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Bundle.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import sys\n",
"sys.path.insert(0, '../')\n",
"\n",
"from sippy.examples import get_path\n",
"from sippy.examples import available\n",
"from sippy.control.control import BundleAdjust\n",
"\n",
"%load_ext autoreload\n",
"%autoreload 2"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"flist = get_path('compiles.lis')\n",
"cnet = get_path('compiles.net')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"solve_radius True\n",
"error_propagation True\n",
"instrument_pointing_option NoPointingFactors\n",
"outlier_rejection True\n",
"global_apriori_radius_sigma 100.0\n"
]
}
],
"source": [
"bundle_parameters = {'solve_radius': True,\n",
" 'error_propagation': True,\n",
" 'instrument_pointing_option': 'Angles',\n",
" 'outlier_rejection': True,\n",
" 'global_apriori_radius_sigma': 100.}\n",
"\n",
"# Global Apriori Radius Sigma is not setting properly either.\n",
"bun = BundleAdjust(settings=bundle_parameters)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"-1.797693134862315e+308"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"bun.global_apriori_lat_sigma"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"results, df = bun.bundle(cnet, flist)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>id</th>\n",
" <th>file_name</th>\n",
" <th>serial_num</th>\n",
" <th>focal_plane_measuredX(mm)</th>\n",
" <th>focal_plane_measuredY(mm)</th>\n",
" <th>sample</th>\n",
" <th>line</th>\n",
" <th>sample_residual</th>\n",
" <th>line_residual</th>\n",
" <th>residual_magnitude</th>\n",
" <th>is_rejected</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0297_crop.cub</td>\n",
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" <td>25.846137</td>\n",
" <td>-28.084239</td>\n",
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" <td>1.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0297_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:02.243</td>\n",
" <td>1.181693</td>\n",
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" <td>116.933658</td>\n",
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" <td>1.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0298_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:27.457</td>\n",
" <td>-24.623485</td>\n",
" <td>1.266302</td>\n",
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" <td>25.371672</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0299_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:52.669</td>\n",
" <td>-49.800963</td>\n",
" <td>1.479331</td>\n",
" <td>440.136566</td>\n",
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" <td>16.956611</td>\n",
" <td>-17.700906</td>\n",
" <td>24.512216</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>2.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0297_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:02.243</td>\n",
" <td>-0.807756</td>\n",
" <td>-22.910742</td>\n",
" <td>226.861618</td>\n",
" <td>180.037949</td>\n",
" <td>-8.311933</td>\n",
" <td>-14.566864</td>\n",
" <td>16.771457</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>2.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0298_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:27.457</td>\n",
" <td>-26.424382</td>\n",
" <td>-22.818694</td>\n",
" <td>297.482971</td>\n",
" <td>118.483200</td>\n",
" <td>8.042918</td>\n",
" <td>14.920707</td>\n",
" <td>16.950399</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>3.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0297_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:02.243</td>\n",
" <td>-13.457865</td>\n",
" <td>-30.945801</td>\n",
" <td>385.375702</td>\n",
" <td>79.249878</td>\n",
" <td>5.704013</td>\n",
" <td>-3.154715</td>\n",
" <td>6.518282</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>3.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0298_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:27.457</td>\n",
" <td>-37.980556</td>\n",
" <td>-30.741603</td>\n",
" <td>442.269562</td>\n",
" <td>19.211102</td>\n",
" <td>-5.667973</td>\n",
" <td>2.859932</td>\n",
" <td>6.348632</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>4.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0297_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:02.243</td>\n",
" <td>-11.462222</td>\n",
" <td>-30.514285</td>\n",
" <td>360.365540</td>\n",
" <td>84.668312</td>\n",
" <td>3.534105</td>\n",
" <td>-9.419914</td>\n",
