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Add common name to rarespecies-catalog

Browse files

Done at end of re-gen_rs_catalog notebook.

eol_realign/notebooks/re-gen_rs_catalog.ipynb CHANGED
@@ -1087,6 +1087,411 @@
1087
  "updated_catalog.to_csv(RS_FILEPATH + \"rarespecies-catalog.csv\", index = False)"
1088
  ]
1089
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1090
  {
1091
  "cell_type": "code",
1092
  "execution_count": null,
 
1087
  "updated_catalog.to_csv(RS_FILEPATH + \"rarespecies-catalog.csv\", index = False)"
1088
  ]
1089
  },
1090
+ {
1091
+ "cell_type": "markdown",
1092
+ "metadata": {},
1093
+ "source": [
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+ "## Add common name column\n",
1095
+ "\n",
1096
+ "Common names have now been requested, so we'll pull those in (from [`predicted-catalog.csv`](https://huggingface.co/datasets/imageomics/ToL-EDA/blob/main/data/predicted-catalog.csv), [v3.3](https://huggingface.co/datasets/imageomics/ToL-EDA/commit/5260e84802d2910eedc2a206e7be035cf28f64d4)).\n",
1097
+ "\n",
1098
+ "Updating [`rarespecies-catalog.csv`](https://huggingface.co/datasets/imageomics/ToL-EDA/blob/49400c376e62866be1c5038b673d2ebb002c0540/rare_species/data/rarespecies-catalog.csv)."
1099
+ ]
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+ },
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+ {
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+ "cell_type": "code",
1103
+ "execution_count": 5,
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+ "metadata": {},
1105
+ "outputs": [],
1106
+ "source": [
1107
+ "# pull our updated catalog back in\n",
1108
+ "updated_catalog = pd.read_csv(RS_FILEPATH + \"rarespecies-catalog.csv\",\n",
1109
+ " low_memory=False,\n",
1110
+ " dtype = {\"eol_content_id\": \"int64\", \"eol_page_id\": \"int64\"})"
1111
+ ]
1112
+ },
1113
+ {
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+ "cell_type": "code",
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+ "execution_count": 4,
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+ "metadata": {},
1117
+ "outputs": [],
1118
+ "source": [
1119
+ "pred_cat = pd.read_csv(\"../../data/predicted-catalog.csv\", low_memory=False)"
1120
+ ]
1121
+ },
1122
+ {
1123
+ "cell_type": "markdown",
1124
+ "metadata": {},
1125
+ "source": [
1126
+ "Reduce to just images sourced from EOL, cast content and page ids to `int64` for proper matching (will check there aren't different common name labels for some entries), then reduce to just Rare Species pages."
1127
+ ]
1128
+ },
1129
+ {
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+ "cell_type": "code",
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+ "execution_count": 7,
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+ "metadata": {},
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+ "outputs": [
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+ {
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+ "data": {
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+ "text/plain": [
1137
+ "eol_content_id 22580\n",
1138
+ "eol_page_id 400\n",
1139
+ "kingdom 1\n",
1140
+ "phylum 5\n",
1141
+ "class 15\n",
1142
+ "order 85\n",
1143
+ "family 202\n",
1144
+ "genus 316\n",
1145
+ "species 385\n",
1146
+ "common 398\n",
1147
+ "dtype: int64"
1148
+ ]
1149
+ },
1150
+ "execution_count": 7,
1151
+ "metadata": {},
1152
+ "output_type": "execute_result"
1153
+ }
1154
+ ],
1155
+ "source": [
1156
+ "eol_pred = pred_cat.loc[pred_cat[\"eol_content_id\"].notna()]\n",
1157
+ "eol_pred = eol_pred.astype({\"eol_content_id\": \"int64\", \"eol_page_id\": \"int64\"})\n",
1158
+ "rs_pred = eol_pred.loc[eol_pred[\"eol_page_id\"].isin(list(updated_catalog.eol_page_id.unique()))]\n",
1159
+ "\n",
1160
+ "cols_interest = list(updated_catalog.columns)[1:-1]\n",
1161
+ "cols_interest.append(\"common\")\n",
1162
+ "rs_pred[cols_interest].nunique()"
1163
+ ]
1164
+ },
1165
+ {
1166
+ "cell_type": "markdown",
1167
+ "metadata": {},
1168
+ "source": [
1169
+ "We don't seem to have unique common names for all of these entries. Let's find out what's duplicated."
