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kapadia/l8-duplicates.ipynb

Created May 23, 2016 21:49
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Examine duplicate L8 scenes
Display the source blob
Display the rendered blob
Raw
l8-duplicates.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import os\n",
"import pandas as pd\n",
"from usgs import api"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"SCENE_LIST_URL = \"http://landsat-pds.s3.amazonaws.com/scene_list.gz\""
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"df = pd.read_csv(SCENE_LIST_URL, compression='gzip')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>entityId</th>\n",
" <th>acquisitionDate</th>\n",
" <th>cloudCover</th>\n",
" <th>processingLevel</th>\n",
" <th>path</th>\n",
" <th>row</th>\n",
" <th>min_lat</th>\n",
" <th>min_lon</th>\n",
" <th>max_lat</th>\n",
" <th>max_lon</th>\n",
" <th>download_url</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>LC80101172015002LGN00</td>\n",
" <td>2015-01-02 15:49:05.571384</td>\n",
" <td>80.81</td>\n",
" <td>L1GT</td>\n",
" <td>10</td>\n",
" <td>117</td>\n",
" <td>-79.09923</td>\n",
" <td>-139.66082</td>\n",
" <td>-77.75440</td>\n",
" <td>-125.09297</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>LC80260392015002LGN00</td>\n",
" <td>2015-01-02 16:56:51.399666</td>\n",
" <td>90.84</td>\n",
" <td>L1GT</td>\n",
" <td>26</td>\n",
" <td>39</td>\n",
" <td>29.23106</td>\n",
" <td>-97.48576</td>\n",
" <td>31.36421</td>\n",
" <td>-95.16029</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>LC82270742015002LGN00</td>\n",
" <td>2015-01-02 13:53:02.047000</td>\n",
" <td>83.44</td>\n",
" <td>L1GT</td>\n",
" <td>227</td>\n",
" <td>74</td>\n",
" <td>-21.28598</td>\n",
" <td>-59.27736</td>\n",
" <td>-19.17398</td>\n",
" <td>-57.07423</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>LC82270732015002LGN00</td>\n",
" <td>2015-01-02 13:52:38.110317</td>\n",
" <td>52.29</td>\n",
" <td>L1T</td>\n",
" <td>227</td>\n",
" <td>73</td>\n",
" <td>-19.84365</td>\n",
" <td>-58.93258</td>\n",
" <td>-17.73324</td>\n",
" <td>-56.74692</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>LC82270622015002LGN00</td>\n",
" <td>2015-01-02 13:48:14.888002</td>\n",
" <td>38.85</td>\n",
" <td>L1T</td>\n",
" <td>227</td>\n",
" <td>62</td>\n",
" <td>-3.95294</td>\n",
" <td>-55.38896</td>\n",
" <td>-1.84491</td>\n",
" <td>-53.32906</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>LC82111152015002LGN00</td>\n",
" <td>2015-01-02 12:30:31.546373</td>\n",
" <td>22.93</td>\n",
" <td>L1GT</td>\n",
" <td>211</td>\n",
" <td>115</td>\n",
" <td>-78.54179</td>\n",
" <td>-79.36148</td>\n",
" <td>-75.51003</td>\n",
" <td>-69.81645</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>LC81791202015002LGN00</td>\n",
" <td>2015-01-02 09:14:45.379039</td>\n",
" <td>7.67</td>\n",
" <td>L1GT</td>\n",
" <td>179</td>\n",
" <td>120</td>\n",
" <td>-82.84799</td>\n",
" <td>-65.43056</td>\n",
" <td>-79.86348</td>\n",
" <td>-54.33202</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>LC82111112015002LGN00</td>\n",
" <td>2015-01-02 12:28:55.652837</td>\n",
" <td>43.43</td>\n",
" <td>L1GT</td>\n",
" <td>211</td>\n",
" <td>111</td>\n",
" <td>-73.85499</td>\n",
" <td>-65.85500</td>\n",
" <td>-70.55727</td>\n",
" <td>-59.24916</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>LC81950292015002LGN00</td>\n",
" <td>2015-01-02 10:17:20.151732</td>\n",
" <td>21.02</td>\n",
" <td>L1T</td>\n",
" <td>195</td>\n",
" <td>29</td>\n",
" <td>43.48235</td>\n",
" <td>5.34729</td>\n",
" <td>45.65222</td>\n",
" <td>8.42201</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>LC81790452015002LGN00</td>\n",
" <td>2015-01-02 08:44:49.353937</td>\n",
" <td>1.92</td>\n",
" <td>L1T</td>\n",
" <td>179</td>\n",
" <td>45</td>\n",
" <td>20.58917</td>\n",
" <td>24.04269</td>\n",
" <td>22.71410</td>\n",
" <td>26.29556</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>LC81951112015002LGN00</td>\n",
" <td>2015-01-02 10:50:02.675937</td>\n",
" <td>81.56</td>\n",
" <td>L1GT</td>\n",
" <td>195</td>\n",
" <td>111</td>\n",
" <td>-73.58112</td>\n",
" <td>-40.43035</td>\n",
" <td>-70.84152</td>\n",
" <td>-35.08926</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>LC81950372015002LGN00</td>\n",
" <td>2015-01-02 10:20:31.256201</td>\n",
" <td>0.00</td>\n",
" <td>L1T</td>\n",
" <td>195</td>\n",
" <td>37</td>\n",
" <td>32.10532</td>\n",
" <td>2.12162</td>\n",
" <td>34.22813</td>\n",
" <td>4.57813</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>LC81790442015002LGN00</td>\n",
" <td>2015-01-02 08:44:25.453271</td>\n",
" <td>0.00</td>\n",
" <td>L1T</td>\n",
" <td>179</td>\n",
" <td>44</td>\n",
" <td>22.03264</td>\n",
" <td>24.37336</td>\n",
" <td>24.15507</td>\n",
" <td>26.64335</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>LC81790412015002LGN00</td>\n",
" <td>2015-01-02 08:43:13.762845</td>\n",
" <td>38.22</td>\n",
" <td>L1T</td>\n",
" <td>179</td>\n",
" <td>41</td>\n",
" <td>26.36084</td>\n",
" <td>25.39824</td>\n",
" <td>28.47800</td>\n",
" <td>27.73171</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>LC81951122015002LGN00</td>\n",
" <td>2015-01-02 10:50:26.649224</td>\n",
" <td>54.90</td>\n",
" <td>L1GT</td>\n",
" <td>195</td>\n",
" <td>112</td>\n",
" <td>-74.85997</td>\n",
" <td>-43.25487</td>\n",
" <td>-72.09281</td>\n",
" <td>-37.69910</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>LC81790402015002LGN00</td>\n",
" <td>2015-01-02 08:42:49.867965</td>\n",
" <td>28.34</td>\n",
" <td>L1T</td>\n",
" <td>179</td>\n",
" <td>40</td>\n",
" <td>27.80228</td>\n",
" <td>25.75171</td>\n",
" <td>29.91661</td>\n",
" <td>28.10655</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>LC81630432015002LGN00</td>\n",
" <td>2015-01-02 07:05:08.476746</td>\n",
" <td>1.57</td>\n",
" <td>L1T</td>\n",
" <td>163</td>\n",
" <td>43</td>\n",
" <td>23.48459</td>\n",
" <td>49.44158</td>\n",
" <td>25.59993</td>\n",
" <td>51.71198</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>LC81630422015002LGN00</td>\n",
" <td>2015-01-02 07:04:44.581309</td>\n",
" <td>2.49</td>\n",
" <td>L1T</td>\n",
" <td>163</td>\n",
" <td>42</td>\n",
" <td>24.92613</td>\n",
" <td>49.78208</td>\n",
" <td>27.03865</td>\n",
" <td>52.07355</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>LC81630402015002LGN00</td>\n",
" <td>2015-01-02 07:03:56.790435</td>\n",
" <td>1.13</td>\n",
" <td>L1T</td>\n",
" <td>163</td>\n",
" <td>40</td>\n",
" <td>27.80117</td>\n",
" <td>50.48512</td>\n",
" <td>29.91881</td>\n",
" <td>52.81603</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>LC80900752015002LGN00</td>\n",
" <td>2015-01-02 23:46:44.452772</td>\n",
" <td>7.18</td>\n",
" <td>L1GT</td>\n",
" <td>90</td>\n",
" <td>75</td>\n",
" <td>-22.72508</td>\n",
" <td>152.04860</td>\n",
" <td>-20.61662</td>\n",
" <td>154.28924</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>LC80900672015002LGN00</td>\n",
" <td>2015-01-02 23:43:32.987562</td>\n",
" <td>90.65</td>\n",
" <td>L1GT</td>\n",
" <td>90</td>\n",
" <td>67</td>\n",
" <td>-11.19239</td>\n",
" <td>154.70963</td>\n",
" <td>-9.07422</td>\n",
" <td>156.82316</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>LC80420272015002LGN00</td>\n",
" <td>2015-01-02 18:30:57.888272</td>\n",
" <td>97.91</td>\n",
" <td>L1GT</td>\n",
" <td>42</td>\n",
" <td>27</td>\n",
" <td>46.35300</td>\n",
" <td>-117.19365</td>\n",
" <td>48.51805</td>\n",
" <td>-114.15611</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>LC80420202015002LGN00</td>\n",
" <td>2015-01-02 18:28:10.730756</td>\n",
" <td>0.69</td>\n",
" <td>L1T</td>\n",
" <td>42</td>\n",
" <td>20</td>\n",
" <td>56.18933</td>\n",
" <td>-113.09188</td>\n",
" <td>58.38701</td>\n",
" <td>-109.07435</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>LC80420242015002LGN00</td>\n",
" <td>2015-01-02 18:29:46.251674</td>\n",
" <td>68.92</td>\n",
" <td>L1GT</td>\n",
" <td>42</td>\n",
" <td>24</td>\n",
" <td>50.52979</td>\n",
" <td>-115.74513</td>\n",
" <td>52.73448</td>\n",
" <td>-112.08831</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>LC80420212015002LGN00</td>\n",
" <td>2015-01-02 18:28:34.606894</td>\n",
" <td>10.22</td>\n",
" <td>L1T</td>\n",
" <td>42</td>\n",
" <td>21</td>\n",
" <td>54.77946</td>\n",
" <td>-113.81709</td>\n",
" <td>56.97919</td>\n",
" <td>-109.89233</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>LC80260362015002LGN00</td>\n",
" <td>2015-01-02 16:55:39.732713</td>\n",
" <td>82.26</td>\n",
" <td>L1GT</td>\n",
" <td>26</td>\n",
" <td>36</td>\n",
" <td>33.50391</td>\n",
" <td>-96.44486</td>\n",
" <td>35.65092</td>\n",
" <td>-93.83911</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>LC80260332015002LGN00</td>\n",
" <td>2015-01-02 16:54:28.065759</td>\n",
" <td>92.73</td>\n",
" <td>L1T</td>\n",
" <td>26</td>\n",
" <td>33</td>\n",
" <td>37.81397</td>\n",
" <td>-95.23940</td>\n",
" <td>39.95082</td>\n",
" <td>-92.52157</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>LC80101202015002LGN00</td>\n",
" <td>2015-01-02 15:50:17.525166</td>\n",
" <td>57.87</td>\n",
" <td>L1GT</td>\n",
" <td>10</td>\n",
" <td>120</td>\n",
" <td>-81.73380</td>\n",
" <td>-162.84049</td>\n",
" <td>-80.06539</td>\n",
" <td>-145.85950</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>LC80260412015002LGN00</td>\n",
" <td>2015-01-02 16:57:39.190160</td>\n",
" <td>89.78</td>\n",
" <td>L1GT</td>\n",
" <td>26</td>\n",
" <td>41</td>\n",
" <td>26.36058</td>\n",
" <td>-98.18693</td>\n",
" <td>28.48491</td>\n",
" <td>-95.91482</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>LC82270612015002LGN00</td>\n",
" <td>2015-01-02 13:47:50.967558</td>\n",
" <td>44.44</td>\n",
" <td>L1T</td>\n",
" <td>227</td>\n",
" <td>61</td>\n",
" <td>-2.50648</td>\n",
" <td>-55.07715</td>\n",
" <td>-0.39876</td>\n",
" <td>-53.02729</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>497692</th>\n",
" <td>LC81600232016144LGN00</td>\n",
" <td>2016-05-23 06:38:13.250847</td>\n",
" <td>60.84</td>\n",
" <td>L1T</td>\n",
" <td>160</td>\n",
" <td>23</td>\n",
" <td>51.98894</td>\n",
" <td>62.70274</td>\n",
" <td>54.18279</td>\n",
" <td>66.15180</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>497693</th>\n",
" <td>LC81600242016144LGN00</td>\n",
" <td>2016-05-23 06:38:37.129177</td>\n",
" <td>24.61</td>\n",
" <td>L1T</td>\n",
" <td>160</td>\n",
" <td>24</td>\n",
" <td>50.58873</td>\n",
" <td>62.08559</td>\n",
" <td>52.76391</td>\n",
" <td>65.46808</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>497694</th>\n",
" <td>LC81600252016144LGN00</td>\n",
" <td>2016-05-23 06:39:01.015978</td>\n",
" <td>14.64</td>\n",
" <td>L1T</td>\n",
" <td>160</td>\n",
" <td>25</td>\n",
" <td>49.18400</td>\n",
" <td>61.50236</td>\n",
" <td>51.34719</td>\n",
" <td>64.81691</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>497695</th>\n",
" <td>LC81600262016144LGN00</td>\n",
" <td>2016-05-23 06:39:24.898544</td>\n",
" <td>24.00</td>\n",
" <td>L1T</td>\n",
" <td>160</td>\n",
" <td>26</td>\n",
" <td>47.76455</td>\n",
" <td>60.94918</td>\n",
" <td>49.92493</td>\n",
" <td>64.19863</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>497696</th>\n",
" <td>LC81600282016144LGN00</td>\n",
" <td>2016-05-23 06:40:12.676383</td>\n",
" <td>5.46</td>\n",
" <td>L1T</td>\n",
" <td>160</td>\n",
" <td>28</td>\n",
" <td>44.91048</td>\n",
" <td>59.91089</td>\n",
" <td>47.07833</td>\n",