" <td>10.061048</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>4.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0298_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:27.457</td>\n",
" <td>-36.189678</td>\n",
" <td>-30.289820</td>\n",
" <td>419.848907</td>\n",
" <td>24.857239</td>\n",
" <td>-3.534349</td>\n",
" <td>9.245516</td>\n",
" <td>9.898040</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>5.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0297_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:02.243</td>\n",
" <td>-10.762302</td>\n",
" <td>-30.456772</td>\n",
" <td>351.594513</td>\n",
" <td>85.392036</td>\n",
" <td>2.790938</td>\n",
" <td>-10.875534</td>\n",
" <td>11.227937</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>5.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0298_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:27.457</td>\n",
" <td>-35.569837</td>\n",
" <td>-30.232730</td>\n",
" <td>412.086761</td>\n",
" <td>25.568874</td>\n",
" <td>-2.803253</td>\n",
" <td>10.738373</td>\n",
" <td>11.098238</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>6.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0297_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:02.243</td>\n",
" <td>11.025317</td>\n",
" <td>-30.114901</td>\n",
" <td>78.599762</td>\n",
" <td>89.678108</td>\n",
" <td>-91.968624</td>\n",
" <td>-6.361085</td>\n",
" <td>92.188347</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>6.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0298_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:27.457</td>\n",
" <td>-14.172126</td>\n",
" <td>-30.125252</td>\n",
" <td>143.948090</td>\n",
" <td>26.942017</td>\n",
" <td>-0.502028</td>\n",
" <td>0.399035</td>\n",
" <td>0.641296</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>6.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0299_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:52.669</td>\n",
" <td>-38.998010</td>\n",
" <td>-29.582937</td>\n",
" <td>304.791779</td>\n",
" <td>71.286430</td>\n",
" <td>0.514752</td>\n",
" <td>-0.378438</td>\n",
" <td>0.638893</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>7.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0297_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:02.243</td>\n",
" <td>-16.042069</td>\n",
" <td>-21.747832</td>\n",
" <td>417.715363</td>\n",
" <td>194.561478</td>\n",
" <td>-1.454138</td>\n",
" <td>-7.064485</td>\n",
" <td>7.212590</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>7.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0298_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:27.457</td>\n",
" <td>-40.640657</td>\n",
" <td>-21.559802</td>\n",
" <td>475.634430</td>\n",
" <td>134.244049</td>\n",
" <td>1.436541</td>\n",
" <td>7.112177</td>\n",
" <td>7.255805</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>8.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0297_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:02.243</td>\n",
" <td>-13.929233</td>\n",
" <td>-30.913932</td>\n",
" <td>391.282745</td>\n",
" <td>79.647682</td>\n",
" <td>6.425613</td>\n",
" <td>-4.610411</td>\n",
" <td>7.908501</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>8.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0298_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:27.457</td>\n",
" <td>-38.388031</td>\n",
" <td>-30.685063</td>\n",
" <td>447.371338</td>\n",
" <td>19.922466</td>\n",
" <td>-6.394673</td>\n",
" <td>4.286191</td>\n",
" <td>7.698265</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>9.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0297_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:02.243</td>\n",
" <td>-16.042069</td>\n",
" <td>-21.747832</td>\n",
" <td>417.715363</td>\n",
" <td>194.561478</td>\n",
" <td>-1.454138</td>\n",
" <td>-7.064485</td>\n",
" <td>7.212590</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>9.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0298_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:27.457</td>\n",
" <td>-40.640657</td>\n",
" <td>-21.559802</td>\n",
" <td>475.634430</td>\n",
" <td>134.244049</td>\n",
" <td>1.436541</td>\n",
" <td>7.112177</td>\n",
" <td>7.255805</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>10.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0297_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:02.243</td>\n",
" <td>-15.542510</td>\n",
" <td>-17.578605</td>\n",
" <td>411.431183</td>\n",