1170
+ ]
1171
+ },
1172
+ {
1173
+ "cell_type": "code",
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+ "execution_count": 9,
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+ "metadata": {},
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+ "outputs": [
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+ {
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+ "name": "stderr",
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+ "output_type": "stream",
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+ "text": [
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+ "/var/folders/nv/f0fq1p1n1_3b11x579py_0q80000gq/T/ipykernel_63935/2578193768.py:1: SettingWithCopyWarning: \n",
1182
+ "A value is trying to be set on a copy of a slice from a DataFrame.\n",
1183
+ "Try using .loc[row_indexer,col_indexer] = value instead\n",
1184
+ "\n",
1185
+ "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
1186
+ " rs_pred[\"duplicate_page\"] = rs_pred.duplicated(\"eol_page_id\", keep = \"first\")\n"
1187
+ ]
1188
+ },
1189
+ {
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+ "data": {
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+ "text/html": [
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+ "<div>\n",
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+ "<style scoped>\n",
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+ " .dataframe tbody tr th:only-of-type {\n",
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+ " vertical-align: middle;\n",
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+ " }\n",
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+ "\n",
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+ " .dataframe tbody tr th {\n",
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+ " vertical-align: top;\n",
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+ " }\n",
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+ "\n",
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+ " .dataframe thead th {\n",
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+ " text-align: right;\n",
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+ " }\n",
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+ "</style>\n",
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+ "<table border=\"1\" class=\"dataframe\">\n",
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+ " <thead>\n",
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+ " <tr style=\"text-align: right;\">\n",
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+ " <th></th>\n",
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+ " <th>eol_content_id</th>\n",
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+ " <th>eol_page_id</th>\n",
1212
+ " <th>kingdom</th>\n",
1213
+ " <th>phylum</th>\n",
1214
+ " <th>class</th>\n",
1215
+ " <th>order</th>\n",
1216
+ " <th>family</th>\n",
1217
+ " <th>genus</th>\n",
1218
+ " <th>species</th>\n",
1219
+ " <th>common</th>\n",
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+ " <th>duplicate_common</th>\n",
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+ " </tr>\n",
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+ " </thead>\n",
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+ " <tbody>\n",
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+ " <tr>\n",
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+ " <th>53510</th>\n",
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+ " <td>14217127</td>\n",
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+ " <td>45276300</td>\n",
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+ " <td>Animalia</td>\n",
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+ " <td>Cnidaria</td>\n",
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+ " <td>Anthozoa</td>\n",
1231
+ " <td>Scleractinia</td>\n",
1232
+ " <td>Acroporidae</td>\n",
1233
+ " <td>Acropora</td>\n",
1234
+ " <td>millepora</td>\n",
1235
+ " <td>staghorn coral</td>\n",
1236
+ " <td>True</td>\n",
1237
+ " </tr>\n",
1238
+ " <tr>\n",
1239
+ " <th>95841</th>\n",
1240
+ " <td>28509006</td>\n",
1241
+ " <td>332461</td>\n",
1242
+ " <td>Animalia</td>\n",
1243
+ " <td>Chordata</td>\n",
1244
+ " <td>Amphibia</td>\n",
1245
+ " <td>Caudata</td>\n",
1246
+ " <td>Salamandridae</td>\n",
1247
+ " <td>Tylototriton</td>\n",
1248
+ " <td>verrucosus</td>\n",
1249
+ " <td>Yunnan Newt</td>\n",
1250
+ " <td>True</td>\n",