" <td>63.03930</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>497697</th>\n",
" <td>LC81600332016144LGN00</td>\n",
" <td>2016-05-23 06:42:12.114627</td>\n",
" <td>2.09</td>\n",
" <td>L1T</td>\n",
" <td>160</td>\n",
" <td>33</td>\n",
" <td>37.82097</td>\n",
" <td>57.76856</td>\n",
" <td>39.96435</td>\n",
" <td>60.36844</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>497698</th>\n",
" <td>LC81600342016144LGN00</td>\n",
" <td>2016-05-23 06:42:36.005664</td>\n",
" <td>12.69</td>\n",
" <td>L1T</td>\n",
" <td>160</td>\n",
" <td>34</td>\n",
" <td>36.39485</td>\n",
" <td>57.36592</td>\n",
" <td>38.53370</td>\n",
" <td>59.91790</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>497699</th>\n",
" <td>LC81600352016144LGN00</td>\n",
" <td>2016-05-23 06:42:59.896702</td>\n",
" <td>3.35</td>\n",
" <td>L1T</td>\n",
" <td>160</td>\n",
" <td>35</td>\n",
" <td>34.96612</td>\n",
" <td>56.97074</td>\n",
" <td>37.09850</td>\n",
" <td>59.48195</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>497700</th>\n",
" <td>LC81600372016144LGN00</td>\n",
" <td>2016-05-23 06:43:47.683013</td>\n",
" <td>0.05</td>\n",
" <td>L1T</td>\n",
" <td>160</td>\n",
" <td>37</td>\n",
" <td>32.10447</td>\n",
" <td>56.19002</td>\n",
" <td>34.22860</td>\n",
" <td>58.64487</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>497701</th>\n",
" <td>LC81600392016144LGN00</td>\n",
" <td>2016-05-23 06:44:35.469324</td>\n",
" <td>0.03</td>\n",
" <td>L1T</td>\n",
" <td>160</td>\n",
" <td>39</td>\n",
" <td>29.23428</td>\n",
" <td>55.44614</td>\n",
" <td>31.35330</td>\n",
" <td>57.85001</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>497702</th>\n",
" <td>LC81600402016144LGN00</td>\n",
" <td>2016-05-23 06:44:59.364598</td>\n",
" <td>0.27</td>\n",
" <td>L1T</td>\n",
" <td>160</td>\n",
" <td>40</td>\n",
" <td>27.79226</td>\n",
" <td>55.08680</td>\n",
" <td>29.91405</td>\n",
" <td>57.46396</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>497703</th>\n",
" <td>LC81600412016144LGN00</td>\n",
" <td>2016-05-23 06:45:23.259871</td>\n",
" <td>1.02</td>\n",
" <td>L1T</td>\n",
" <td>160</td>\n",
" <td>41</td>\n",
" <td>26.35215</td>\n",
" <td>54.73041</td>\n",
" <td>28.47391</td>\n",
" <td>57.08520</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>497704</th>\n",
" <td>LC81600432016144LGN00</td>\n",
" <td>2016-05-23 06:46:11.054654</td>\n",
" <td>1.34</td>\n",
" <td>L1T</td>\n",
" <td>160</td>\n",
" <td>43</td>\n",
" <td>23.46774</td>\n",
" <td>54.04421</td>\n",
" <td>25.59460</td>\n",
" <td>56.35166</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>497705</th>\n",
" <td>LC81600442016144LGN00</td>\n",
" <td>2016-05-23 06:46:34.954164</td>\n",
" <td>0.06</td>\n",
" <td>L1T</td>\n",
" <td>160</td>\n",
" <td>44</td>\n",
" <td>22.02637</td>\n",
" <td>53.70662</td>\n",
" <td>24.15296</td>\n",
" <td>55.99500</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>497706</th>\n",
" <td>LC81600452016144LGN00</td>\n",
" <td>2016-05-23 06:46:58.857909</td>\n",
" <td>0.00</td>\n",
" <td>L1T</td>\n",
" <td>160</td>\n",
" <td>45</td>\n",
" <td>20.58224</td>\n",
" <td>53.37458</td>\n",
" <td>22.71116</td>\n",
" <td>55.64493</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>497707</th>\n",
" <td>LC81600462016144LGN00</td>\n",
" <td>2016-05-23 06:47:22.761655</td>\n",
" <td>0.00</td>\n",
" <td>L1T</td>\n",
" <td>160</td>\n",
" <td>46</td>\n",
" <td>19.14089</td>\n",
" <td>53.04729</td>\n",
" <td>21.26937</td>\n",
" <td>55.29770</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>497708</th>\n",
" <td>LC81600472016144LGN00</td>\n",
" <td>2016-05-23 06:47:46.661165</td>\n",
" <td>0.00</td>\n",
" <td>L1T</td>\n",
" <td>160</td>\n",
" <td>47</td>\n",
" <td>17.72012</td>\n",
" <td>52.76658</td>\n",
" <td>19.84029</td>\n",
" <td>54.89461</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>497709</th>\n",
" <td>LC81600482016144LGN00</td>\n",
" <td>2016-05-23 06:48:10.569146</td>\n",
" <td>1.68</td>\n",
" <td>L1T</td>\n",
" <td>160</td>\n",
" <td>48</td>\n",
" <td>16.27793</td>\n",
" <td>52.44704</td>\n",
" <td>18.39581</td>\n",
" <td>54.56218</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>497710</th>\n",
" <td>LC81600492016144LGN00</td>\n",
" <td>2016-05-23 06:48:34.472892</td>\n",
" <td>9.86</td>\n",
" <td>L1T</td>\n",
" <td>160</td>\n",
" <td>49</td>\n",
" <td>14.83686</td>\n",
" <td>52.13027</td>\n",
" <td>16.95292</td>\n",
" <td>54.23397</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>497711</th>\n",
" <td>LC81600502016144LGN00</td>\n",
" <td>2016-05-23 06:48:58.376637</td>\n",
" <td>15.24</td>\n",
" <td>L1GT</td>\n",
" <td>160</td>\n",
" <td>50</td>\n",
" <td>13.39435</td>\n",
" <td>51.81560</td>\n",
" <td>15.50634</td>\n",
" <td>53.90926</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>497712</th>\n",
" <td>LC81600512016144LGN00</td>\n",
" <td>2016-05-23 06:49:22.288855</td>\n",
" <td>2.42</td>\n",
" <td>L1T</td>\n",
" <td>160</td>\n",
" <td>51</td>\n",
" <td>11.95054</td>\n",
" <td>51.50241</td>\n",
" <td>14.06162</td>\n",
" <td>53.58463</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>497713</th>\n",
" <td>LC81600522016144LGN00</td>\n",
" <td>2016-05-23 06:49:46.196836</td>\n",
" <td>1.05</td>\n",
" <td>L1T</td>\n",
" <td>160</td>\n",
" <td>52</td>\n",
" <td>10.50824</td>\n",
" <td>51.19010</td>\n",
" <td>12.61619</td>\n",
" <td>53.26501</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>497714</th>\n",
" <td>LC81600532016144LGN00</td>\n",
" <td>2016-05-23 06:50:10.104818</td>\n",
" <td>0.54</td>\n",
" <td>L1T</td>\n",
" <td>160</td>\n",
" <td>53</td>\n",
" <td>9.06217</td>\n",
" <td>50.88002</td>\n",
" <td>11.17019</td>\n",
" <td>52.94968</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>497715</th>\n",
" <td>LC81600672016144LGN00</td>\n",
" <td>2016-05-23 06:55:45.002942</td>\n",
" <td>10.35</td>\n",
" <td>L1GT</td>\n",
" <td>160</td>\n",
" <td>67</td>\n",
" <td>-11.19067</td>\n",
" <td>46.52952</td>\n",
" <td>-9.07502</td>\n",
" <td>48.64490</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>497716</th>\n",
" <td>LC81600682016144LGN00</td>\n",
" <td>2016-05-23 06:56:08.936340</td>\n",
" <td>1.11</td>\n",
" <td>L1GT</td>\n",
" <td>160</td>\n",
" <td>68</td>\n",
" <td>-12.63518</td>\n",
" <td>46.20997</td>\n",
" <td>-10.51944</td>\n",
" <td>48.33606</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>497717</th>\n",
" <td>LC81600692016144LGN00</td>\n",
" <td>2016-05-23 06:56:32.869737</td>\n",
" <td>1.56</td>\n",
" <td>L1GT</td>\n",
" <td>160</td>\n",
" <td>69</td>\n",
" <td>-14.07948</td>\n",
" <td>45.88815</td>\n",
" <td>-11.96374</td>\n",
" <td>48.02575</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>497718</th>\n",
" <td>LC81600762016144LGN00</td>\n",
" <td>2016-05-23 06:59:20.445880</td>\n",
" <td>0.01</td>\n",
" <td>L1T</td>\n",
" <td>160</td>\n",
" <td>76</td>\n",
" <td>-24.16763</td>\n",
" <td>43.50676</td>\n",
" <td>-22.05459</td>\n",
" <td>45.76885</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>497719</th>\n",
" <td>LC81600782016144LGN00</td>\n",
" <td>2016-05-23 07:00:08.342327</td>\n",
" <td>35.25</td>\n",
" <td>L1GT</td>\n",
" <td>160</td>\n",
" <td>78</td>\n",
" <td>-27.04931</td>\n",
" <td>42.77223</td>\n",
" <td>-24.93382</td>\n",
" <td>45.08873</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>497720</th>\n",
" <td>LC81600922016144LGN00</td>\n",
" <td>2016-05-23 07:05:43.761480</td>\n",
" <td>46.91</td>\n",
" <td>L1GT</td>\n",
" <td>160</td>\n",
" <td>92</td>\n",
" <td>-47.09986</td>\n",
" <td>36.42497</td>\n",
" <td>-44.94385</td>\n",
" <td>39.53503</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>497721</th>\n",
" <td>LC81600932016144LGN00</td>\n",
" <td>2016-05-23 07:06:07.733001</td>\n",
" <td>29.71</td>\n",
" <td>L1GT</td>\n",
" <td>160</td>\n",
" <td>93</td>\n",
" <td>-48.52361</td>\n",
" <td>35.83475</td>\n",
" <td>-46.35874</td>\n",
" <td>39.02167</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>497722 rows × 11 columns</p>\n",
"</div>"
],
"text/plain": [
" entityId acquisitionDate cloudCover \\\n",
"0 LC80101172015002LGN00 2015-01-02 15:49:05.571384 80.81 \n",
"1 LC80260392015002LGN00 2015-01-02 16:56:51.399666 90.84 \n",
"2 LC82270742015002LGN00 2015-01-02 13:53:02.047000 83.44 \n",
"3 LC82270732015002LGN00 2015-01-02 13:52:38.110317 52.29 \n",
"4 LC82270622015002LGN00 2015-01-02 13:48:14.888002 38.85 \n",
"5 LC82111152015002LGN00 2015-01-02 12:30:31.546373 22.93 \n",
"6 LC81791202015002LGN00 2015-01-02 09:14:45.379039 7.67 \n",
"7 LC82111112015002LGN00 2015-01-02 12:28:55.652837 43.43 \n",
"8 LC81950292015002LGN00 2015-01-02 10:17:20.151732 21.02 \n",
"9 LC81790452015002LGN00 2015-01-02 08:44:49.353937 1.92 \n",
"10 LC81951112015002LGN00 2015-01-02 10:50:02.675937 81.56 \n",
"11 LC81950372015002LGN00 2015-01-02 10:20:31.256201 0.00 \n",
"12 LC81790442015002LGN00 2015-01-02 08:44:25.453271 0.00 \n",
"13 LC81790412015002LGN00 2015-01-02 08:43:13.762845 38.22 \n",
"14 LC81951122015002LGN00 2015-01-02 10:50:26.649224 54.90 \n",
"15 LC81790402015002LGN00 2015-01-02 08:42:49.867965 28.34 \n",
"16 LC81630432015002LGN00 2015-01-02 07:05:08.476746 1.57 \n",
"17 LC81630422015002LGN00 2015-01-02 07:04:44.581309 2.49 \n",
"18 LC81630402015002LGN00 2015-01-02 07:03:56.790435 1.13 \n",
"19 LC80900752015002LGN00 2015-01-02 23:46:44.452772 7.18 \n",
"20 LC80900672015002LGN00 2015-01-02 23:43:32.987562 90.65 \n",
"21 LC80420272015002LGN00 2015-01-02 18:30:57.888272 97.91 \n",
"22 LC80420202015002LGN00 2015-01-02 18:28:10.730756 0.69 \n",
"23 LC80420242015002LGN00 2015-01-02 18:29:46.251674 68.92 \n",
"24 LC80420212015002LGN00 2015-01-02 18:28:34.606894 10.22 \n",
"25 LC80260362015002LGN00 2015-01-02 16:55:39.732713 82.26 \n",
"26 LC80260332015002LGN00 2015-01-02 16:54:28.065759 92.73 \n",
"27 LC80101202015002LGN00 2015-01-02 15:50:17.525166 57.87 \n",
"28 LC80260412015002LGN00 2015-01-02 16:57:39.190160 89.78 \n",
"29 LC82270612015002LGN00 2015-01-02 13:47:50.967558 44.44 \n",
"... ... ... ... \n",
"497692 LC81600232016144LGN00 2016-05-23 06:38:13.250847 60.84 \n",
"497693 LC81600242016144LGN00 2016-05-23 06:38:37.129177 24.61 \n",
"497694 LC81600252016144LGN00 2016-05-23 06:39:01.015978 14.64 \n",
"497695 LC81600262016144LGN00 2016-05-23 06:39:24.898544 24.00 \n",
"497696 LC81600282016144LGN00 2016-05-23 06:40:12.676383 5.46 \n",
"497697 LC81600332016144LGN00 2016-05-23 06:42:12.114627 2.09 \n",
"497698 LC81600342016144LGN00 2016-05-23 06:42:36.005664 12.69 \n",
"497699 LC81600352016144LGN00 2016-05-23 06:42:59.896702 3.35 \n",
"497700 LC81600372016144LGN00 2016-05-23 06:43:47.683013 0.05 \n",
"497701 LC81600392016144LGN00 2016-05-23 06:44:35.469324 0.03 \n",
"497702 LC81600402016144LGN00 2016-05-23 06:44:59.364598 0.27 \n",
"497703 LC81600412016144LGN00 2016-05-23 06:45:23.259871 1.02 \n",
"497704 LC81600432016144LGN00 2016-05-23 06:46:11.054654 1.34 \n",
"497705 LC81600442016144LGN00 2016-05-23 06:46:34.954164 0.06 \n",
"497706 LC81600452016144LGN00 2016-05-23 06:46:58.857909 0.00 \n",
"497707 LC81600462016144LGN00 2016-05-23 06:47:22.761655 0.00 \n",
"497708 LC81600472016144LGN00 2016-05-23 06:47:46.661165 0.00 \n",
"497709 LC81600482016144LGN00 2016-05-23 06:48:10.569146 1.68 \n",
"497710 LC81600492016144LGN00 2016-05-23 06:48:34.472892 9.86 \n",
"497711 LC81600502016144LGN00 2016-05-23 06:48:58.376637 15.24 \n",