" <td>246.822876</td>\n",
" <td>-3.535525</td>\n",
" <td>-3.358440</td>\n",
" <td>4.876378</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>10.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0298_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:27.457</td>\n",
" <td>-40.153297</td>\n",
" <td>-17.426582</td>\n",
" <td>469.542603</td>\n",
" <td>186.032074</td>\n",
" <td>3.492566</td>\n",
" <td>3.531340</td>\n",
" <td>4.966727</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>11.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0297_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:02.243</td>\n",
" <td>-7.995973</td>\n",
" <td>-13.133656</td>\n",
" <td>316.872009</td>\n",
" <td>302.552277</td>\n",
" <td>-12.282548</td>\n",
" <td>-1.312854</td>\n",
" <td>12.352513</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>11.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0298_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:27.457</td>\n",
" <td>-33.340294</td>\n",
" <td>-13.042610</td>\n",
" <td>384.150696</td>\n",
" <td>240.980316</td>\n",
" <td>11.948229</td>\n",
" <td>2.087806</td>\n",
" <td>12.129266</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>12.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0297_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:02.243</td>\n",
" <td>-5.502181</td>\n",
" <td>0.672380</td>\n",
" <td>285.626526</td>\n",
" <td>475.436035</td>\n",
" <td>-20.890295</td>\n",
" <td>35.129263</td>\n",
" <td>40.871378</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>12.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0298_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:27.457</td>\n",
" <td>-31.100792</td>\n",
" <td>0.681818</td>\n",
" <td>356.044098</td>\n",
" <td>412.960327</td>\n",
" <td>19.660962</td>\n",
" <td>-32.336653</td>\n",
" <td>37.844584</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>13.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0297_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:02.243</td>\n",
" <td>-16.142601</td>\n",
" <td>-4.476266</td>\n",
" <td>418.896851</td>\n",
" <td>410.960419</td>\n",
" <td>-12.973266</td>\n",
" <td>23.916395</td>\n",
" <td>27.208446</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>13.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0298_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:27.457</td>\n",
" <td>-40.858469</td>\n",
" <td>-4.467104</td>\n",
" <td>478.385315</td>\n",
" <td>348.432281</td>\n",
" <td>12.498452</td>\n",
" <td>-22.526945</td>\n",
" <td>25.761882</td>\n",
" <td>False</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>276</th>\n",
" <td>129.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0298_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:27.457</td>\n",
" <td>-26.752722</td>\n",
" <td>-22.817006</td>\n",
" <td>301.598938</td>\n",
" <td>118.502808</td>\n",
" <td>-2.993204</td>\n",
" <td>3.378389</td>\n",
" <td>4.513622</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>277</th>\n",
" <td>129.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0299_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:52.669</td>\n",
" <td>-51.658149</td>\n",
" <td>-22.278748</td>\n",
" <td>463.232483</td>\n",
" <td>162.883514</td>\n",
" <td>3.118052</td>\n",
" <td>-3.273851</td>\n",
" <td>4.521100</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>278</th>\n",
" <td>130.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0298_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:27.457</td>\n",
" <td>-27.561300</td>\n",
" <td>-27.973064</td>\n",
" <td>311.750214</td>\n",
" <td>53.872265</td>\n",
" <td>1.009596</td>\n",
" <td>11.336020</td>\n",
" <td>11.380889</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>279</th>\n",
" <td>130.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0299_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:52.669</td>\n",
" <td>-52.373514</td>\n",
" <td>-27.379303</td>\n",
" <td>472.096161</td>\n",
" <td>99.040115</td>\n",
" <td>-0.825808</td>\n",
" <td>-11.612903</td>\n",
" <td>11.642228</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>280</th>\n",
" <td>131.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0298_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:27.457</td>\n",
" <td>-6.852861</td>\n",
" <td>-15.454378</td>\n",
" <td>52.186581</td>\n",
" <td>210.886810</td>\n",
" <td>-13.887016</td>\n",
" <td>-10.976257</td>\n",
