248 | "outputs": [], |
|
137 | 256 | }, |
138 | 257 | { |
139 | 258 | "cell_type": "code", |
140 | | - "execution_count": null, |
| 259 | + "execution_count": 9, |
141 | 260 | "id": "1e6a6a3d-fef0-44d5-8fcf-ef9583f7cc00", |
142 | 261 | "metadata": {}, |
143 | 262 | "outputs": [], |
|
149 | 268 | }, |
150 | 269 | { |
151 | 270 | "cell_type": "code", |
152 | | - "execution_count": null, |
| 271 | + "execution_count": 10, |
153 | 272 | "id": "7ccbe7ea-2996-42e2-90e8-80c343052ff1", |
154 | 273 | "metadata": {}, |
155 | | - "outputs": [], |
| 274 | + "outputs": [ |
| 275 | + { |
| 276 | + "data": { |
| 277 | + "text/html": [ |
| 278 | + "<div>\n", |
| 279 | + "<style scoped>\n", |
| 280 | + " .dataframe tbody tr th:only-of-type {\n", |
| 281 | + " vertical-align: middle;\n", |
| 282 | + " }\n", |
| 283 | + "\n", |
| 284 | + " .dataframe tbody tr th {\n", |
| 285 | + " vertical-align: top;\n", |
| 286 | + " }\n", |
| 287 | + "\n", |
| 288 | + " .dataframe thead th {\n", |
| 289 | + " text-align: right;\n", |
| 290 | + " }\n", |
| 291 | + "</style>\n", |
| 292 | + "<table border=\"1\" class=\"dataframe\">\n", |
| 293 | + " <thead>\n", |
| 294 | + " <tr style=\"text-align: right;\">\n", |
| 295 | + " <th></th>\n", |
| 296 | + " <th>area</th>\n", |
| 297 | + " <th>mean_intensity</th>\n", |
| 298 | + " <th>standard_deviation_intensity</th>\n", |
| 299 | + " </tr>\n", |
| 300 | + " <tr>\n", |
| 301 | + " <th>label</th>\n", |
| 302 | + " <th></th>\n", |
| 303 | + " <th></th>\n", |
| 304 | + " <th></th>\n", |
| 305 | + " </tr>\n", |
| 306 | + " </thead>\n", |
| 307 | + " <tbody>\n", |
| 308 | + " <tr>\n", |
| 309 | + " <th>1</th>\n", |
| 310 | + " <td>2128.0</td>\n", |
| 311 | + " <td>293.573792</td>\n", |
| 312 | + " <td>53.578331</td>\n", |
| 313 | + " </tr>\n", |
| 314 | + " <tr>\n", |
| 315 | + " <th>2</th>\n", |
| 316 | + " <td>384.0</td>\n", |
| 317 | + " <td>311.109375</td>\n", |
| 318 | + " <td>106.931992</td>\n", |
| 319 | + " </tr>\n", |
| 320 | + " <tr>\n", |
| 321 | + " <th>3</th>\n", |
| 322 | + " <td>1312.0</td>\n", |
| 323 | + " <td>231.229416</td>\n", |
| 324 | + " <td>47.511070</td>\n", |
| 325 | + " </tr>\n", |
| 326 | + " <tr>\n", |
| 327 | + " <th>4</th>\n", |
| 328 | + " <td>2608.0</td>\n", |
| 329 | + " <td>264.913727</td>\n", |
| 330 | + " <td>57.151825</td>\n", |
| 331 | + " </tr>\n", |
| 332 | + " <tr>\n", |
| 333 | + " <th>5</th>\n", |
| 334 | + " <td>704.0</td>\n", |
| 335 | + " <td>387.032684</td>\n", |
| 336 | + " <td>176.512741</td>\n", |
| 337 | + " </tr>\n", |
| 338 | + " <tr>\n", |
| 339 | + " <th>...</th>\n", |
| 340 | + " <td>...</td>\n", |
| 341 | + " <td>...</td>\n", |
| 342 | + " <td>...</td>\n", |
| 343 | + " </tr>\n", |
| 344 | + " <tr>\n", |
| 345 | + " <th>2962</th>\n", |
| 346 | + " <td>1104.0</td>\n", |
| 347 | + " <td>311.662140</td>\n", |
| 348 | + " <td>75.626266</td>\n", |
| 349 | + " </tr>\n", |
| 350 | + " <tr>\n", |
| 351 | + " <th>2963</th>\n", |
| 352 | + " <td>1104.0</td>\n", |
| 353 | + " <td>296.225555</td>\n", |
| 354 | + " <td>73.479431</td>\n", |
| 355 | + " </tr>\n", |
| 356 | + " <tr>\n", |
| 357 | + " <th>2964</th>\n", |
| 358 | + " <td>736.0</td>\n", |
| 359 | + " <td>280.744568</td>\n", |
| 360 | + " <td>48.305725</td>\n", |
| 361 | + " </tr>\n", |
| 362 | + " <tr>\n", |
| 363 | + " <th>2965</th>\n", |
| 364 | + " <td>624.0</td>\n", |
| 365 | + " <td>204.426285</td>\n", |
| 366 | + " <td>44.935898</td>\n", |
| 367 | + " </tr>\n", |
| 368 | + " <tr>\n", |
| 369 | + " <th>2966</th>\n", |
| 370 | + " <td>304.0</td>\n", |
| 371 | + " <td>247.736847</td>\n", |
| 372 | + " <td>56.399334</td>\n", |
| 373 | + " </tr>\n", |
| 374 | + " </tbody>\n", |
| 375 | + "</table>\n", |
| 376 | + "<p>2966 rows × 3 columns</p>\n", |
| 377 | + "</div>" |
| 378 | + ], |
| 379 | + "text/plain": [ |
| 380 | + " area mean_intensity standard_deviation_intensity\n", |
| 381 | + "label \n", |
| 382 | + "1 2128.0 293.573792 53.578331\n", |
| 383 | + "2 384.0 311.109375 106.931992\n", |
| 384 | + "3 1312.0 231.229416 47.511070\n", |
| 385 | + "4 2608.0 264.913727 57.151825\n", |
| 386 | + "5 704.0 387.032684 176.512741\n", |
| 387 | + "... ... ... ...\n", |
| 388 | + "2962 1104.0 311.662140 75.626266\n", |
| 389 | + "2963 1104.0 296.225555 73.479431\n", |
| 390 | + "2964 736.0 280.744568 48.305725\n", |
| 391 | + "2965 624.0 204.426285 44.935898\n", |
| 392 | + "2966 304.0 247.736847 56.399334\n", |
| 393 | + "\n", |
| 394 | + "[2966 rows x 3 columns]" |
| 395 | + ] |
| 396 | + }, |
| 397 | + "execution_count": 10, |
| 398 | + "metadata": {}, |
| 399 | + "output_type": "execute_result" |
| 400 | + } |
| 401 | + ], |
156 | 402 | "source": [ |
157 | 403 | "feature_df = nuclei_an.to_df()\n", |
158 | 404 | "feature_df[['area', 'mean_intensity', 'standard_deviation_intensity']]" |
159 | 405 | ] |
160 | 406 | }, |
161 | 407 | { |
162 | 408 | "cell_type": "code", |
163 | | - "execution_count": null, |
| 409 | + "execution_count": 11, |
164 | 410 | "id": "3d843d31-3f25-4553-b8b2-a447bc95e88e", |
165 | 411 | "metadata": {}, |
166 | 412 | "outputs": [], |
|
0 commit comments