1251
+ " </tr>\n",
1252
+ " </tbody>\n",
1253
+ "</table>\n",
1254
+ "</div>"
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+ ],
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+ "text/plain": [
1257
+ " eol_content_id eol_page_id kingdom phylum class \\\n",
1258
+ "53510 14217127 45276300 Animalia Cnidaria Anthozoa \n",
1259
+ "95841 28509006 332461 Animalia Chordata Amphibia \n",
1260
+ "\n",
1261
+ " order family genus species common \\\n",
1262
+ "53510 Scleractinia Acroporidae Acropora millepora staghorn coral \n",
1263
+ "95841 Caudata Salamandridae Tylototriton verrucosus Yunnan Newt \n",
1264
+ "\n",
1265
+ " duplicate_common \n",
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+ "53510 True \n",
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+ "95841 True "
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+ ]
1269
+ },
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+ "execution_count": 9,
1271
+ "metadata": {},
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+ "output_type": "execute_result"
1273
+ }
1274
+ ],
1275
+ "source": [
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+ "rs_pred[\"duplicate_page\"] = rs_pred.duplicated(\"eol_page_id\", keep = \"first\")\n",
1277
+ "single_page = rs_pred.loc[~rs_pred[\"duplicate_page\"]]\n",
1278
+ "single_page = single_page[cols_interest]\n",
1279
+ "single_page[\"duplicate_common\"] = rs_pred.duplicated(\"common\", keep = \"first\")\n",
1280
+ "\n",
1281
+ "single_page.loc[single_page[\"duplicate_common\"]]"
1282
+ ]
1283
+ },
1284
+ {
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+ "cell_type": "code",
1286
+ "execution_count": 10,
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+ "metadata": {},
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+ "outputs": [
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+ {
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+ "data": {
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+ "text/plain": [
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+ "(400, 11)"
1293
+ ]
1294
+ },
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+ "execution_count": 10,
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+ "metadata": {},
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+ "output_type": "execute_result"
1298
+ }
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+ ],
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+ "source": [
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+ "single_page.shape"
1302
+ ]
1303
+ },
1304
+ {
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+ "cell_type": "code",
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+ "execution_count": 11,
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+ "metadata": {},
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+ "outputs": [
1309
+ {
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+ "data": {
1311
+ "text/html": [
1312
+ "<div>\n",
1313
+ "<style scoped>\n",
1314
+ " .dataframe tbody tr th:only-of-type {\n",
1315
+ " vertical-align: middle;\n",
1316
+ " }\n",
1317
+ "\n",
1318
+ " .dataframe tbody tr th {\n",
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+ " vertical-align: top;\n",
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+ " }\n",
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+ "\n",
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+ " .dataframe thead th {\n",
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+ " text-align: right;\n",
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+ " }\n",
1325
+ "</style>\n",
1326
+ "<table border=\"1\" class=\"dataframe\">\n",
1327
+ " <thead>\n",
1328
+ " <tr style=\"text-align: right;\">\n",
1329
+ " <th></th>\n",
1330
+ " <th>eol_content_id</th>\n",
1331
+ " <th>eol_page_id</th>\n",
1332
+ " <th>kingdom</th>\n",
1333
+ " <th>phylum</th>\n",
1334
+ " <th>class</th>\n",
1335
+ " <th>order</th>\n",
1336
+ " <th>family</th>\n",
1337
+ " <th>genus</th>\n",
1338
+ " <th>species</th>\n",
1339
+ " <th>common</th>\n",
1340
+ " <th>duplicate_common</th>\n",
1341
+ " </tr>\n",
1342
+ " </thead>\n",
1343
+ " <tbody>\n",
1344
+ " <tr>\n",
1345
+ " <th>5280</th>\n",
1346
+ " <td>28261341</td>\n",
1347
+ " <td>45276299</td>\n",
1348
+ " <td>Animalia</td>\n",
1349
+ " <td>Cnidaria</td>\n",
1350
+ " <td>Anthozoa</td>\n",
1351
+ " <td>Scleractinia</td>\n",
1352