" <td>17.701058</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>281</th>\n",
" <td>131.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0299_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:52.669</td>\n",
" <td>-32.275499</td>\n",
" <td>-15.131305</td>\n",
" <td>220.581467</td>\n",
" <td>252.364182</td>\n",
" <td>13.643231</td>\n",
" <td>11.775381</td>\n",
" <td>18.022135</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>282</th>\n",
" <td>132.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0298_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:27.457</td>\n",
" <td>-3.854705</td>\n",
" <td>-14.038300</td>\n",
" <td>14.636569</td>\n",
" <td>228.635056</td>\n",
" <td>-16.883874</td>\n",
" <td>-12.400101</td>\n",
" <td>20.948215</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>283</th>\n",
" <td>132.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0299_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:52.669</td>\n",
" <td>-29.282196</td>\n",
" <td>-13.730845</td>\n",
" <td>183.045486</td>\n",
" <td>269.927643</td>\n",
" <td>16.521697</td>\n",
" <td>13.368237</td>\n",
" <td>21.252676</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>284</th>\n",
" <td>133.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0298_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:27.457</td>\n",
" <td>-28.415964</td>\n",
" <td>-6.373431</td>\n",
" <td>322.382690</td>\n",
" <td>324.567902</td>\n",
" <td>-14.113464</td>\n",
" <td>5.652873</td>\n",
" <td>15.203449</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>285</th>\n",
" <td>133.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0299_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:52.669</td>\n",
" <td>-53.333728</td>\n",
" <td>-6.016817</td>\n",
" <td>484.302826</td>\n",
" <td>366.578979</td>\n",
" <td>14.392243</td>\n",
" <td>-4.843065</td>\n",
" <td>15.185254</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>286</th>\n",
" <td>134.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0298_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:27.457</td>\n",
" <td>-5.931360</td>\n",
" <td>3.803717</td>\n",
" <td>40.625824</td>\n",
" <td>452.045288</td>\n",
" <td>-29.989550</td>\n",
" <td>26.208224</td>\n",
" <td>39.827680</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>287</th>\n",
" <td>134.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0299_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:52.669</td>\n",
" <td>-31.044580</td>\n",
" <td>3.993289</td>\n",
" <td>205.116638</td>\n",
" <td>492.007690</td>\n",
" <td>29.317867</td>\n",
" <td>-23.385196</td>\n",
" <td>37.502063</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>288</th>\n",
" <td>135.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0298_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:27.457</td>\n",
" <td>-5.931360</td>\n",
" <td>3.803717</td>\n",
" <td>40.625824</td>\n",
" <td>452.045288</td>\n",
" <td>-29.989550</td>\n",
" <td>26.208224</td>\n",
" <td>39.827680</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>289</th>\n",
" <td>135.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0299_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:52.669</td>\n",
" <td>-31.044580</td>\n",
" <td>3.993289</td>\n",
" <td>205.116638</td>\n",
" <td>492.007690</td>\n",
" <td>29.317867</td>\n",
" <td>-23.385196</td>\n",
" <td>37.502063</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>290</th>\n",
" <td>136.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0298_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:27.457</td>\n",
" <td>-15.376049</td>\n",
" <td>-9.034566</td>\n",
" <td>158.929306</td>\n",
" <td>291.278381</td>\n",
" <td>-15.054597</td>\n",
" <td>1.039677</td>\n",
" <td>15.090454</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>291</th>\n",
" <td>136.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0299_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:52.669</td>\n",
" <td>-40.776887</td>\n",
" <td>-8.750636</td>\n",
" <td>327.137451</td>\n",
" <td>332.309418</td>\n",
" <td>15.051327</td>\n",
" <td>-0.109492</td>\n",
" <td>15.051726</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>292</th>\n",
" <td>137.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0298_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:27.457</td>\n",
" <td>-3.767083</td>\n",
" <td>-11.267809</td>\n",
" <td>13.535419</td>\n",
" <td>263.339294</td>\n",
" <td>-19.301757</td>\n",
" <td>-8.596897</td>\n",
" <td>21.129706</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>293</th>\n",