"497712 LC81600512016144LGN00 2016-05-23 06:49:22.288855 2.42 \n",
"497713 LC81600522016144LGN00 2016-05-23 06:49:46.196836 1.05 \n",
"497714 LC81600532016144LGN00 2016-05-23 06:50:10.104818 0.54 \n",
"497715 LC81600672016144LGN00 2016-05-23 06:55:45.002942 10.35 \n",
"497716 LC81600682016144LGN00 2016-05-23 06:56:08.936340 1.11 \n",
"497717 LC81600692016144LGN00 2016-05-23 06:56:32.869737 1.56 \n",
"497718 LC81600762016144LGN00 2016-05-23 06:59:20.445880 0.01 \n",
"497719 LC81600782016144LGN00 2016-05-23 07:00:08.342327 35.25 \n",
"497720 LC81600922016144LGN00 2016-05-23 07:05:43.761480 46.91 \n",
"497721 LC81600932016144LGN00 2016-05-23 07:06:07.733001 29.71 \n",
"\n",
" processingLevel path row min_lat min_lon max_lat max_lon \\\n",
"0 L1GT 10 117 -79.09923 -139.66082 -77.75440 -125.09297 \n",
"1 L1GT 26 39 29.23106 -97.48576 31.36421 -95.16029 \n",
"2 L1GT 227 74 -21.28598 -59.27736 -19.17398 -57.07423 \n",
"3 L1T 227 73 -19.84365 -58.93258 -17.73324 -56.74692 \n",
"4 L1T 227 62 -3.95294 -55.38896 -1.84491 -53.32906 \n",
"5 L1GT 211 115 -78.54179 -79.36148 -75.51003 -69.81645 \n",
"6 L1GT 179 120 -82.84799 -65.43056 -79.86348 -54.33202 \n",
"7 L1GT 211 111 -73.85499 -65.85500 -70.55727 -59.24916 \n",
"8 L1T 195 29 43.48235 5.34729 45.65222 8.42201 \n",
"9 L1T 179 45 20.58917 24.04269 22.71410 26.29556 \n",
"10 L1GT 195 111 -73.58112 -40.43035 -70.84152 -35.08926 \n",
"11 L1T 195 37 32.10532 2.12162 34.22813 4.57813 \n",
"12 L1T 179 44 22.03264 24.37336 24.15507 26.64335 \n",
"13 L1T 179 41 26.36084 25.39824 28.47800 27.73171 \n",
"14 L1GT 195 112 -74.85997 -43.25487 -72.09281 -37.69910 \n",
"15 L1T 179 40 27.80228 25.75171 29.91661 28.10655 \n",
"16 L1T 163 43 23.48459 49.44158 25.59993 51.71198 \n",
"17 L1T 163 42 24.92613 49.78208 27.03865 52.07355 \n",
"18 L1T 163 40 27.80117 50.48512 29.91881 52.81603 \n",
"19 L1GT 90 75 -22.72508 152.04860 -20.61662 154.28924 \n",
"20 L1GT 90 67 -11.19239 154.70963 -9.07422 156.82316 \n",
"21 L1GT 42 27 46.35300 -117.19365 48.51805 -114.15611 \n",
"22 L1T 42 20 56.18933 -113.09188 58.38701 -109.07435 \n",
"23 L1GT 42 24 50.52979 -115.74513 52.73448 -112.08831 \n",
"24 L1T 42 21 54.77946 -113.81709 56.97919 -109.89233 \n",
"25 L1GT 26 36 33.50391 -96.44486 35.65092 -93.83911 \n",
"26 L1T 26 33 37.81397 -95.23940 39.95082 -92.52157 \n",
"27 L1GT 10 120 -81.73380 -162.84049 -80.06539 -145.85950 \n",
"28 L1GT 26 41 26.36058 -98.18693 28.48491 -95.91482 \n",
"29 L1T 227 61 -2.50648 -55.07715 -0.39876 -53.02729 \n",
"... ... ... ... ... ... ... ... \n",
"497692 L1T 160 23 51.98894 62.70274 54.18279 66.15180 \n",
"497693 L1T 160 24 50.58873 62.08559 52.76391 65.46808 \n",
"497694 L1T 160 25 49.18400 61.50236 51.34719 64.81691 \n",
"497695 L1T 160 26 47.76455 60.94918 49.92493 64.19863 \n",
"497696 L1T 160 28 44.91048 59.91089 47.07833 63.03930 \n",
"497697 L1T 160 33 37.82097 57.76856 39.96435 60.36844 \n",
"497698 L1T 160 34 36.39485 57.36592 38.53370 59.91790 \n",
"497699 L1T 160 35 34.96612 56.97074 37.09850 59.48195 \n",
"497700 L1T 160 37 32.10447 56.19002 34.22860 58.64487 \n",
"497701 L1T 160 39 29.23428 55.44614 31.35330 57.85001 \n",
"497702 L1T 160 40 27.79226 55.08680 29.91405 57.46396 \n",
"497703 L1T 160 41 26.35215 54.73041 28.47391 57.08520 \n",
"497704 L1T 160 43 23.46774 54.04421 25.59460 56.35166 \n",
"497705 L1T 160 44 22.02637 53.70662 24.15296 55.99500 \n",
"497706 L1T 160 45 20.58224 53.37458 22.71116 55.64493 \n",
"497707 L1T 160 46 19.14089 53.04729 21.26937 55.29770 \n",
"497708 L1T 160 47 17.72012 52.76658 19.84029 54.89461 \n",
"497709 L1T 160 48 16.27793 52.44704 18.39581 54.56218 \n",
"497710 L1T 160 49 14.83686 52.13027 16.95292 54.23397 \n",
"497711 L1GT 160 50 13.39435 51.81560 15.50634 53.90926 \n",
"497712 L1T 160 51 11.95054 51.50241 14.06162 53.58463 \n",
"497713 L1T 160 52 10.50824 51.19010 12.61619 53.26501 \n",
"497714 L1T 160 53 9.06217 50.88002 11.17019 52.94968 \n",
"497715 L1GT 160 67 -11.19067 46.52952 -9.07502 48.64490 \n",
"497716 L1GT 160 68 -12.63518 46.20997 -10.51944 48.33606 \n",
"497717 L1GT 160 69 -14.07948 45.88815 -11.96374 48.02575 \n",
"497718 L1T 160 76 -24.16763 43.50676 -22.05459 45.76885 \n",
"497719 L1GT 160 78 -27.04931 42.77223 -24.93382 45.08873 \n",
"497720 L1GT 160 92 -47.09986 36.42497 -44.94385 39.53503 \n",
"497721 L1GT 160 93 -48.52361 35.83475 -46.35874 39.02167 \n",
"\n",
" download_url \n",
"0 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"1 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"2 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"3 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"4 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"5 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"6 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"7 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"8 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"9 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"10 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"11 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"12 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"13 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"14 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"15 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"16 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"17 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"18 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"19 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"20 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"21 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"22 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"23 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"24 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"25 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"26 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"27 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"28 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"29 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"... ... \n",
"497692 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"497693 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"497694 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"497695 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"497696 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"497697 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"497698 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"497699 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"497700 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"497701 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"497702 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"497703 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"497704 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"497705 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"497706 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"497707 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"497708 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"497709 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"497710 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"497711 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"497712 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"497713 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"497714 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"497715 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"497716 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"497717 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"497718 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"497719 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"497720 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"497721 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"\n",
"[497722 rows x 11 columns]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# Get a list of duplicate scenes\n",
"\n",
"duplicates = df.groupby('entityId').filter(lambda g: len(g) > 1)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"116051"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(duplicates)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"groups = duplicates.groupby('entityId')"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"sceneids = groups.groups.keys()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"n = 100\n",
"chunks = [ sceneids[i:i+n] for i in xrange(0, len(sceneids), n) ]"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>entityId</th>\n",
" <th>acquisitionDate</th>\n",
" <th>cloudCover</th>\n",
" <th>processingLevel</th>\n",
" <th>path</th>\n",
" <th>row</th>\n",
" <th>min_lat</th>\n",
" <th>min_lon</th>\n",
" <th>max_lat</th>\n",
" <th>max_lon</th>\n",
" <th>download_url</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>45717</th>\n",
" <td>LC81010112015064LGN00</td>\n",
" <td>2015-03-05 00:28:55.618442</td>\n",
" <td>0.79</td>\n",
" <td>L1T</td>\n",
" <td>101</td>\n",
" <td>11</td>\n",
" <td>68.34502</td>\n",
" <td>164.74880</td>\n",
" <td>70.69453</td>\n",
" <td>171.77047</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45718</th>\n",
" <td>LC81010122015064LGN00</td>\n",
" <td>2015-03-05 00:29:19.490923</td>\n",
" <td>5.65</td>\n",
" <td>L1T</td>\n",
" <td>101</td>\n",
" <td>12</td>\n",
" <td>67.07613</td>\n",
" <td>163.62590</td>\n",
" <td>69.42089</td>\n",
" <td>169.58169</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45719</th>\n",
" <td>LC81010132015064LGN00</td>\n",
" <td>2015-03-05 00:29:43.363405</td>\n",
" <td>9.97</td>\n",
" <td>L1T</td>\n",
" <td>101</td>\n",
" <td>13</td>\n",
" <td>65.76152</td>\n",
" <td>162.22500</td>\n",
" <td>68.05504</td>\n",
" <td>167.99588</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45720</th>\n",
" <td>LC81010142015064LGN00</td>\n",
" <td>2015-03-05 00:30:07.229163</td>\n",
" <td>7.60</td>\n",
" <td>L1T</td>\n",
" <td>101</td>\n",
" <td>14</td>\n",
" <td>64.39563</td>\n",
" <td>160.95904</td>\n",
" <td>66.68100</td>\n",
" <td>166.55976</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45721</th>\n",
" <td>LC81010152015064LGN00</td>\n",
" <td>2015-03-05 00:30:31.108368</td>\n",
" <td>20.68</td>\n",
" <td>L1T</td>\n",
" <td>101</td>\n",
" <td>15</td>\n",
" <td>63.01299</td>\n",
" <td>159.81854</td>\n",
" <td>65.29807</td>\n",
" <td>165.24559</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45722</th>\n",
" <td>LC81010162015064LGN00</td>\n",
" <td>2015-03-05 00:30:54.980849</td>\n",
" <td>15.54</td>\n",
" <td>L1T</td>\n",
" <td>101</td>\n",
" <td>16</td>\n",
" <td>61.69027</td>\n",
" <td>159.11560</td>\n",
" <td>63.97379</td>\n",
" <td>163.71108</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45723</th>\n",
" <td>LC81010172015064LGN00</td>\n",
" <td>2015-03-05 00:31:18.846608</td>\n",
" <td>5.27</td>\n",
" <td>L1T</td>\n",
" <td>101</td>\n",
" <td>17</td>\n",
" <td>60.32682</td>\n",
" <td>158.15522</td>\n",
" <td>62.58198</td>\n",
" <td>162.62086</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45724</th>\n",
" <td>LC81010192015064LGN00</td>\n",
" <td>2015-03-05 00:32:06.598294</td>\n",
" <td>37.12</td>\n",
" <td>L1GT</td>\n",
" <td>101</td>\n",
" <td>19</td>\n",