+ " <td>Acroporidae</td>\n",
1353
+ " <td>Acropora</td>\n",
1354
+ " <td>acuminata</td>\n",
1355
+ " <td>staghorn coral</td>\n",
1356
+ " <td>False</td>\n",
1357
+ " </tr>\n",
1358
+ " <tr>\n",
1359
+ " <th>17074</th>\n",
1360
+ " <td>8777107</td>\n",
1361
+ " <td>331513</td>\n",
1362
+ " <td>Animalia</td>\n",
1363
+ " <td>Chordata</td>\n",
1364
+ " <td>Amphibia</td>\n",
1365
+ " <td>Caudata</td>\n",
1366
+ " <td>Salamandridae</td>\n",
1367
+ " <td>Tylototriton</td>\n",
1368
+ " <td>shanjing</td>\n",
1369
+ " <td>Yunnan Newt</td>\n",
1370
+ " <td>False</td>\n",
1371
+ " </tr>\n",
1372
+ " <tr>\n",
1373
+ " <th>53510</th>\n",
1374
+ " <td>14217127</td>\n",
1375
+ " <td>45276300</td>\n",
1376
+ " <td>Animalia</td>\n",
1377
+ " <td>Cnidaria</td>\n",
1378
+ " <td>Anthozoa</td>\n",
1379
+ " <td>Scleractinia</td>\n",
1380
+ " <td>Acroporidae</td>\n",
1381
+ " <td>Acropora</td>\n",
1382
+ " <td>millepora</td>\n",
1383
+ " <td>staghorn coral</td>\n",
1384
+ " <td>True</td>\n",
1385
+ " </tr>\n",
1386
+ " <tr>\n",
1387
+ " <th>95841</th>\n",
1388
+ " <td>28509006</td>\n",
1389
+ " <td>332461</td>\n",
1390
+ " <td>Animalia</td>\n",
1391
+ " <td>Chordata</td>\n",
1392
+ " <td>Amphibia</td>\n",
1393
+ " <td>Caudata</td>\n",
1394
+ " <td>Salamandridae</td>\n",
1395
+ " <td>Tylototriton</td>\n",
1396
+ " <td>verrucosus</td>\n",
1397
+ " <td>Yunnan Newt</td>\n",
1398
+ " <td>True</td>\n",
1399
+ " </tr>\n",
1400
+ " </tbody>\n",
1401
+ "</table>\n",
1402
+ "</div>"
1403
+ ],
1404
+ "text/plain": [
1405
+ " eol_content_id eol_page_id kingdom phylum class \\\n",
1406
+ "5280 28261341 45276299 Animalia Cnidaria Anthozoa \n",
1407
+ "17074 8777107 331513 Animalia Chordata Amphibia \n",
1408
+ "53510 14217127 45276300 Animalia Cnidaria Anthozoa \n",
1409
+ "95841 28509006 332461 Animalia Chordata Amphibia \n",
1410
+ "\n",
1411
+ " order family genus species common \\\n",
1412
+ "5280 Scleractinia Acroporidae Acropora acuminata staghorn coral \n",
1413
+ "17074 Caudata Salamandridae Tylototriton shanjing Yunnan Newt \n",
1414
+ "53510 Scleractinia Acroporidae Acropora millepora staghorn coral \n",
1415
+ "95841 Caudata Salamandridae Tylototriton verrucosus Yunnan Newt \n",
1416
+ "\n",
1417
+ " duplicate_common \n",
1418
+ "5280 False \n",
1419
+ "17074 False \n",
1420
+ "53510 True \n",
1421
+ "95841 True "
1422
+ ]
1423
+ },
1424
+ "execution_count": 11,
1425
+ "metadata": {},
1426
+ "output_type": "execute_result"
1427
+ }
1428
+ ],
1429
+ "source": [
1430
+ "duplicated_common_names = [\"staghorn coral\", \"Yunnan Newt\"]\n",
1431
+ "single_page.loc[single_page[\"common\"].isin(duplicated_common_names)]"
1432
+ ]
1433
+ },
1434
+ {
1435
+ "cell_type": "markdown",
1436
+ "metadata": {},
1437
+ "source": [
1438
+ "So we have two common names that are each used for two species (within the same genus). That's not terribly unusual, but good to know.\n",
1439
+ "\n",
1440
+ "### Add the Common Name Column"
1441
+ ]
1442
+ },
1443
+ {
1444
+ "cell_type": "code",
1445
+ "execution_count": 14,
1446
+ "metadata": {},
1447
+ "outputs": [
1448
+ {
1449
+ "data": {
1450
+ "text/plain": [
1451
+ "rarespecies_id 11983\n",
1452
+ "eol_content_id 11983\n",
1453
+ "eol_page_id 400\n",
1454
+ "kingdom 1\n",
1455
+ "phylum 5\n",
1456
+ "class 15\n",
1457
+ "order 85\n",
1458
+ "family 202\n",
1459
+ "genus 316\n",
1460
+ "species 385\n",
1461
+ "sciName 400\n",
1462
+ "common 398\n",
1463
+ "dtype: int64"
1464
+ ]
1465
+ },
1466
+ "execution_count": 14,
1467
+ "metadata": {},
1468
+ "output_type": "execute_result"
1469
+ }
1470
+ ],
1471
+ "source": [
1472
+ "def get_common_name(page_id):\n",
1473
+ " return single_page.loc[single_page[\"eol_page_id\"] == page_id, \"common\"].values[0]\n",
1474
+ "\n",
1475
+ "updated_catalog[\"common\"] = updated_catalog[\"eol_page_id\"].apply(get_common_name)\n",
1476
+ "updated_catalog.nunique()"
1477
+ ]
1478
+ },
1479
+ {
1480
+ "cell_type": "markdown",
1481
+ "metadata": {},
1482
+ "source": [
1483
+ "### Save Updated Version with Common Names"
1484
+ ]
1485
+ },
1486
+ {
1487
+ "cell_type": "code",
1488
+ "execution_count": 15,
1489
+ "metadata": {},
1490
+ "outputs": [],
1491
+ "source": [
1492
+ "updated_catalog.to_csv(RS_FILEPATH + \"rarespecies-catalog.csv\", index = False)"
1493
+ ]
1494
+ },
1495
  {
1496
  "cell_type": "code",
1497
  "execution_count": null,
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