" <td>137.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0299_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:52.669</td>\n",
" <td>-29.061404</td>\n",
" <td>-10.971754</td>\n",
" <td>180.265915</td>\n",
" <td>304.504211</td>\n",
" <td>18.922047</td>\n",
" <td>9.747116</td>\n",
" <td>21.284974</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>294</th>\n",
" <td>138.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0298_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:27.457</td>\n",
" <td>-13.858900</td>\n",
" <td>-15.556857</td>\n",
" <td>139.948959</td>\n",
" <td>209.574036</td>\n",
" <td>-11.500135</td>\n",
" <td>-5.890324</td>\n",
" <td>12.920876</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>295</th>\n",
" <td>138.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0299_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:52.669</td>\n",
" <td>-39.290249</td>\n",
" <td>-15.212461</td>\n",
" <td>308.507233</td>\n",
" <td>251.333389</td>\n",
" <td>11.446780</td>\n",
" <td>6.561154</td>\n",
" <td>13.193844</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>296</th>\n",
" <td>139.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0298_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:27.457</td>\n",
" <td>-4.244239</td>\n",
" <td>-11.582696</td>\n",
" <td>19.510603</td>\n",
" <td>259.394623</td>\n",
" <td>-17.415412</td>\n",
" <td>0.407820</td>\n",
" <td>17.420186</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>297</th>\n",
" <td>139.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0299_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:52.669</td>\n",
" <td>-29.528662</td>\n",
" <td>-11.374748</td>\n",
" <td>186.126572</td>\n",
" <td>299.452271</td>\n",
" <td>17.150329</td>\n",
" <td>0.726931</td>\n",
" <td>17.165727</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>298</th>\n",
" <td>140.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0298_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:27.457</td>\n",
" <td>-27.795675</td>\n",
" <td>-8.256787</td>\n",
" <td>314.609863</td>\n",
" <td>300.972443</td>\n",
" <td>-12.208321</td>\n",
" <td>12.415673</td>\n",
" <td>17.412411</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>299</th>\n",
" <td>140.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0299_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:52.669</td>\n",
" <td>-52.705641</td>\n",
" <td>-7.965378</td>\n",
" <td>476.444824</td>\n",
" <td>342.166504</td>\n",
" <td>12.508255</td>\n",
" <td>-11.716108</td>\n",
" <td>17.138368</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>300</th>\n",
" <td>141.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0298_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:27.457</td>\n",
" <td>-27.614029</td>\n",
" <td>-7.629836</td>\n",
" <td>312.330078</td>\n",
" <td>308.828522</td>\n",
" <td>-15.426029</td>\n",
" <td>-0.586579</td>\n",
" <td>15.437177</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>301</th>\n",
" <td>141.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0299_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:52.669</td>\n",
" <td>-52.672915</td>\n",
" <td>-7.224014</td>\n",
" <td>476.038727</td>\n",
" <td>351.453949</td>\n",
" <td>15.682422</td>\n",
" <td>1.448855</td>\n",
" <td>15.749207</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>302</th>\n",
" <td>142.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0298_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:27.457</td>\n",
" <td>-27.614029</td>\n",
" <td>-7.629836</td>\n",
" <td>312.330078</td>\n",
" <td>308.828522</td>\n",
" <td>-15.426029</td>\n",
" <td>-0.586579</td>\n",
" <td>15.437177</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>303</th>\n",
" <td>142.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0299_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:52.669</td>\n",
" <td>-52.672915</td>\n",
" <td>-7.224014</td>\n",
" <td>476.038727</td>\n",
" <td>351.453949</td>\n",
" <td>15.682422</td>\n",
" <td>1.448855</td>\n",
" <td>15.749207</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>304</th>\n",
" <td>143.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0298_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:27.457</td>\n",
" <td>-26.520462</td>\n",
" <td>-23.919880</td>\n",
" <td>298.692047</td>\n",
" <td>104.679642</td>\n",
" <td>-2.143801</td>\n",
" <td>4.857276</td>\n",