" <td>57.57000</td>\n",
" <td>156.43114</td>\n",
" <td>59.78265</td>\n",
" <td>160.66742</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45725</th>\n",
" <td>LC81010212015064LGN00</td>\n",
" <td>2015-03-05 00:32:54.349979</td>\n",
" <td>31.24</td>\n",
" <td>L1T</td>\n",
" <td>101</td>\n",
" <td>21</td>\n",
" <td>54.75070</td>\n",
" <td>154.93957</td>\n",
" <td>56.96656</td>\n",
" <td>158.96421</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45726</th>\n",
" <td>LC81010222015064LGN00</td>\n",
" <td>2015-03-05 00:33:18.222461</td>\n",
" <td>61.00</td>\n",
" <td>L1T</td>\n",
" <td>101</td>\n",
" <td>22</td>\n",
" <td>53.33834</td>\n",
" <td>154.26293</td>\n",
" <td>55.55548</td>\n",
" <td>158.18895</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45727</th>\n",
" <td>LC81010232015064LGN00</td>\n",
" <td>2015-03-05 00:33:42.101665</td>\n",
" <td>92.36</td>\n",
" <td>L1GT</td>\n",
" <td>101</td>\n",
" <td>23</td>\n",
" <td>51.98491</td>\n",
" <td>153.82408</td>\n",
" <td>54.18813</td>\n",
" <td>157.22671</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45728</th>\n",
" <td>LC81010242015064LGN00</td>\n",
" <td>2015-03-05 00:34:05.974147</td>\n",
" <td>76.76</td>\n",
" <td>L1GT</td>\n",
" <td>101</td>\n",
" <td>24</td>\n",
" <td>50.58252</td>\n",
" <td>153.23898</td>\n",
" <td>52.77256</td>\n",
" <td>156.54435</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45729</th>\n",
" <td>LC81010252015064LGN00</td>\n",
" <td>2015-03-05 00:34:29.853351</td>\n",
" <td>73.80</td>\n",
" <td>L1GT</td>\n",
" <td>101</td>\n",
" <td>25</td>\n",
" <td>49.17808</td>\n",
" <td>152.66540</td>\n",
" <td>51.35359</td>\n",
" <td>155.89941</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45730</th>\n",
" <td>LC81010262015064LGN00</td>\n",
" <td>2015-03-05 00:34:53.732555</td>\n",
" <td>85.45</td>\n",
" <td>L1GT</td>\n",
" <td>101</td>\n",
" <td>26</td>\n",
" <td>47.76952</td>\n",
" <td>152.11103</td>\n",
" <td>49.93156</td>\n",
" <td>155.27960</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45731</th>\n",
" <td>LC81010282015064LGN00</td>\n",
" <td>2015-03-05 00:35:41.490964</td>\n",
" <td>74.47</td>\n",
" <td>L1GT</td>\n",
" <td>101</td>\n",
" <td>28</td>\n",
" <td>44.93414</td>\n",
" <td>151.07652</td>\n",
" <td>47.08495</td>\n",
" <td>154.13065</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45732</th>\n",
" <td>LC81010472015064LGN00</td>\n",
" <td>2015-03-05 00:43:15.378430</td>\n",
" <td>16.43</td>\n",
" <td>L1GT</td>\n",
" <td>101</td>\n",
" <td>47</td>\n",
" <td>17.70763</td>\n",
" <td>143.88803</td>\n",
" <td>19.83023</td>\n",
" <td>146.09268</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45733</th>\n",
" <td>LC81010502015064LGN00</td>\n",
" <td>2015-03-05 00:44:27.081727</td>\n",
" <td>6.57</td>\n",
" <td>L1GT</td>\n",
" <td>101</td>\n",
" <td>50</td>\n",
" <td>13.37632</td>\n",
" <td>142.93692</td>\n",
" <td>15.49759</td>\n",
" <td>145.09757</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45734</th>\n",
" <td>LC81010512015064LGN00</td>\n",
" <td>2015-03-05 00:44:50.985556</td>\n",
" <td>5.42</td>\n",
" <td>L1GT</td>\n",
" <td>101</td>\n",
" <td>51</td>\n",
" <td>11.94851</td>\n",
" <td>142.65403</td>\n",
" <td>14.06453</td>\n",
" <td>144.72922</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45735</th>\n",
" <td>LC81010552015064LGN00</td>\n",
" <td>2015-03-05 00:46:26.608045</td>\n",
" <td>53.12</td>\n",
" <td>L1GT</td>\n",
" <td>101</td>\n",
" <td>55</td>\n",
" <td>6.17152</td>\n",
" <td>141.42121</td>\n",
" <td>8.28021</td>\n",
" <td>143.47316</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45736</th>\n",
" <td>LC81010622015064LGN00</td>\n",
" <td>2015-03-05 00:49:14.007586</td>\n",
" <td>87.22</td>\n",
" <td>L1GT</td>\n",
" <td>101</td>\n",
" <td>62</td>\n",
" <td>-3.94903</td>\n",
" <td>139.27163</td>\n",
" <td>-1.84480</td>\n",
" <td>141.32248</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45737</th>\n",
" <td>LC81010632015064LGN00</td>\n",
" <td>2015-03-05 00:49:37.920963</td>\n",
" <td>71.16</td>\n",
" <td>L1T</td>\n",
" <td>101</td>\n",
" <td>63</td>\n",
" <td>-5.39566</td>\n",
" <td>138.96226</td>\n",
" <td>-3.29020</td>\n",
" <td>141.01715</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45738</th>\n",
" <td>LC81010642015064LGN00</td>\n",
" <td>2015-03-05 00:50:01.842907</td>\n",
" <td>66.97</td>\n",
" <td>L1T</td>\n",
" <td>101</td>\n",
" <td>64</td>\n",
" <td>-6.84207</td>\n",
" <td>138.65019</td>\n",
" <td>-4.73491</td>\n",
" <td>140.71038</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45739</th>\n",
" <td>LC81010652015064LGN00</td>\n",
" <td>2015-03-05 00:50:25.769133</td>\n",
" <td>78.08</td>\n",
" <td>L1GT</td>\n",
" <td>101</td>\n",
" <td>65</td>\n",
" <td>-8.28812</td>\n",
" <td>138.33753</td>\n",
" <td>-6.18151</td>\n",
" <td>140.40157</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45740</th>\n",
" <td>LC81010662015064LGN00</td>\n",
" <td>2015-03-05 00:50:49.691077</td>\n",
" <td>49.60</td>\n",
" <td>L1GT</td>\n",
" <td>101</td>\n",
" <td>66</td>\n",
" <td>-9.73367</td>\n",
" <td>138.02099</td>\n",
" <td>-7.62443</td>\n",
" <td>140.09288</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45741</th>\n",
" <td>LC81010692015064LGN00</td>\n",
" <td>2015-03-05 00:52:01.469757</td>\n",
" <td>38.16</td>\n",
" <td>L1GT</td>\n",
" <td>101</td>\n",
" <td>69</td>\n",
" <td>-14.07140</td>\n",
" <td>137.05812</td>\n",
" <td>-11.95689</td>\n",
" <td>139.15881</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45742</th>\n",
" <td>LC81010702015064LGN00</td>\n",
" <td>2015-03-05 00:52:25.400267</td>\n",
" <td>9.95</td>\n",
" <td>L1GT</td>\n",
" <td>101</td>\n",
" <td>70</td>\n",
" <td>-15.53084</td>\n",
" <td>136.72429</td>\n",
" <td>-13.40793</td>\n",
" <td>138.88920</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45743</th>\n",
" <td>LC81010722015064LGN00</td>\n",
" <td>2015-03-05 00:53:13.265570</td>\n",
" <td>0.03</td>\n",
" <td>L1T</td>\n",
" <td>101</td>\n",
" <td>72</td>\n",
" <td>-18.41738</td>\n",
" <td>136.06235</td>\n",
" <td>-16.29444</td>\n",
" <td>138.26009</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45745</th>\n",
" <td>LC81010752015064LGN00</td>\n",
" <td>2015-03-05 00:54:25.074233</td>\n",
" <td>26.53</td>\n",
" <td>L1T</td>\n",
" <td>101</td>\n",
" <td>75</td>\n",
" <td>-22.73875</td>\n",
" <td>135.04127</td>\n",
" <td>-20.61916</td>\n",
" <td>137.29093</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45746</th>\n",
" <td>LC81010762015064LGN00</td>\n",
" <td>2015-03-05 00:54:49.017593</td>\n",
" <td>18.04</td>\n",
" <td>L1T</td>\n",
" <td>101</td>\n",
" <td>76</td>\n",
" <td>-24.17466</td>\n",
" <td>134.68496</td>\n",
" <td>-22.06090</td>\n",
" <td>136.95873</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45749</th>\n",
" <td>LC81010792015064LGN00</td>\n",
" <td>2015-03-05 00:56:00.843389</td>\n",
" <td>2.62</td>\n",
" <td>L1T</td>\n",
" <td>101</td>\n",
" <td>79</td>\n",
" <td>-28.48421</td>\n",
" <td>133.57900</td>\n",
" <td>-26.37350</td>\n",
" <td>135.93582</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>490269</th>\n",
" <td>LC80121162016035LGN00</td>\n",
" <td>2016-02-04 16:01:03.236028</td>\n",
" <td>7.44</td>\n",
" <td>L1GT</td>\n",
" <td>12</td>\n",
" <td>116</td>\n",
" <td>-78.16194</td>\n",
" <td>-136.52577</td>\n",
" <td>-76.81125</td>\n",
" <td>-123.71184</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>490894</th>\n",
" <td>LC82301142016042LGN00</td>\n",
" <td>2016-02-11 14:27:29.565607</td>\n",
" <td>36.92</td>\n",
" <td>L1GT</td>\n",
" <td>230</td>\n",
" <td>114</td>\n",
" <td>-76.82840</td>\n",
" <td>-104.45685</td>\n",
" <td>-74.52573</td>\n",
" <td>-93.34512</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>490900</th>\n",
" <td>LC80011142016038LGN00</td>\n",
" <td>2016-02-07 14:52:15.006420</td>\n",
" <td>33.00</td>\n",
" <td>L1GT</td>\n",
" <td>1</td>\n",
" <td>114</td>\n",
" <td>-76.63873</td>\n",
" <td>-110.75059</td>\n",
" <td>-74.49443</td>\n",
" <td>-99.29991</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>490901</th>\n",
" <td>LC80011172016038LGN00</td>\n",
" <td>2016-02-07 14:53:26.905605</td>\n",
" <td>95.51</td>\n",
" <td>L1GT</td>\n",
" <td>1</td>\n",
" <td>117</td>\n",
" <td>-79.47010</td>\n",
" <td>-126.89986</td>\n",
" <td>-77.59140</td>\n",
" <td>-110.67077</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>490927</th>\n",
" <td>LC80081152016039LGN00</td>\n",
" <td>2016-02-08 15:35:54.204001</td>\n",
" <td>43.43</td>\n",
" <td>L1GT</td>\n",
" <td>8</td>\n",
" <td>115</td>\n",
" <td>-77.35374</td>\n",
" <td>-125.74337</td>\n",
" <td>-75.65218</td>\n",
" <td>-113.31120</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>490937</th>\n",
" <td>LC80121152016035LGN00</td>\n",
" <td>2016-02-04 16:00:39.273591</td>\n",
" <td>47.45</td>\n",
" <td>L1GT</td>\n",
" <td>12</td>\n",
" <td>115</td>\n",
" <td>-77.19221</td>\n",
" <td>-131.48336</td>\n",
" <td>-75.73571</td>\n",
" <td>-119.77295</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>491854</th>\n",
" <td>LC82311152016033LGN00</td>\n",
" <td>2016-02-02 14:34:08.547340</td>\n",
" <td>52.65</td>\n",
" <td>L1GT</td>\n",
" <td>231</td>\n",
" <td>115</td>\n",
" <td>-77.81866</td>\n",
" <td>-110.69841</td>\n",
" <td>-75.60457</td>\n",
" <td>-97.97927</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>491881</th>\n",
" <td>LC80011152016038LGN00</td>\n",
" <td>2016-02-07 14:52:38.968396</td>\n",
" <td>72.67</td>\n",
" <td>L1GT</td>\n",
" <td>1</td>\n",
" <td>115</td>\n",
" <td>-77.67760</td>\n",
" <td>-115.32367</td>\n",
" <td>-75.59523</td>\n",
" <td>-102.46540</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>491884</th>\n",
" <td>LC80031152016036LGN00</td>\n",
" <td>2016-02-05 15:05:01.485885</td>\n",
" <td>78.70</td>\n",
" <td>L1GT</td>\n",
" <td>3</td>\n",
" <td>115</td>\n",
" <td>-77.58038</td>\n",
" <td>-118.36436</td>\n",
" <td>-75.59967</td>\n",
" <td>-105.51731</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>491896</th>\n",
" <td>LC80051152016034LGN00</td>\n",
" <td>2016-02-03 15:17:23.898305</td>\n",
" <td>29.31</td>\n",
" <td>L1GT</td>\n",
" <td>5</td>\n",
" <td>115</td>\n",
" <td>-77.48697</td>\n",
" <td>-121.35255</td>\n",
" <td>-75.61208</td>\n",
" <td>-108.60769</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>491897</th>\n",
" <td>LC80051182016034LGN00</td>\n",
" <td>2016-02-03 15:18:35.824749</td>\n",
" <td>4.28</td>\n",
" <td>L1GT</td>\n",
" <td>5</td>\n",
" <td>118</td>\n",
" <td>-80.00979</td>\n",
" <td>-139.71912</td>\n",
" <td>-78.52057</td>\n",
" <td>-122.44386</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>491910</th>\n",
" <td>LC80121172016035LGN00</td>\n",
" <td>2016-02-04 16:01:27.219342</td>\n",
" <td>9.82</td>\n",
" <td>L1GT</td>\n",
" <td>12</td>\n",
" <td>117</td>\n",
" <td>-79.07389</td>\n",
" <td>-142.40510</td>\n",
" <td>-77.81415</td>\n",
" <td>-128.45238</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>492507</th>\n",
" <td>LC82291152016035LGN00</td>\n",
" <td>2016-02-04 14:21:46.207788</td>\n",
" <td>54.27</td>\n",
" <td>L1GT</td>\n",
" <td>229</td>\n",
" <td>115</td>\n",
" <td>-77.91301</td>\n",
" <td>-107.53997</td>\n",
" <td>-75.62333</td>\n",
" <td>-95.03419</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>492519</th>\n",
" <td>LC82311132016033LGN00</td>\n",