" <td>5.309333</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>305</th>\n",
" <td>143.0</td>\n",
" <td>../sippy/examples/Apollo15/AS15-M-0299_crop.cub</td>\n",
" <td>APOLLO15/METRIC/1971-07-31T01:25:52.669</td>\n",
" <td>-51.439304</td>\n",
" <td>-23.379388</td>\n",
" <td>460.483215</td>\n",
" <td>149.099915</td>\n",
" <td>2.274868</td>\n",
" <td>-4.821857</td>\n",
" <td>5.331541</td>\n",
" <td>False</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>306 rows × 11 columns</p>\n",
"</div>"
],
"text/plain": [
" id file_name \\\n",
"0 0.0 ../sippy/examples/Apollo15/AS15-M-0297_crop.cub \n",
"1 0.0 ../sippy/examples/Apollo15/AS15-M-0298_crop.cub \n",
"2 1.0 ../sippy/examples/Apollo15/AS15-M-0297_crop.cub \n",
"3 1.0 ../sippy/examples/Apollo15/AS15-M-0298_crop.cub \n",
"4 1.0 ../sippy/examples/Apollo15/AS15-M-0299_crop.cub \n",
"5 2.0 ../sippy/examples/Apollo15/AS15-M-0297_crop.cub \n",
"6 2.0 ../sippy/examples/Apollo15/AS15-M-0298_crop.cub \n",
"7 3.0 ../sippy/examples/Apollo15/AS15-M-0297_crop.cub \n",
"8 3.0 ../sippy/examples/Apollo15/AS15-M-0298_crop.cub \n",
"9 4.0 ../sippy/examples/Apollo15/AS15-M-0297_crop.cub \n",
"10 4.0 ../sippy/examples/Apollo15/AS15-M-0298_crop.cub \n",
"11 5.0 ../sippy/examples/Apollo15/AS15-M-0297_crop.cub \n",
"12 5.0 ../sippy/examples/Apollo15/AS15-M-0298_crop.cub \n",
"13 6.0 ../sippy/examples/Apollo15/AS15-M-0297_crop.cub \n",
"14 6.0 ../sippy/examples/Apollo15/AS15-M-0298_crop.cub \n",
"15 6.0 ../sippy/examples/Apollo15/AS15-M-0299_crop.cub \n",
"16 7.0 ../sippy/examples/Apollo15/AS15-M-0297_crop.cub \n",
"17 7.0 ../sippy/examples/Apollo15/AS15-M-0298_crop.cub \n",
"18 8.0 ../sippy/examples/Apollo15/AS15-M-0297_crop.cub \n",
"19 8.0 ../sippy/examples/Apollo15/AS15-M-0298_crop.cub \n",
"20 9.0 ../sippy/examples/Apollo15/AS15-M-0297_crop.cub \n",
"21 9.0 ../sippy/examples/Apollo15/AS15-M-0298_crop.cub \n",
"22 10.0 ../sippy/examples/Apollo15/AS15-M-0297_crop.cub \n",
"23 10.0 ../sippy/examples/Apollo15/AS15-M-0298_crop.cub \n",
"24 11.0 ../sippy/examples/Apollo15/AS15-M-0297_crop.cub \n",
"25 11.0 ../sippy/examples/Apollo15/AS15-M-0298_crop.cub \n",
"26 12.0 ../sippy/examples/Apollo15/AS15-M-0297_crop.cub \n",
"27 12.0 ../sippy/examples/Apollo15/AS15-M-0298_crop.cub \n",
"28 13.0 ../sippy/examples/Apollo15/AS15-M-0297_crop.cub \n",
"29 13.0 ../sippy/examples/Apollo15/AS15-M-0298_crop.cub \n",
".. ... ... \n",
"276 129.0 ../sippy/examples/Apollo15/AS15-M-0298_crop.cub \n",
"277 129.0 ../sippy/examples/Apollo15/AS15-M-0299_crop.cub \n",
"278 130.0 ../sippy/examples/Apollo15/AS15-M-0298_crop.cub \n",
"279 130.0 ../sippy/examples/Apollo15/AS15-M-0299_crop.cub \n",
"280 131.0 ../sippy/examples/Apollo15/AS15-M-0298_crop.cub \n",
"281 131.0 ../sippy/examples/Apollo15/AS15-M-0299_crop.cub \n",
"282 132.0 ../sippy/examples/Apollo15/AS15-M-0298_crop.cub \n",
"283 132.0 ../sippy/examples/Apollo15/AS15-M-0299_crop.cub \n",
"284 133.0 ../sippy/examples/Apollo15/AS15-M-0298_crop.cub \n",
"285 133.0 ../sippy/examples/Apollo15/AS15-M-0299_crop.cub \n",
"286 134.0 ../sippy/examples/Apollo15/AS15-M-0298_crop.cub \n",
"287 134.0 ../sippy/examples/Apollo15/AS15-M-0299_crop.cub \n",
"288 135.0 ../sippy/examples/Apollo15/AS15-M-0298_crop.cub \n",
"289 135.0 ../sippy/examples/Apollo15/AS15-M-0299_crop.cub \n",
"290 136.0 ../sippy/examples/Apollo15/AS15-M-0298_crop.cub \n",
"291 136.0 ../sippy/examples/Apollo15/AS15-M-0299_crop.cub \n",
"292 137.0 ../sippy/examples/Apollo15/AS15-M-0298_crop.cub \n",
"293 137.0 ../sippy/examples/Apollo15/AS15-M-0299_crop.cub \n",
"294 138.0 ../sippy/examples/Apollo15/AS15-M-0298_crop.cub \n",
"295 138.0 ../sippy/examples/Apollo15/AS15-M-0299_crop.cub \n",
"296 139.0 ../sippy/examples/Apollo15/AS15-M-0298_crop.cub \n",
"297 139.0 ../sippy/examples/Apollo15/AS15-M-0299_crop.cub \n",
"298 140.0 ../sippy/examples/Apollo15/AS15-M-0298_crop.cub \n",
"299 140.0 ../sippy/examples/Apollo15/AS15-M-0299_crop.cub \n",
"300 141.0 ../sippy/examples/Apollo15/AS15-M-0298_crop.cub \n",
"301 141.0 ../sippy/examples/Apollo15/AS15-M-0299_crop.cub \n",
"302 142.0 ../sippy/examples/Apollo15/AS15-M-0298_crop.cub \n",
"303 142.0 ../sippy/examples/Apollo15/AS15-M-0299_crop.cub \n",
"304 143.0 ../sippy/examples/Apollo15/AS15-M-0298_crop.cub \n",
"305 143.0 ../sippy/examples/Apollo15/AS15-M-0299_crop.cub \n",
"\n",
" serial_num focal_plane_measuredX(mm) \\\n",
"0 APOLLO15/METRIC/1971-07-31T01:25:02.243 9.382344 \n",
"1 APOLLO15/METRIC/1971-07-31T01:25:27.457 -16.416943 \n",
"2 APOLLO15/METRIC/1971-07-31T01:25:02.243 1.181693 \n",
"3 APOLLO15/METRIC/1971-07-31T01:25:27.457 -24.623485 \n",
"4 APOLLO15/METRIC/1971-07-31T01:25:52.669 -49.800963 \n",
"5 APOLLO15/METRIC/1971-07-31T01:25:02.243 -0.807756 \n",
"6 APOLLO15/METRIC/1971-07-31T01:25:27.457 -26.424382 \n",
"7 APOLLO15/METRIC/1971-07-31T01:25:02.243 -13.457865 \n",
"8 APOLLO15/METRIC/1971-07-31T01:25:27.457 -37.980556 \n",
"9 APOLLO15/METRIC/1971-07-31T01:25:02.243 -11.462222 \n",
"10 APOLLO15/METRIC/1971-07-31T01:25:27.457 -36.189678 \n",
"11 APOLLO15/METRIC/1971-07-31T01:25:02.243 -10.762302 \n",
"12 APOLLO15/METRIC/1971-07-31T01:25:27.457 -35.569837 \n",
"13 APOLLO15/METRIC/1971-07-31T01:25:02.243 11.025317 \n",
"14 APOLLO15/METRIC/1971-07-31T01:25:27.457 -14.172126 \n",
"15 APOLLO15/METRIC/1971-07-31T01:25:52.669 -38.998010 \n",
"16 APOLLO15/METRIC/1971-07-31T01:25:02.243 -16.042069 \n",
"17 APOLLO15/METRIC/1971-07-31T01:25:27.457 -40.640657 \n",
"18 APOLLO15/METRIC/1971-07-31T01:25:02.243 -13.929233 \n",
"19 APOLLO15/METRIC/1971-07-31T01:25:27.457 -38.388031 \n",
"20 APOLLO15/METRIC/1971-07-31T01:25:02.243 -16.042069 \n",
"21 APOLLO15/METRIC/1971-07-31T01:25:27.457 -40.640657 \n",
"22 APOLLO15/METRIC/1971-07-31T01:25:02.243 -15.542510 \n",
"23 APOLLO15/METRIC/1971-07-31T01:25:27.457 -40.153297 \n",
"24 APOLLO15/METRIC/1971-07-31T01:25:02.243 -7.995973 \n",
"25 APOLLO15/METRIC/1971-07-31T01:25:27.457 -33.340294 \n",
"26 APOLLO15/METRIC/1971-07-31T01:25:02.243 -5.502181 \n",
"27 APOLLO15/METRIC/1971-07-31T01:25:27.457 -31.100792 \n",
"28 APOLLO15/METRIC/1971-07-31T01:25:02.243 -16.142601 \n",
"29 APOLLO15/METRIC/1971-07-31T01:25:27.457 -40.858469 \n",
".. ... ... \n",
"276 APOLLO15/METRIC/1971-07-31T01:25:27.457 -26.752722 \n",
"277 APOLLO15/METRIC/1971-07-31T01:25:52.669 -51.658149 \n",
"278 APOLLO15/METRIC/1971-07-31T01:25:27.457 -27.561300 \n",
"279 APOLLO15/METRIC/1971-07-31T01:25:52.669 -52.373514 \n",
"280 APOLLO15/METRIC/1971-07-31T01:25:27.457 -6.852861 \n",
"281 APOLLO15/METRIC/1971-07-31T01:25:52.669 -32.275499 \n",
"282 APOLLO15/METRIC/1971-07-31T01:25:27.457 -3.854705 \n",
"283 APOLLO15/METRIC/1971-07-31T01:25:52.669 -29.282196 \n",
"284 APOLLO15/METRIC/1971-07-31T01:25:27.457 -28.415964 \n",
"285 APOLLO15/METRIC/1971-07-31T01:25:52.669 -53.333728 \n",
"286 APOLLO15/METRIC/1971-07-31T01:25:27.457 -5.931360 \n",
"287 APOLLO15/METRIC/1971-07-31T01:25:52.669 -31.044580 \n",
"288 APOLLO15/METRIC/1971-07-31T01:25:27.457 -5.931360 \n",
"289 APOLLO15/METRIC/1971-07-31T01:25:52.669 -31.044580 \n",
"290 APOLLO15/METRIC/1971-07-31T01:25:27.457 -15.376049 \n",
"291 APOLLO15/METRIC/1971-07-31T01:25:52.669 -40.776887 \n",
"292 APOLLO15/METRIC/1971-07-31T01:25:27.457 -3.767083 \n",
"293 APOLLO15/METRIC/1971-07-31T01:25:52.669 -29.061404 \n",
"294 APOLLO15/METRIC/1971-07-31T01:25:27.457 -13.858900 \n",
"295 APOLLO15/METRIC/1971-07-31T01:25:52.669 -39.290249 \n",
"296 APOLLO15/METRIC/1971-07-31T01:25:27.457 -4.244239 \n",
"297 APOLLO15/METRIC/1971-07-31T01:25:52.669 -29.528662 \n",
"298 APOLLO15/METRIC/1971-07-31T01:25:27.457 -27.795675 \n",
"299 APOLLO15/METRIC/1971-07-31T01:25:52.669 -52.705641 \n",
"300 APOLLO15/METRIC/1971-07-31T01:25:27.457 -27.614029 \n",
"301 APOLLO15/METRIC/1971-07-31T01:25:52.669 -52.672915 \n",
"302 APOLLO15/METRIC/1971-07-31T01:25:27.457 -27.614029 \n",
"303 APOLLO15/METRIC/1971-07-31T01:25:52.669 -52.672915 \n",
"304 APOLLO15/METRIC/1971-07-31T01:25:27.457 -26.520462 \n",
"305 APOLLO15/METRIC/1971-07-31T01:25:52.669 -51.439304 \n",
"\n",
" focal_plane_measuredY(mm) sample line sample_residual \\\n",
"0 -3.751587 99.272362 420.046387 -27.747794 \n",
"1 -3.768825 171.957535 357.225616 25.846137 \n",
"2 1.305832 201.949707 483.365997 -194.068527 \n",
"3 1.266302 274.818939 420.282867 -16.812454 \n",
"4 1.479331 440.136566 460.496155 16.956611 \n",
"5 -22.910742 226.861618 180.037949 -8.311933 \n",
"6 -22.818694 297.482971 118.483200 8.042918 \n",
"7 -30.945801 385.375702 79.249878 5.704013 \n",
"8 -30.741603 442.269562 19.211102 -5.667973 \n",
"9 -30.514285 360.365540 84.668312 3.534105 \n",
"10 -30.289820 419.848907 24.857239 -3.534349 \n",
"11 -30.456772 351.594513 85.392036 2.790938 \n",
"12 -30.232730 412.086761 25.568874 -2.803253 \n",
"13 -30.114901 78.599762 89.678108 -91.968624 \n",
"14 -30.125252 143.948090 26.942017 -0.502028 \n",
"15 -29.582937 304.791779 71.286430 0.514752 \n",
"16 -21.747832 417.715363 194.561478 -1.454138 \n",
"17 -21.559802 475.634430 134.244049 1.436541 \n",
"18 -30.913932 391.282745 79.647682 6.425613 \n",
"19 -30.685063 447.371338 19.922466 -6.394673 \n",