" <td>2016-02-02 14:33:20.617184</td>\n",
" <td>80.89</td>\n",
" <td>L1GT</td>\n",
" <td>231</td>\n",
" <td>113</td>\n",
" <td>-75.67553</td>\n",
" <td>-102.11164</td>\n",
" <td>-73.36840</td>\n",
" <td>-92.14099</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>492532</th>\n",
" <td>LC80011132016038LGN00</td>\n",
" <td>2016-02-07 14:51:51.038788</td>\n",
" <td>38.43</td>\n",
" <td>L1GT</td>\n",
" <td>1</td>\n",
" <td>113</td>\n",
" <td>-75.53520</td>\n",
" <td>-106.83473</td>\n",
" <td>-73.34122</td>\n",
" <td>-96.59674</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>492533</th>\n",
" <td>LC80011182016038LGN00</td>\n",
" <td>2016-02-07 14:53:50.889367</td>\n",
" <td>32.16</td>\n",
" <td>L1GT</td>\n",
" <td>1</td>\n",
" <td>118</td>\n",
" <td>-80.17599</td>\n",
" <td>-134.07980</td>\n",
" <td>-78.45197</td>\n",
" <td>-116.04803</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>492540</th>\n",
" <td>LC80031172016036LGN00</td>\n",
" <td>2016-02-05 15:05:49.424411</td>\n",
" <td>25.09</td>\n",
" <td>L1GT</td>\n",
" <td>3</td>\n",
" <td>117</td>\n",
" <td>-79.37837</td>\n",
" <td>-129.81508</td>\n",
" <td>-77.61128</td>\n",
" <td>-113.78721</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>492541</th>\n",
" <td>LC80031182016036LGN00</td>\n",
" <td>2016-02-05 15:06:13.408559</td>\n",
" <td>1.97</td>\n",
" <td>L1GT</td>\n",
" <td>3</td>\n",
" <td>118</td>\n",
" <td>-80.09026</td>\n",
" <td>-136.92603</td>\n",
" <td>-78.48211</td>\n",
" <td>-119.20971</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>492543</th>\n",
" <td>LC80051132016034LGN00</td>\n",
" <td>2016-02-03 15:16:35.968925</td>\n",
" <td>27.86</td>\n",
" <td>L1GT</td>\n",
" <td>5</td>\n",
" <td>113</td>\n",
" <td>-75.34346</td>\n",
" <td>-112.99980</td>\n",
" <td>-73.33488</td>\n",
" <td>-102.66796</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>493125</th>\n",
" <td>LC82311162016033LGN00</td>\n",
" <td>2016-02-02 14:34:32.490809</td>\n",
" <td>35.01</td>\n",
" <td>L1GT</td>\n",
" <td>231</td>\n",
" <td>116</td>\n",
" <td>-78.76919</td>\n",
" <td>-116.10031</td>\n",
" <td>-76.63029</td>\n",
" <td>-101.68727</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>493139</th>\n",
" <td>LC80031132016036LGN00</td>\n",
" <td>2016-02-05 15:04:13.556506</td>\n",
" <td>70.89</td>\n",
" <td>L1GT</td>\n",
" <td>3</td>\n",
" <td>113</td>\n",
" <td>-75.43950</td>\n",
" <td>-109.94247</td>\n",
" <td>-73.33408</td>\n",
" <td>-99.61599</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>493140</th>\n",
" <td>LC80031162016036LGN00</td>\n",
" <td>2016-02-05 15:05:25.440263</td>\n",
" <td>31.31</td>\n",
" <td>L1GT</td>\n",
" <td>3</td>\n",
" <td>116</td>\n",
" <td>-78.53469</td>\n",
" <td>-123.64429</td>\n",
" <td>-76.64429</td>\n",
" <td>-109.27512</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>493153</th>\n",
" <td>LC80051162016034LGN00</td>\n",
" <td>2016-02-03 15:17:47.856894</td>\n",
" <td>31.14</td>\n",
" <td>L1GT</td>\n",
" <td>5</td>\n",
" <td>116</td>\n",
" <td>-78.44267</td>\n",
" <td>-126.58611</td>\n",
" <td>-76.66491</td>\n",
" <td>-112.40510</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>493155</th>\n",
" <td>LC80091132016062LGN00</td>\n",
" <td>2016-03-02 15:41:10.361874</td>\n",
" <td>33.95</td>\n",
" <td>L1GT</td>\n",
" <td>9</td>\n",
" <td>113</td>\n",
" <td>-75.16041</td>\n",
" <td>-118.97942</td>\n",
" <td>-73.36912</td>\n",
" <td>-108.85499</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>493156</th>\n",
" <td>LC80101142016037LGN00</td>\n",
" <td>2016-02-06 15:47:52.841147</td>\n",
" <td>79.52</td>\n",
" <td>L1GT</td>\n",
" <td>10</td>\n",
" <td>114</td>\n",
" <td>-76.22479</td>\n",
" <td>-124.25124</td>\n",
" <td>-74.56030</td>\n",
" <td>-113.24405</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>493164</th>\n",
" <td>LC80121132016035LGN00</td>\n",
" <td>2016-02-04 15:59:51.345384</td>\n",
" <td>63.81</td>\n",
" <td>L1GT</td>\n",
" <td>12</td>\n",
" <td>113</td>\n",
" <td>-75.02750</td>\n",
" <td>-123.41902</td>\n",
" <td>-73.41723</td>\n",
" <td>-113.63854</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>493165</th>\n",
" <td>LC80121142016035LGN00</td>\n",
" <td>2016-02-04 16:00:15.314411</td>\n",
" <td>41.95</td>\n",
" <td>L1GT</td>\n",
" <td>12</td>\n",
" <td>114</td>\n",
" <td>-76.14304</td>\n",
" <td>-127.14943</td>\n",
" <td>-74.60147</td>\n",
" <td>-116.46280</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>493791</th>\n",
" <td>LC82291172016035LGN00</td>\n",
" <td>2016-02-04 14:22:34.130637</td>\n",
" <td>47.80</td>\n",
" <td>L1GT</td>\n",
" <td>229</td>\n",
" <td>117</td>\n",
" <td>-79.70367</td>\n",
" <td>-119.37612</td>\n",
" <td>-77.57987</td>\n",
" <td>-103.11119</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>493811</th>\n",
" <td>LC82311142016033LGN00</td>\n",
" <td>2016-02-02 14:33:44.585090</td>\n",
" <td>87.14</td>\n",
" <td>L1GT</td>\n",
" <td>231</td>\n",
" <td>114</td>\n",
" <td>-76.78148</td>\n",
" <td>-106.07144</td>\n",
" <td>-74.51241</td>\n",
" <td>-94.83714</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>493820</th>\n",
" <td>LC80061142016041LGN00</td>\n",
" <td>2016-02-10 15:23:07.491344</td>\n",
" <td>52.58</td>\n",
" <td>L1GT</td>\n",
" <td>6</td>\n",
" <td>114</td>\n",
" <td>-76.40311</td>\n",
" <td>-118.33684</td>\n",
" <td>-74.50618</td>\n",
" <td>-106.93551</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>11234 rows × 11 columns</p>\n",
"</div>"
],
"text/plain": [
" entityId acquisitionDate cloudCover \\\n",
"45717 LC81010112015064LGN00 2015-03-05 00:28:55.618442 0.79 \n",
"45718 LC81010122015064LGN00 2015-03-05 00:29:19.490923 5.65 \n",
"45719 LC81010132015064LGN00 2015-03-05 00:29:43.363405 9.97 \n",
"45720 LC81010142015064LGN00 2015-03-05 00:30:07.229163 7.60 \n",
"45721 LC81010152015064LGN00 2015-03-05 00:30:31.108368 20.68 \n",
"45722 LC81010162015064LGN00 2015-03-05 00:30:54.980849 15.54 \n",
"45723 LC81010172015064LGN00 2015-03-05 00:31:18.846608 5.27 \n",
"45724 LC81010192015064LGN00 2015-03-05 00:32:06.598294 37.12 \n",
"45725 LC81010212015064LGN00 2015-03-05 00:32:54.349979 31.24 \n",
"45726 LC81010222015064LGN00 2015-03-05 00:33:18.222461 61.00 \n",
"45727 LC81010232015064LGN00 2015-03-05 00:33:42.101665 92.36 \n",
"45728 LC81010242015064LGN00 2015-03-05 00:34:05.974147 76.76 \n",
"45729 LC81010252015064LGN00 2015-03-05 00:34:29.853351 73.80 \n",
"45730 LC81010262015064LGN00 2015-03-05 00:34:53.732555 85.45 \n",
"45731 LC81010282015064LGN00 2015-03-05 00:35:41.490964 74.47 \n",
"45732 LC81010472015064LGN00 2015-03-05 00:43:15.378430 16.43 \n",
"45733 LC81010502015064LGN00 2015-03-05 00:44:27.081727 6.57 \n",
"45734 LC81010512015064LGN00 2015-03-05 00:44:50.985556 5.42 \n",
"45735 LC81010552015064LGN00 2015-03-05 00:46:26.608045 53.12 \n",
"45736 LC81010622015064LGN00 2015-03-05 00:49:14.007586 87.22 \n",
"45737 LC81010632015064LGN00 2015-03-05 00:49:37.920963 71.16 \n",
"45738 LC81010642015064LGN00 2015-03-05 00:50:01.842907 66.97 \n",
"45739 LC81010652015064LGN00 2015-03-05 00:50:25.769133 78.08 \n",
"45740 LC81010662015064LGN00 2015-03-05 00:50:49.691077 49.60 \n",
"45741 LC81010692015064LGN00 2015-03-05 00:52:01.469757 38.16 \n",
"45742 LC81010702015064LGN00 2015-03-05 00:52:25.400267 9.95 \n",
"45743 LC81010722015064LGN00 2015-03-05 00:53:13.265570 0.03 \n",
"45745 LC81010752015064LGN00 2015-03-05 00:54:25.074233 26.53 \n",
"45746 LC81010762015064LGN00 2015-03-05 00:54:49.017593 18.04 \n",
"45749 LC81010792015064LGN00 2015-03-05 00:56:00.843389 2.62 \n",
"... ... ... ... \n",
"490269 LC80121162016035LGN00 2016-02-04 16:01:03.236028 7.44 \n",
"490894 LC82301142016042LGN00 2016-02-11 14:27:29.565607 36.92 \n",
"490900 LC80011142016038LGN00 2016-02-07 14:52:15.006420 33.00 \n",
"490901 LC80011172016038LGN00 2016-02-07 14:53:26.905605 95.51 \n",
"490927 LC80081152016039LGN00 2016-02-08 15:35:54.204001 43.43 \n",
"490937 LC80121152016035LGN00 2016-02-04 16:00:39.273591 47.45 \n",
"491854 LC82311152016033LGN00 2016-02-02 14:34:08.547340 52.65 \n",
"491881 LC80011152016038LGN00 2016-02-07 14:52:38.968396 72.67 \n",
"491884 LC80031152016036LGN00 2016-02-05 15:05:01.485885 78.70 \n",
"491896 LC80051152016034LGN00 2016-02-03 15:17:23.898305 29.31 \n",
"491897 LC80051182016034LGN00 2016-02-03 15:18:35.824749 4.28 \n",
"491910 LC80121172016035LGN00 2016-02-04 16:01:27.219342 9.82 \n",
"492507 LC82291152016035LGN00 2016-02-04 14:21:46.207788 54.27 \n",
"492519 LC82311132016033LGN00 2016-02-02 14:33:20.617184 80.89 \n",
"492532 LC80011132016038LGN00 2016-02-07 14:51:51.038788 38.43 \n",
"492533 LC80011182016038LGN00 2016-02-07 14:53:50.889367 32.16 \n",
"492540 LC80031172016036LGN00 2016-02-05 15:05:49.424411 25.09 \n",
"492541 LC80031182016036LGN00 2016-02-05 15:06:13.408559 1.97 \n",
"492543 LC80051132016034LGN00 2016-02-03 15:16:35.968925 27.86 \n",
"493125 LC82311162016033LGN00 2016-02-02 14:34:32.490809 35.01 \n",
"493139 LC80031132016036LGN00 2016-02-05 15:04:13.556506 70.89 \n",
"493140 LC80031162016036LGN00 2016-02-05 15:05:25.440263 31.31 \n",
"493153 LC80051162016034LGN00 2016-02-03 15:17:47.856894 31.14 \n",
"493155 LC80091132016062LGN00 2016-03-02 15:41:10.361874 33.95 \n",
"493156 LC80101142016037LGN00 2016-02-06 15:47:52.841147 79.52 \n",
"493164 LC80121132016035LGN00 2016-02-04 15:59:51.345384 63.81 \n",
"493165 LC80121142016035LGN00 2016-02-04 16:00:15.314411 41.95 \n",
"493791 LC82291172016035LGN00 2016-02-04 14:22:34.130637 47.80 \n",
"493811 LC82311142016033LGN00 2016-02-02 14:33:44.585090 87.14 \n",
"493820 LC80061142016041LGN00 2016-02-10 15:23:07.491344 52.58 \n",
"\n",
" processingLevel path row min_lat min_lon max_lat max_lon \\\n",
"45717 L1T 101 11 68.34502 164.74880 70.69453 171.77047 \n",
"45718 L1T 101 12 67.07613 163.62590 69.42089 169.58169 \n",
"45719 L1T 101 13 65.76152 162.22500 68.05504 167.99588 \n",
"45720 L1T 101 14 64.39563 160.95904 66.68100 166.55976 \n",
"45721 L1T 101 15 63.01299 159.81854 65.29807 165.24559 \n",
"45722 L1T 101 16 61.69027 159.11560 63.97379 163.71108 \n",
"45723 L1T 101 17 60.32682 158.15522 62.58198 162.62086 \n",
"45724 L1GT 101 19 57.57000 156.43114 59.78265 160.66742 \n",
"45725 L1T 101 21 54.75070 154.93957 56.96656 158.96421 \n",
"45726 L1T 101 22 53.33834 154.26293 55.55548 158.18895 \n",
"45727 L1GT 101 23 51.98491 153.82408 54.18813 157.22671 \n",
"45728 L1GT 101 24 50.58252 153.23898 52.77256 156.54435 \n",
"45729 L1GT 101 25 49.17808 152.66540 51.35359 155.89941 \n",
"45730 L1GT 101 26 47.76952 152.11103 49.93156 155.27960 \n",
"45731 L1GT 101 28 44.93414 151.07652 47.08495 154.13065 \n",
"45732 L1GT 101 47 17.70763 143.88803 19.83023 146.09268 \n",
"45733 L1GT 101 50 13.37632 142.93692 15.49759 145.09757 \n",
"45734 L1GT 101 51 11.94851 142.65403 14.06453 144.72922 \n",
"45735 L1GT 101 55 6.17152 141.42121 8.28021 143.47316 \n",
"45736 L1GT 101 62 -3.94903 139.27163 -1.84480 141.32248 \n",
"45737 L1T 101 63 -5.39566 138.96226 -3.29020 141.01715 \n",
"45738 L1T 101 64 -6.84207 138.65019 -4.73491 140.71038 \n",
"45739 L1GT 101 65 -8.28812 138.33753 -6.18151 140.40157 \n",
"45740 L1GT 101 66 -9.73367 138.02099 -7.62443 140.09288 \n",
"45741 L1GT 101 69 -14.07140 137.05812 -11.95689 139.15881 \n",
"45742 L1GT 101 70 -15.53084 136.72429 -13.40793 138.88920 \n",
"45743 L1T 101 72 -18.41738 136.06235 -16.29444 138.26009 \n",
"45745 L1T 101 75 -22.73875 135.04127 -20.61916 137.29093 \n",
"45746 L1T 101 76 -24.17466 134.68496 -22.06090 136.95873 \n",
"45749 L1T 101 79 -28.48421 133.57900 -26.37350 135.93582 \n",
"... ... ... ... ... ... ... ... \n",
"490269 L1GT 12 116 -78.16194 -136.52577 -76.81125 -123.71184 \n",
"490894 L1GT 230 114 -76.82840 -104.45685 -74.52573 -93.34512 \n",
"490900 L1GT 1 114 -76.63873 -110.75059 -74.49443 -99.29991 \n",
"490901 L1GT 1 117 -79.47010 -126.89986 -77.59140 -110.67077 \n",
"490927 L1GT 8 115 -77.35374 -125.74337 -75.65218 -113.31120 \n",
"490937 L1GT 12 115 -77.19221 -131.48336 -75.73571 -119.77295 \n",
"491854 L1GT 231 115 -77.81866 -110.69841 -75.60457 -97.97927 \n",
"491881 L1GT 1 115 -77.67760 -115.32367 -75.59523 -102.46540 \n",
"491884 L1GT 3 115 -77.58038 -118.36436 -75.59967 -105.51731 \n",
"491896 L1GT 5 115 -77.48697 -121.35255 -75.61208 -108.60769 \n",
"491897 L1GT 5 118 -80.00979 -139.71912 -78.52057 -122.44386 \n",
"491910 L1GT 12 117 -79.07389 -142.40510 -77.81415 -128.45238 \n",
"492507 L1GT 229 115 -77.91301 -107.53997 -75.62333 -95.03419 \n",
"492519 L1GT 231 113 -75.67553 -102.11164 -73.36840 -92.14099 \n",
"492532 L1GT 1 113 -75.53520 -106.83473 -73.34122 -96.59674 \n",
"492533 L1GT 1 118 -80.17599 -134.07980 -78.45197 -116.04803 \n",
"492540 L1GT 3 117 -79.37837 -129.81508 -77.61128 -113.78721 \n",
"492541 L1GT 3 118 -80.09026 -136.92603 -78.48211 -119.20971 \n",
"492543 L1GT 5 113 -75.34346 -112.99980 -73.33488 -102.66796 \n",
"493125 L1GT 231 116 -78.76919 -116.10031 -76.63029 -101.68727 \n",
"493139 L1GT 3 113 -75.43950 -109.94247 -73.33408 -99.61599 \n",
"493140 L1GT 3 116 -78.53469 -123.64429 -76.64429 -109.27512 \n",
"493153 L1GT 5 116 -78.44267 -126.58611 -76.66491 -112.40510 \n",
"493155 L1GT 9 113 -75.16041 -118.97942 -73.36912 -108.85499 \n",
"493156 L1GT 10 114 -76.22479 -124.25124 -74.56030 -113.24405 \n",
"493164 L1GT 12 113 -75.02750 -123.41902 -73.41723 -113.63854 \n",
"493165 L1GT 12 114 -76.14304 -127.14943 -74.60147 -116.46280 \n",
"493791 L1GT 229 117 -79.70367 -119.37612 -77.57987 -103.11119 \n",
"493811 L1GT 231 114 -76.78148 -106.07144 -74.51241 -94.83714 \n",
"493820 L1GT 6 114 -76.40311 -118.33684 -74.50618 -106.93551 \n",
"\n",
" download_url \n",
"45717 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"45718 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"45719 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"45720 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"45721 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"45722 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"45723 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"45724 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"45725 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"45726 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"45727 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"45728 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"45729 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"45730 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"45731 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"45732 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"45733 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"45734 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"45735 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"45736 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"45737 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"45738 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"45739 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"45740 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"45741 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"45742 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"45743 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"45745 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"45746 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"45749 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"... ... \n",
"490269 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"490894 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"490900 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"490901 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"490927 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"490937 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"491854 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"491881 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"491884 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"491896 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"491897 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"491910 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"492507 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"492519 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"492532 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"492533 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"492540 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"492541 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"492543 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"493125 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"493139 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"493140 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"493153 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"493155 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"493156 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"493164 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"493165 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"493791 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"493811 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"493820 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"\n",
"[11234 rows x 11 columns]"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Filter duplicates based on different cloud cover values\n",
"\n",
"groups.filter(lambda g: g['cloudCover'].unique().size > 1)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>entityId</th>\n",
" <th>acquisitionDate</th>\n",
" <th>cloudCover</th>\n",
" <th>processingLevel</th>\n",
" <th>path</th>\n",
" <th>row</th>\n",
" <th>min_lat</th>\n",
" <th>min_lon</th>\n",
" <th>max_lat</th>\n",
" <th>max_lon</th>\n",
" <th>download_url</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>45717</th>\n",
" <td>LC81010112015064LGN00</td>\n",
" <td>2015-03-05 00:28:55.618442</td>\n",
" <td>0.79</td>\n",
" <td>L1T</td>\n",
" <td>101</td>\n",
" <td>11</td>\n",
" <td>68.34502</td>\n",
" <td>164.7488</td>\n",
" <td>70.69453</td>\n",
" <td>171.77047</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>287449</th>\n",
" <td>LC81010112015064LGN00</td>\n",
" <td>2015-03-05 00:28:55.618442</td>\n",
" <td>0.71</td>\n",
" <td>L1T</td>\n",
" <td>101</td>\n",
" <td>11</td>\n",
" <td>68.34769</td>\n",
" <td>164.7488</td>\n",
" <td>70.69453</td>\n",
" <td>171.77056</td>\n",
" <td>https://s3-us-west-2.amazonaws.com/landsat-pds...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" entityId acquisitionDate cloudCover \\\n",
"45717 LC81010112015064LGN00 2015-03-05 00:28:55.618442 0.79 \n",
"287449 LC81010112015064LGN00 2015-03-05 00:28:55.618442 0.71 \n",
"\n",
" processingLevel path row min_lat min_lon max_lat max_lon \\\n",
"45717 L1T 101 11 68.34502 164.7488 70.69453 171.77047 \n",
"287449 L1T 101 11 68.34769 164.7488 70.69453 171.77056 \n",
"\n",
" download_url \n",
"45717 https://s3-us-west-2.amazonaws.com/landsat-pds... \n",
"287449 https://s3-us-west-2.amazonaws.com/landsat-pds... "
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[df['entityId'] == 'LC81010112015064LGN00']"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python2.7/dist-packages/requests/packages/urllib3/util/ssl_.py:90: InsecurePlatformWarning: A true SSLContext object is not available. This prevents urllib3 from configuring SSL appropriately and may cause certain SSL connections to fail. For more information, see https://urllib3.readthedocs.org/en/latest/security.html#insecureplatformwarning.\n",
" InsecurePlatformWarning\n"
]
}
],
"source": [
"api_key = api.login(os.environ['USGS_USERNAME'], os.environ['USGS_PASSWORD']);"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python2.7/dist-packages/requests/packages/urllib3/util/ssl_.py:90: InsecurePlatformWarning: A true SSLContext object is not available. This prevents urllib3 from configuring SSL appropriately and may cause certain SSL connections to fail. For more information, see https://urllib3.readthedocs.org/en/latest/security.html#insecureplatformwarning.\n",
" InsecurePlatformWarning\n",
"/usr/local/lib/python2.7/dist-packages/requests/packages/urllib3/util/ssl_.py:90: InsecurePlatformWarning: A true SSLContext object is not available. This prevents urllib3 from configuring SSL appropriately and may cause certain SSL connections to fail. For more information, see https://urllib3.readthedocs.org/en/latest/security.html#insecureplatformwarning.\n",
" InsecurePlatformWarning\n",
"/usr/local/lib/python2.7/dist-packages/requests/packages/urllib3/util/ssl_.py:90: InsecurePlatformWarning: A true SSLContext object is not available. This prevents urllib3 from configuring SSL appropriately and may cause certain SSL connections to fail. For more information, see https://urllib3.readthedocs.org/en/latest/security.html#insecureplatformwarning.\n",
" InsecurePlatformWarning\n",
"/usr/local/lib/python2.7/dist-packages/requests/packages/urllib3/util/ssl_.py:90: InsecurePlatformWarning: A true SSLContext object is not available. This prevents urllib3 from configuring SSL appropriately and may cause certain SSL connections to fail. For more information, see https://urllib3.readthedocs.org/en/latest/security.html#insecureplatformwarning.\n",
" InsecurePlatformWarning\n",
"/usr/local/lib/python2.7/dist-packages/requests/packages/urllib3/util/ssl_.py:90: InsecurePlatformWarning: A true SSLContext object is not available. This prevents urllib3 from configuring SSL appropriately and may cause certain SSL connections to fail. For more information, see https://urllib3.readthedocs.org/en/latest/security.html#insecureplatformwarning.\n",
" InsecurePlatformWarning\n",
"/usr/local/lib/python2.7/dist-packages/requests/packages/urllib3/util/ssl_.py:90: InsecurePlatformWarning: A true SSLContext object is not available. This prevents urllib3 from configuring SSL appropriately and may cause certain SSL connections to fail. For more information, see https://urllib3.readthedocs.org/en/latest/security.html#insecureplatformwarning.\n",
" InsecurePlatformWarning\n",
"/usr/local/lib/python2.7/dist-packages/requests/packages/urllib3/util/ssl_.py:90: InsecurePlatformWarning: A true SSLContext object is not available. This prevents urllib3 from configuring SSL appropriately and may cause certain SSL connections to fail. For more information, see https://urllib3.readthedocs.org/en/latest/security.html#insecureplatformwarning.\n",
" InsecurePlatformWarning\n",
"/usr/local/lib/python2.7/dist-packages/requests/packages/urllib3/util/ssl_.py:90: InsecurePlatformWarning: A true SSLContext object is not available. This prevents urllib3 from configuring SSL appropriately and may cause certain SSL connections to fail. For more information, see https://urllib3.readthedocs.org/en/latest/security.html#insecureplatformwarning.\n",