"20 -21.747832 417.715363 194.561478 -1.454138 \n",
"21 -21.559802 475.634430 134.244049 1.436541 \n",
"22 -17.578605 411.431183 246.822876 -3.535525 \n",
"23 -17.426582 469.542603 186.032074 3.492566 \n",
"24 -13.133656 316.872009 302.552277 -12.282548 \n",
"25 -13.042610 384.150696 240.980316 11.948229 \n",
"26 0.672380 285.626526 475.436035 -20.890295 \n",
"27 0.681818 356.044098 412.960327 19.660962 \n",
"28 -4.476266 418.896851 410.960419 -12.973266 \n",
"29 -4.467104 478.385315 348.432281 12.498452 \n",
".. ... ... ... ... \n",
"276 -22.817006 301.598938 118.502808 -2.993204 \n",
"277 -22.278748 463.232483 162.883514 3.118052 \n",
"278 -27.973064 311.750214 53.872265 1.009596 \n",
"279 -27.379303 472.096161 99.040115 -0.825808 \n",
"280 -15.454378 52.186581 210.886810 -13.887016 \n",
"281 -15.131305 220.581467 252.364182 13.643231 \n",
"282 -14.038300 14.636569 228.635056 -16.883874 \n",
"283 -13.730845 183.045486 269.927643 16.521697 \n",
"284 -6.373431 322.382690 324.567902 -14.113464 \n",
"285 -6.016817 484.302826 366.578979 14.392243 \n",
"286 3.803717 40.625824 452.045288 -29.989550 \n",
"287 3.993289 205.116638 492.007690 29.317867 \n",
"288 3.803717 40.625824 452.045288 -29.989550 \n",
"289 3.993289 205.116638 492.007690 29.317867 \n",
"290 -9.034566 158.929306 291.278381 -15.054597 \n",
"291 -8.750636 327.137451 332.309418 15.051327 \n",
"292 -11.267809 13.535419 263.339294 -19.301757 \n",
"293 -10.971754 180.265915 304.504211 18.922047 \n",
"294 -15.556857 139.948959 209.574036 -11.500135 \n",
"295 -15.212461 308.507233 251.333389 11.446780 \n",
"296 -11.582696 19.510603 259.394623 -17.415412 \n",
"297 -11.374748 186.126572 299.452271 17.150329 \n",
"298 -8.256787 314.609863 300.972443 -12.208321 \n",
"299 -7.965378 476.444824 342.166504 12.508255 \n",
"300 -7.629836 312.330078 308.828522 -15.426029 \n",
"301 -7.224014 476.038727 351.453949 15.682422 \n",
"302 -7.629836 312.330078 308.828522 -15.426029 \n",
"303 -7.224014 476.038727 351.453949 15.682422 \n",
"304 -23.919880 298.692047 104.679642 -2.143801 \n",
"305 -23.379388 460.483215 149.099915 2.274868 \n",
"\n",
" line_residual residual_magnitude is_rejected \n",
"0 31.539758 42.008289 False \n",
"1 -28.084239 38.167359 False \n",
"2 116.933658 226.574653 True \n",
"3 19.001661 25.371672 False \n",
"4 -17.700906 24.512216 False \n",
"5 -14.566864 16.771457 False \n",
"6 14.920707 16.950399 False \n",
"7 -3.154715 6.518282 False \n",
"8 2.859932 6.348632 False \n",
"9 -9.419914 10.061048 False \n",
"10 9.245516 9.898040 False \n",
"11 -10.875534 11.227937 False \n",
"12 10.738373 11.098238 False \n",
"13 -6.361085 92.188347 True \n",
"14 0.399035 0.641296 False \n",
"15 -0.378438 0.638893 False \n",
"16 -7.064485 7.212590 False \n",
"17 7.112177 7.255805 False \n",
"18 -4.610411 7.908501 False \n",
"19 4.286191 7.698265 False \n",
"20 -7.064485 7.212590 False \n",
"21 7.112177 7.255805 False \n",
"22 -3.358440 4.876378 False \n",
"23 3.531340 4.966727 False \n",
"24 -1.312854 12.352513 False \n",
"25 2.087806 12.129266 False \n",
"26 35.129263 40.871378 False \n",
"27 -32.336653 37.844584 False \n",
"28 23.916395 27.208446 False \n",
"29 -22.526945 25.761882 False \n",
".. ... ... ... \n",
"276 3.378389 4.513622 False \n",
"277 -3.273851 4.521100 False \n",
"278 11.336020 11.380889 False \n",
"279 -11.612903 11.642228 False \n",
"280 -10.976257 17.701058 False \n",
"281 11.775381 18.022135 False \n",
"282 -12.400101 20.948215 False \n",
"283 13.368237 21.252676 False \n",
"284 5.652873 15.203449 False \n",
"285 -4.843065 15.185254 False \n",
"286 26.208224 39.827680 False \n",
"287 -23.385196 37.502063 False \n",
"288 26.208224 39.827680 False \n",
"289 -23.385196 37.502063 False \n",
"290 1.039677 15.090454 False \n",
"291 -0.109492 15.051726 False \n",
"292 -8.596897 21.129706 False \n",
"293 9.747116 21.284974 False \n",
"294 -5.890324 12.920876 False \n",
"295 6.561154 13.193844 False \n",
"296 0.407820 17.420186 False \n",
"297 0.726931 17.165727 False \n",
"298 12.415673 17.412411 False \n",
"299 -11.716108 17.138368 False \n",
"300 -0.586579 15.437177 False \n",
"301 1.448855 15.749207 False \n",
"302 -0.586579 15.437177 False \n",
"303 1.448855 15.749207 False \n",
"304 4.857276 5.309333 False \n",
"305 -4.821857 5.331541 False \n",
"\n",
"[306 rows x 11 columns]"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.0"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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