" InsecurePlatformWarning\n",
"/usr/local/lib/python2.7/dist-packages/requests/packages/urllib3/util/ssl_.py:90: InsecurePlatformWarning: A true SSLContext object is not available. This prevents urllib3 from configuring SSL appropriately and may cause certain SSL connections to fail. For more information, see https://urllib3.readthedocs.org/en/latest/security.html#insecureplatformwarning.\n",
" InsecurePlatformWarning\n",
"/usr/local/lib/python2.7/dist-packages/requests/packages/urllib3/util/ssl_.py:90: InsecurePlatformWarning: A true SSLContext object is not available. This prevents urllib3 from configuring SSL appropriately and may cause certain SSL connections to fail. For more information, see https://urllib3.readthedocs.org/en/latest/security.html#insecureplatformwarning.\n",
" InsecurePlatformWarning\n"
]
}
],
"source": [
"metadata = []\n",
"\n",
"for chunk in chunks[0:10]:\n",
" metadata += api.metadata('LANDSAT_8', 'EE', chunk, extended=True, api_key=api_key);"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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" {'cloudCover': 78.05, 'entityId': 'LC81030802015206LGN00'},\n",
" {'cloudCover': 2.91, 'entityId': 'LC81080472013171LGN00'},\n",
" {'cloudCover': 4.02, 'entityId': 'LC81910272015198LGN00'},\n",
" {'cloudCover': 6.68, 'entityId': 'LC80450312015071LGN00'},\n",
" {'cloudCover': 55.75, 'entityId': 'LC81830612015206LGN00'},\n",
" {'cloudCover': 79.58, 'entityId': 'LC80200112015168LGN00'},\n",
" {'cloudCover': 0.0, 'entityId': 'LC81162142014310LGN00'},\n",
" {'cloudCover': 0.26, 'entityId': 'LC81980482015199LGN00'},\n",
" {'cloudCover': 83.12, 'entityId': 'LC81190062015190LGN00'},\n",
" {'cloudCover': 0.32, 'entityId': 'LC81320322015169LGN00'},\n",
" {'cloudCover': 88.92, 'entityId': 'LC80780092015206LGN00'},\n",
" {'cloudCover': 79.48, 'entityId': 'LC82010272015188LGN00'},\n",
" {'cloudCover': 3.19, 'entityId': 'LC80600742015160LGN00'},\n",
" {'cloudCover': 14.44, 'entityId': 'LC80452482015167LGN00'},\n",
" {'cloudCover': 0.0, 'entityId': 'LC82230852014339LGN00'},\n",
" {'cloudCover': 97.89, 'entityId': 'LC82290802015192LGN00'},\n",
" {'cloudCover': 35.27, 'entityId': 'LC81810292015176LGN00'},\n",
" {'cloudCover': 16.82, 'entityId': 'LC81080622015193LGN00'},\n",
" {'cloudCover': 91.26, 'entityId': 'LC81830612014315LGN00'},\n",
" {'cloudCover': 24.08, 'entityId': 'LC80290072015071LGN00'},\n",
" {'cloudCover': 16.9, 'entityId': 'LC80130482015183LGN00'},\n",
" {'cloudCover': 66.5, 'entityId': 'LC82170722015204LGN00'},\n",
" {'cloudCover': 87.01, 'entityId': 'LC80580062015146LGN00'},\n",
" {'cloudCover': 8.91, 'entityId': 'LC80120462015192LGN00'},\n",
" {'cloudCover': 57.09, 'entityId': 'LC80960542015141LGN00'},\n",
" {'cloudCover': 96.05, 'entityId': 'LC81860242015147LGN00'},\n",
" {'cloudCover': 36.73, 'entityId': 'LC81670682015174LGN00'},\n",
" {'cloudCover': nan, 'entityId': 'LC81392132015202LGN00'},\n",
" {'cloudCover': 78.15, 'entityId': 'LC81190382015174LGN00'},\n",
" {'cloudCover': 38.0, 'entityId': 'LC81740302015175LGN00'},\n",
" {'cloudCover': 63.16, 'entityId': 'LC80190292015145LGN00'},\n",
" {'cloudCover': 3.02, 'entityId': 'LC80890902015155LGN00'},\n",
" {'cloudCover': 0.01, 'entityId': 'LC82121202014310LGN00'},\n",
" {'cloudCover': nan, 'entityId': 'LC81571392015072LGN00'},\n",
" {'cloudCover': 46.13, 'entityId': 'LC81551112014311LGN00'},\n",
" {'cloudCover': 57.31, 'entityId': 'LC81510152015206LGN00'},\n",
" {'cloudCover': 0.6, 'entityId': 'LC80041222014309LGN00'},\n",
" {'cloudCover': 87.09, 'entityId': 'LC81660182015199LGN00'},\n",
" {'cloudCover': 32.96, 'entityId': 'LC82010282015140LGN00'},\n",
" {'cloudCover': 64.89, 'entityId': 'LC81130642015148LGN00'},\n",
" {'cloudCover': 36.3, 'entityId': 'LC81500162015183LGN00'},\n",
" {'cloudCover': 60.76, 'entityId': 'LC81630172015194LGN00'},\n",
" {'cloudCover': 20.61, 'entityId': 'LC80760922015192LGN00'},\n",
" {'cloudCover': 59.87, 'entityId': 'LC81120222015141LGN00'},\n",
" {'cloudCover': 1.46, 'entityId': 'LC82250742015164LGN00'},\n",
" {'cloudCover': 67.68, 'entityId': 'LC80150102015181LGN00'},\n",
" {'cloudCover': 8.44, 'entityId': 'LC81550712015186LGN00'},\n",
" {'cloudCover': 3.03, 'entityId': 'LC82000362015181LGN00'},\n",
" {'cloudCover': 1.72, 'entityId': 'LC80560032015196LGN00'},\n",
" {'cloudCover': 7.05, 'entityId': 'LC81180162015183LGN00'},\n",
" {'cloudCover': 84.75, 'entityId': 'LC80700172015198LGN00'},\n",
" {'cloudCover': 51.83, 'entityId': 'LC80520712015168LGN00'},\n",
" {'cloudCover': 43.55, 'entityId': 'LC81120812015141LGN00'},\n",
" {'cloudCover': 40.09, 'entityId': 'LC82140652015071LGN00'},\n",
" {'cloudCover': 4.03, 'entityId': 'LC80940182014347LGN00'},\n",
" {'cloudCover': 1.87, 'entityId': 'LC80150382015165LGN00'},\n",
" {'cloudCover': 11.77, 'entityId': 'LC81700452015163LGN00'},\n",
" {'cloudCover': 17.15, 'entityId': 'LC81860352015147LGN00'},\n",
" {'cloudCover': 9.71, 'entityId': 'LC80130452015151LGN00'},\n",
" {'cloudCover': 17.94, 'entityId': 'LC81750562015166LGN00'},\n",
" {'cloudCover': 0.24, 'entityId': 'LC81510232015174LGN00'},\n",
" {'cloudCover': 54.68, 'entityId': 'LC80080402015180LGN00'},\n",
" {'cloudCover': 81.76, 'entityId': 'LC80270312015169LGN00'},\n",
" {'cloudCover': 9.23, 'entityId': 'LC80720892015068LGN00'},\n",
" {'cloudCover': 33.92, 'entityId': 'LC80880762015180LGN00'},\n",
" {'cloudCover': 91.94, 'entityId': 'LC80780182015158LGN00'},\n",
" {'cloudCover': 5.87, 'entityId': 'LC81400162015161LGN00'},\n",
" {'cloudCover': 87.88, 'entityId': 'LC81440482015157LGN00'},\n",
" {'cloudCover': 26.23, 'entityId': 'LC81070122015186LGN00'},\n",
" {'cloudCover': 0.25, 'entityId': 'LC81110792015150LGN00'},\n",
" {'cloudCover': 0.0, 'entityId': 'LC81850412015172LGN00'},\n",
" {'cloudCover': 20.9, 'entityId': 'LC81750312015166LGN00'},\n",
" {'cloudCover': 79.85, 'entityId': 'LC82010172015204LGN00'},\n",
" {'cloudCover': 21.39, 'entityId': 'LC81700242015147LGN00'},\n",
" {'cloudCover': 38.19, 'entityId': 'LC81330422015064LGN00'},\n",
" {'cloudCover': 1.14, 'entityId': 'LC81720772015145LGN00'},\n",
" {'cloudCover': 23.8, 'entityId': 'LC80030152015193LGN00'},\n",
" {'cloudCover': 70.48, 'entityId': 'LC80350322015145LGN00'},\n",
" {'cloudCover': 4.14, 'entityId': 'LC80600042015064LGN00'},\n",
" {'cloudCover': 38.53, 'entityId': 'LC80090542015203LGN00'},\n",
" {'cloudCover': 22.21, 'entityId': 'LC80380312015166LGN00'},\n",
" {'cloudCover': 5.35, 'entityId': 'LC80060252015182LGN00'},\n",
" {'cloudCover': 23.7, 'entityId': 'LC80130432015151LGN00'},\n",
" {'cloudCover': 93.5, 'entityId': 'LC81010192015144LGN00'},\n",
" {'cloudCover': 71.77, 'entityId': 'LC80140092015206LGN00'},\n",
" {'cloudCover': 69.69, 'entityId': 'LC80630082015149LGN00'},\n",
" {'cloudCover': 78.68, 'entityId': 'LC81480442015201LGN00'},\n",
" {'cloudCover': 67.84, 'entityId': 'LC80210182015175LGN00'},\n",
" {'cloudCover': 8.64, 'entityId': 'LC82000372015197LGN00'},\n",
" {'cloudCover': nan, 'entityId': 'LC80682072015200LGN00'},\n",
" {'cloudCover': 34.95, 'entityId': 'LC81420352015143LGN00'},\n",
" {'cloudCover': 78.54, 'entityId': 'LC81100352015191LGN00'},\n",
" {'cloudCover': 0.63, 'entityId': 'LC81670282015206LGN00'},\n",
" {'cloudCover': 73.0, 'entityId': 'LC81980552015199LGN00'},\n",
" {'cloudCover': 23.89, 'entityId': 'LC81120582015157LGN00'},\n",
" {'cloudCover': 12.92, 'entityId': 'LC81130382015164LGN00'},\n",
" {'cloudCover': 12.43, 'entityId': 'LC80030562014302LGN00'},\n",
" {'cloudCover': 0.5, 'entityId': 'LC81620272015171LGN00'},\n",
" {'cloudCover': 46.19, 'entityId': 'LC81390302015170LGN00'},\n",
" {'cloudCover': 87.8, 'entityId': 'LC82151082014315LGN00'},\n",
" {'cloudCover': 83.95, 'entityId': 'LC81510212015142LGN00'},\n",
" {'cloudCover': 21.99, 'entityId': 'LC80800752015156LGN00'},\n",
" {'cloudCover': 57.6, 'entityId': 'LC81450172015148LGN00'},\n",
" {'cloudCover': 0.01, 'entityId': 'LC81290432015068LGN00'},\n",
" {'cloudCover': 45.58, 'entityId': 'LC81160372015185LGN00'},\n",
" {'cloudCover': 74.54, 'entityId': 'LC80520082015168LGN00'},\n",
" {'cloudCover': 18.31, 'entityId': 'LC80050402015207LGN00'},\n",
" {'cloudCover': 0.01, 'entityId': 'LC80841192014309LGN00'},\n",
" {'cloudCover': 38.88, 'entityId': 'LC81260282015175LGN00'},\n",
" {'cloudCover': 70.9, 'entityId': 'LC81610152015148LGN00'},\n",
" {'cloudCover': 23.73, 'entityId': 'LC80080482015068LGN00'},\n",
" {'cloudCover': 87.67, 'entityId': 'LC81912472015198LGN00'},\n",
" {'cloudCover': 0.8, 'entityId': 'LC81870282015154LGN00'},\n",
" {'cloudCover': 60.89, 'entityId': 'LC80180232015170LGN00'},\n",
" {'cloudCover': 0.04, 'entityId': 'LC81280152014186LGN00'},\n",
" {'cloudCover': 83.44, 'entityId': 'LC80230172015173LGN00'},\n",
" {'cloudCover': 26.14, 'entityId': 'LC81430412015166LGN00'},\n",
" {'cloudCover': 15.78, 'entityId': 'LC81630422015066LGN00'},\n",
" {'cloudCover': 81.96, 'entityId': 'LC80060242015198LGN00'},\n",
" {'cloudCover': 11.12, 'entityId': 'LC80010822015163LGN00'},\n",
" {'cloudCover': 74.72, 'entityId': 'LC80080602015164LGN00'},\n",
" {'cloudCover': 88.46, 'entityId': 'LC80220382015070LGN00'},\n",
" {'cloudCover': 16.41, 'entityId': 'LC81490412015176LGN00'},\n",
" {'cloudCover': 60.47, 'entityId': 'LC81990172015190LGN00'},\n",
" {'cloudCover': 91.88, 'entityId': 'LC82240072015189LGN00'},\n",
" {'cloudCover': 66.45, 'entityId': 'LC81400122015065LGN00'},\n",
" {'cloudCover': 76.93, 'entityId': 'LC81580742014316LGN00'},\n",
" {'cloudCover': 0.07, 'entityId': 'LC81520302015197LGN00'},\n",
" {'cloudCover': 4.71, 'entityId': 'LC81411092015072LGN00'},\n",
" {'cloudCover': 45.26, 'entityId': 'LC81880262015209LGN00'},\n",
" {'cloudCover': 3.52, 'entityId': 'LC81250412013338LGN00'},\n",
" {'cloudCover': 12.84, 'entityId': 'LC80440322015160LGN00'},\n",
" {'cloudCover': 12.35, 'entityId': 'LC80950752015150LGN00'},\n",
" {'cloudCover': 7.34, 'entityId': 'LC81810372015192LGN00'},\n",
" {'cloudCover': 54.31, 'entityId': 'LC81331122015064LGN00'},\n",
" {'cloudCover': 82.83, 'entityId': 'LC82320572015181LGN00'},\n",
" {'cloudCover': 19.1, 'entityId': 'LC80260312015162LGN00'},\n",
" {'cloudCover': 87.26, 'entityId': 'LC81980022015151LGN00'},\n",
" {'cloudCover': 91.41, 'entityId': 'LC82270612015146LGN00'},\n",
" {'cloudCover': 1.98, 'entityId': 'LC81800372015153LGN00'},\n",
" {'cloudCover': 8.47, 'entityId': 'LC80020712015170LGN00'},\n",
" {'cloudCover': 5.92, 'entityId': 'LC80250422015187LGN00'},\n",
" {'cloudCover': 87.35, 'entityId': 'LC81710132015170LGN00'},\n",
" {'cloudCover': 33.8, 'entityId': 'LC81250272015184LGN00'},\n",
" {'cloudCover': nan, 'entityId': 'LC81591852015070LGN00'},\n",
" {'cloudCover': 86.65, 'entityId': 'LC80170502015163LGN00'},\n",
" {'cloudCover': 47.52, 'entityId': 'LC81720162015193LGN00'},\n",
" {'cloudCover': 77.47, 'entityId': 'LC81450132015164LGN00'},\n",
" {'cloudCover': 43.53, 'entityId': 'LC80120112015192LGN00'},\n",
" {'cloudCover': 3.94, 'entityId': 'LC81170242015064LGN00'},\n",
" {'cloudCover': 3.03, 'entityId': 'LC81450332015148LGN00'},\n",
" {'cloudCover': 63.85, 'entityId': 'LC80050232015191LGN00'},\n",
" {'cloudCover': 23.83, 'entityId': 'LC81840202015165LGN00'},\n",
" {'cloudCover': 8.56, 'entityId': 'LC80460272015190LGN00'},\n",
" {'cloudCover': 45.95, 'entityId': 'LC81180562015199LGN00'},\n",
" {'cloudCover': 43.43, 'entityId': 'LC82270662015194LGN00'},\n",
" {'cloudCover': 89.15, 'entityId': 'LC81670252014315LGN00'},\n",
" {'cloudCover': 83.66, 'entityId': 'LC80010922015147LGN00'},\n",
" {'cloudCover': 15.27, 'entityId': 'LC81590702015150LGN00'},\n",
" {'cloudCover': 67.74, 'entityId': 'LC80490212015067LGN00'},\n",
" {'cloudCover': 58.11, 'entityId': 'LC81440302015157LGN00'},\n",
" {'cloudCover': 9.76, 'entityId': 'LC81160262015201LGN00'},\n",
" {'cloudCover': 19.91, 'entityId': 'LC81020672015183LGN00'},\n",
" {'cloudCover': 0.0, 'entityId': 'LC81930452015164LGN00'},\n",
" {'cloudCover': 73.31, 'entityId': 'LC80090592015155LGN00'},\n",
" {'cloudCover': 3.84, 'entityId': 'LC82330142015188LGN00'},\n",
" {'cloudCover': 72.49, 'entityId': 'LC81630172015162LGN00'},\n",
" {'cloudCover': 67.07, 'entityId': 'LC81240522015177LGN00'},\n",
" {'cloudCover': nan, 'entityId': 'LC81672212015142LGN00'},\n",
" {'cloudCover': 79.84, 'entityId': 'LC80390102015141LGN00'},\n",
" {'cloudCover': 56.06, 'entityId': 'LC81770362015068LGN00'},\n",
" {'cloudCover': 66.71, 'entityId': 'LC80090542015155LGN00'},\n",
" {'cloudCover': 94.08, 'entityId': 'LC80990612015178LGN00'},\n",
" {'cloudCover': 5.5, 'entityId': 'LC81910532015182LGN00'},\n",
" {'cloudCover': 30.31, 'entityId': 'LC80660742015170LGN00'},\n",
" {'cloudCover': 7.63, 'entityId': 'LC80330082015067LGN00'},\n",
" {'cloudCover': 23.22, 'entityId': 'LC80660112015202LGN00'},\n",
" {'cloudCover': 5.08, 'entityId': 'LC80260322015066LGN00'},\n",
" {'cloudCover': 99.03, 'entityId': 'LC80140272015158LGN00'},\n",
" {'cloudCover': 59.07, 'entityId': 'LC82331132014313LGN00'},\n",
" {'cloudCover': 0.77, 'entityId': 'LC81840472015181LGN00'},\n",
" {'cloudCover': 70.68, 'entityId': 'LC81160502015169LGN00'},\n",
" {'cloudCover': 0.34, 'entityId': 'LC81130122015068LGN00'},\n",
" {'cloudCover': 91.41, 'entityId': 'LC81420092015175LGN00'},\n",
" {'cloudCover': 98.47, 'entityId': 'LC80120292015064LGN00'},\n",
" {'cloudCover': 91.85, 'entityId': 'LC80910652015185LGN00'},\n",
" {'cloudCover': 1.1, 'entityId': 'LC81100752015191LGN00'},\n",
" {'cloudCover': 78.15, 'entityId': 'LC81350232014315LGN00'},\n",
" {'cloudCover': 81.29, 'entityId': 'LC81650032015192LGN00'},\n",
" {'cloudCover': 79.47, 'entityId': 'LC80830102015193LGN00'},\n",
" {'cloudCover': 0.14, 'entityId': 'LC81070712015170LGN00'},\n",
" {'cloudCover': 54.68, 'entityId': 'LC81850202015172LGN00'},\n",
" {'cloudCover': nan, 'entityId': 'LC81422122015207LGN00'},\n",
" {'cloudCover': 2.33, 'entityId': 'LC81250312015184LGN00'},\n",
" {'cloudCover': 93.26, 'entityId': 'LC82280052015201LGN00'},\n",
" {'cloudCover': 34.87, 'entityId': 'LC80330202015195LGN00'},\n",
" {'cloudCover': 1.68, 'entityId': 'LC81720332015193LGN00'},\n",
" {'cloudCover': 48.68, 'entityId': 'LC81971192014317LGN00'},\n",
" {'cloudCover': 17.66, 'entityId': 'LC80410092015203LGN00'},\n",
" {'cloudCover': 54.03, 'entityId': 'LC81010832015176LGN00'},\n",
" {'cloudCover': 74.58, 'entityId': 'LC80140102015158LGN00'},\n",
" {'cloudCover': 48.28, 'entityId': 'LC80810112015147LGN00'},\n",
" {'cloudCover': 45.81, 'entityId': 'LC80530762015207LGN00'},\n",
" {'cloudCover': 0.13, 'entityId': 'LC81720662015177LGN00'},\n",
" {'cloudCover': 80.1, 'entityId': 'LC80100622015066LGN00'},\n",
" {'cloudCover': 0.0, 'entityId': 'LC81000772015201LGN00'},\n",
" {'cloudCover': 48.01, 'entityId': 'LC81580232015207LGN00'},\n",
" {'cloudCover': 64.34, 'entityId': 'LC81300412015155LGN00'},\n",
" {'cloudCover': 0.01, 'entityId': 'LC80280252015144LGN00'},\n",
" {'cloudCover': 93.2, 'entityId': 'LC80120322015160LGN00'},\n",
" {'cloudCover': 43.76, 'entityId': 'LC80700802015150LGN00'},\n",
" {'cloudCover': 0.01, 'entityId': 'LC81720342015161LGN00'},\n",
" {'cloudCover': 67.65, 'entityId': 'LC80830122015161LGN00'},\n",
" {'cloudCover': 0.0, 'entityId': 'LC81060782015179LGN00'},\n",
" {'cloudCover': 0.0, 'entityId': 'LC82330102015188LGN00'},\n",
" {'cloudCover': 1.85, 'entityId': 'LC80380342015182LGN00'},\n",
" {'cloudCover': 44.54, 'entityId': 'LC80380142015182LGN00'},\n",
" {'cloudCover': 9.89, 'entityId': 'LC81760352015173LGN00'},\n",
" {'cloudCover': 81.99, 'entityId': 'LC80280262015160LGN00'},\n",
" {'cloudCover': 84.29, 'entityId': 'LC81370102015172LGN00'},\n",
" {'cloudCover': 19.01, 'entityId': 'LC80390322015173LGN00'},\n",
" {'cloudCover': 0.77, 'entityId': 'LC80400362015068LGN00'},\n",
" {'cloudCover': 3.05, 'entityId': 'LC82330772014313LGN00'},\n",
" {'cloudCover': 0.01, 'entityId': 'LC81600342015173LGN00'},\n",
" {'cloudCover': 15.23, 'entityId': 'LC80950612015150LGN00'},\n",
" {'cloudCover': 5.13, 'entityId': 'LC80030702015161LGN00'},\n",
" {'cloudCover': 0.02, 'entityId': 'LC81320192015185LGN00'},\n",
" {'cloudCover': 18.51, 'entityId': 'LC80040102015168LGN00'},\n",
" {'cloudCover': 30.54, 'entityId': 'LC81300272015203LGN00'},\n",
" {'cloudCover': 0.02, 'entityId': 'LC81930412015068LGN00'},\n",
" {'cloudCover': nan, 'entityId': 'LC81132092015164LGN00'},\n",
" {'cloudCover': 3.15, 'entityId': 'LC81371182014313LGN00'},\n",
" {'cloudCover': 0.93, 'entityId': 'LC81021142015071LGN00'},\n",
" {'cloudCover': 68.16, 'entityId': 'LC80720742015164LGN00'},\n",
" {'cloudCover': 0.01, 'entityId': 'LC80921142015065LGN00'}]"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"[\n",
" {\n",
" \"entityId\": m['entityId'],\n",
" \"cloudCover\": float(m[\"extended\"][\"Scene Cloud Cover\"]) if m[\"extended\"][\"Scene Cloud Cover\"] != \"N/A\" else float('nan')\n",
" }\n",
" for m in metadata\n",
"]"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# Determine the rows (indices) to remove. The assumption is that\n",
"# the most recent entries have the most-correct cloud cover values\n",
"\n",
"indices = []\n",
"for key, values in groups.groups.iteritems():\n",
" \n",
" while len(values) > 1:\n",
" idx = values.pop(0)\n",
" indices.append(idx)"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"58042"
]
},
"execution_count": 79,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(indices)"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"dfp = df.drop(df.index[indices])"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"439680"
]
},
"execution_count": 80,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(dfp)"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"497722"
]
},
"execution_count": 81,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(df)"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"58042"
]
},
"execution_count": 82,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(df) - len(dfp)"
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Sanity check. Check for duplicates in the new dataframe\n",
"\n",
"duplicates = dfp[dfp.duplicated('entityId')]['entityId']"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"0"
]
},
"execution_count": 85,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(duplicates)"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"dfp.to_csv('scene_list_reduced', index=False)"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"entityId,acquisitionDate,cloudCover,processingLevel,path,row,min_lat,min_lon,max_lat,max_lon,download_url\r\n",
"LC80101172015002LGN00,2015-01-02 15:49:05.571384,80.81,L1GT,10,117,-79.09923,-139.66082,-77.7544,-125.09297,https://s3-us-west-2.amazonaws.com/landsat-pds/L8/010/117/LC80101172015002LGN00/index.html\r\n",
"LC80260392015002LGN00,2015-01-02 16:56:51.399666,90.84,L1GT,26,39,29.23106,-97.48576,31.36421,-95.16029,https://s3-us-west-2.amazonaws.com/landsat-pds/L8/026/039/LC80260392015002LGN00/index.html\r\n",
"LC82270742015002LGN00,2015-01-02 13:53:02.047000,83.44,L1GT,227,74,-21.28598,-59.27736,-19.17398,-57.07423,https://s3-us-west-2.amazonaws.com/landsat-pds/L8/227/074/LC82270742015002LGN00/index.html\r\n",
"LC82270732015002LGN00,2015-01-02 13:52:38.110317,52.29,L1T,227,73,-19.84365,-58.93258,-17.73324,-56.74692,https://s3-us-west-2.amazonaws.com/landsat-pds/L8/227/073/LC82270732015002LGN00/index.html\r\n",
"LC82270622015002LGN00,2015-01-02 13:48:14.888002,38.85,L1T,227,62,-3.95294,-55.38896,-1.84491,-53.32906,https://s3-us-west-2.amazonaws.com/landsat-pds/L8/227/062/LC82270622015002LGN00/index.html\r\n",
"LC82111152015002LGN00,2015-01-02 12:30:31.546373,22.93,L1GT,211,115,-78.54179,-79.36148,-75.51003,-69.81645,https://s3-us-west-2.amazonaws.com/landsat-pds/L8/211/115/LC82111152015002LGN00/index.html\r\n",
"LC81791202015002LGN00,2015-01-02 09:14:45.379039,7.67,L1GT,179,120,-82.84799,-65.43056,-79.86348,-54.33202,https://s3-us-west-2.amazonaws.com/landsat-pds/L8/179/120/LC81791202015002LGN00/index.html\r\n",
"LC82111112015002LGN00,2015-01-02 12:28:55.652837,43.43,L1GT,211,111,-73.85499,-65.855,-70.55727,-59.24916,https://s3-us-west-2.amazonaws.com/landsat-pds/L8/211/111/LC82111112015002LGN00/index.html\r\n",
"LC81950292015002LGN00,2015-01-02 10:17:20.151732,21.02,L1T,195,29,43.48235,5.34729,45.65222,8.42201,https://s3-us-west-2.amazonaws.com/landsat-pds/L8/195/029/LC81950292015002LGN00/index.html\r\n"
]
}
],
"source": [
"! head -n 10 scene_list_reduced"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"entityId,acquisitionDate,cloudCover,processingLevel,path,row,min_lat,min_lon,max_lat,max_lon,download_url\r\n",
"LC80101172015002LGN00,2015-01-02 15:49:05.571384,80.81,L1GT,10,117,-79.09923,-139.66082,-77.7544,-125.09297,https://s3-us-west-2.amazonaws.com/landsat-pds/L8/010/117/LC80101172015002LGN00/index.html\r\n",
"LC80260392015002LGN00,2015-01-02 16:56:51.399666,90.84,L1GT,26,39,29.23106,-97.48576,31.36421,-95.16029,https://s3-us-west-2.amazonaws.com/landsat-pds/L8/026/039/LC80260392015002LGN00/index.html\r\n",
"LC82270742015002LGN00,2015-01-02 13:53:02.047000,83.44,L1GT,227,74,-21.28598,-59.27736,-19.17398,-57.07423,https://s3-us-west-2.amazonaws.com/landsat-pds/L8/227/074/LC82270742015002LGN00/index.html\r\n",
"LC82270732015002LGN00,2015-01-02 13:52:38.110317,52.29,L1T,227,73,-19.84365,-58.93258,-17.73324,-56.74692,https://s3-us-west-2.amazonaws.com/landsat-pds/L8/227/073/LC82270732015002LGN00/index.html\r\n",
"LC82270622015002LGN00,2015-01-02 13:48:14.888002,38.85,L1T,227,62,-3.95294,-55.38896,-1.84491,-53.32906,https://s3-us-west-2.amazonaws.com/landsat-pds/L8/227/062/LC82270622015002LGN00/index.html\r\n",
"LC82111152015002LGN00,2015-01-02 12:30:31.546373,22.93,L1GT,211,115,-78.54179,-79.36148,-75.51003,-69.81645,https://s3-us-west-2.amazonaws.com/landsat-pds/L8/211/115/LC82111152015002LGN00/index.html\r\n",
"LC81791202015002LGN00,2015-01-02 09:14:45.379039,7.67,L1GT,179,120,-82.84799,-65.43056,-79.86348,-54.33202,https://s3-us-west-2.amazonaws.com/landsat-pds/L8/179/120/LC81791202015002LGN00/index.html\r\n",
"LC82111112015002LGN00,2015-01-02 12:28:55.652837,43.43,L1GT,211,111,-73.85499,-65.855,-70.55727,-59.24916,https://s3-us-west-2.amazonaws.com/landsat-pds/L8/211/111/LC82111112015002LGN00/index.html\r\n",
"LC81950292015002LGN00,2015-01-02 10:17:20.151732,21.02,L1T,195,29,43.48235,5.34729,45.65222,8.42201,https://s3-us-west-2.amazonaws.com/landsat-pds/L8/195/029/LC81950292015002LGN00/index.html\r\n"
]
}
],
"source": [
"! head -n 10 scene_list"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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