|
|
@@ -117,11 +117,11 @@
|
|
|
},
|
|
|
{
|
|
|
"cell_type": "code",
|
|
|
- "execution_count": 4,
|
|
|
+ "execution_count": 33,
|
|
|
"metadata": {
|
|
|
"ExecuteTime": {
|
|
|
- "end_time": "2019-02-03T13:38:07.398423Z",
|
|
|
- "start_time": "2019-02-03T13:38:07.167804Z"
|
|
|
+ "end_time": "2019-02-03T13:45:11.971911Z",
|
|
|
+ "start_time": "2019-02-03T13:45:11.579117Z"
|
|
|
}
|
|
|
},
|
|
|
"outputs": [
|
|
|
@@ -257,7 +257,7 @@
|
|
|
"4 0.994 115000.0 0.000191 "
|
|
|
]
|
|
|
},
|
|
|
- "execution_count": 4,
|
|
|
+ "execution_count": 33,
|
|
|
"metadata": {},
|
|
|
"output_type": "execute_result"
|
|
|
}
|
|
|
@@ -840,11 +840,250 @@
|
|
|
},
|
|
|
{
|
|
|
"cell_type": "code",
|
|
|
- "execution_count": 26,
|
|
|
+ "execution_count": 36,
|
|
|
+ "metadata": {
|
|
|
+ "ExecuteTime": {
|
|
|
+ "end_time": "2019-02-03T13:46:21.264111Z",
|
|
|
+ "start_time": "2019-02-03T13:46:21.260115Z"
|
|
|
+ }
|
|
|
+ },
|
|
|
+ "outputs": [
|
|
|
+ {
|
|
|
+ "data": {
|
|
|
+ "text/plain": [
|
|
|
+ "Index(['range_diameter', 'diameter', 'range_absolute_magnitude',\n",
|
|
|
+ " 'absolute_magnitude', 'impact_energy', 'cumulative_number_greater',\n",
|
|
|
+ " 'number', 'impact_frequency', 'undiscovered_fraction',\n",
|
|
|
+ " 'undiscover_number', 'undiscovered_impact_frequency', 'min_diameter',\n",
|
|
|
+ " 'max_diameter'],\n",
|
|
|
+ " dtype='object')"
|
|
|
+ ]
|
|
|
+ },
|
|
|
+ "execution_count": 36,
|
|
|
+ "metadata": {},
|
|
|
+ "output_type": "execute_result"
|
|
|
+ }
|
|
|
+ ],
|
|
|
+ "source": [
|
|
|
+ "df.columns"
|
|
|
+ ]
|
|
|
+ },
|
|
|
+ {
|
|
|
+ "cell_type": "code",
|
|
|
+ "execution_count": 38,
|
|
|
"metadata": {
|
|
|
"ExecuteTime": {
|
|
|
- "end_time": "2019-02-03T13:43:15.675688Z",
|
|
|
- "start_time": "2019-02-03T13:43:15.645513Z"
|
|
|
+ "end_time": "2019-02-03T13:47:41.711527Z",
|
|
|
+ "start_time": "2019-02-03T13:47:41.691614Z"
|
|
|
+ }
|
|
|
+ },
|
|
|
+ "outputs": [
|
|
|
+ {
|
|
|
+ "data": {
|
|
|
+ "text/html": [
|
|
|
+ "<div>\n",
|
|
|
+ "<style scoped>\n",
|
|
|
+ " .dataframe tbody tr th:only-of-type {\n",
|
|
|
+ " vertical-align: middle;\n",
|
|
|
+ " }\n",
|
|
|
+ "\n",
|
|
|
+ " .dataframe tbody tr th {\n",
|
|
|
+ " 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>range_diameter</th>\n",
|
|
|
+ " <th>diameter</th>\n",
|
|
|
+ " <th>absolute_magnitude</th>\n",
|
|
|
+ " <th>impact_energy</th>\n",
|
|
|
+ " <th>number</th>\n",
|
|
|
+ " <th>impact_frequency</th>\n",
|
|
|
+ " <th>min_diameter</th>\n",
|
|
|
+ " <th>max_diameter</th>\n",
|
|
|
+ " </tr>\n",
|
|
|
+ " </thead>\n",
|
|
|
+ " <tbody>\n",
|
|
|
+ " <tr>\n",
|
|
|
+ " <th>0</th>\n",
|
|
|
+ " <td>.0200–.0251</td>\n",
|
|
|
+ " <td>0.0224</td>\n",
|
|
|
+ " <td>26.0</td>\n",
|
|
|
+ " <td>4.523-01</td>\n",
|
|
|
+ " <td>2850000.00</td>\n",
|
|
|
+ " <td>4.730000e-03</td>\n",
|
|
|
+ " <td>.0200</td>\n",
|
|
|
+ " <td>.0251</td>\n",
|
|
|
+ " </tr>\n",
|
|
|
+ " <tr>\n",
|
|
|
+ " <th>1</th>\n",
|
|
|
+ " <td>.0251–.0316</td>\n",
|
|
|
+ " <td>0.0282</td>\n",
|
|
|
+ " <td>25.5</td>\n",
|
|
|
+ " <td>9.02e-01</td>\n",
|
|
|
+ " <td>1350000.00</td>\n",
|
|
|
+ " <td>2.240000e-03</td>\n",
|
|
|
+ " <td>.0251</td>\n",
|
|
|
+ " <td>.0316</td>\n",
|
|
|
+ " </tr>\n",
|
|
|
+ " <tr>\n",
|
|
|
+ " <th>2</th>\n",
|
|
|
+ " <td>.0316–.0398</td>\n",
|
|
|
+ " <td>0.0355</td>\n",
|
|
|
+ " <td>25.0</td>\n",
|
|
|
+ " <td>1.80e+00</td>\n",
|
|
|
+ " <td>526000.00</td>\n",
|
|
|
+ " <td>8.730000e-04</td>\n",
|
|
|
+ " <td>.0316</td>\n",
|
|
|
+ " <td>.0398</td>\n",
|
|
|
+ " </tr>\n",
|
|
|
+ " <tr>\n",
|
|
|
+ " <th>3</th>\n",
|
|
|
+ " <td>.0398–.0501</td>\n",
|
|
|
+ " <td>0.0447</td>\n",
|
|
|
+ " <td>24.5</td>\n",
|
|
|
+ " <td>3.59e+00</td>\n",
|
|
|
+ " <td>263000.00</td>\n",
|
|
|
+ " <td>4.370000e-04</td>\n",
|
|
|
+ " <td>.0398</td>\n",
|
|
|
+ " <td>.0501</td>\n",
|
|
|
+ " </tr>\n",
|
|
|
+ " <tr>\n",
|
|
|
+ " <th>4</th>\n",
|
|
|
+ " <td>.0501–.0631</td>\n",
|
|
|
+ " <td>0.0562</td>\n",
|
|
|
+ " <td>24.0</td>\n",
|
|
|
+ " <td>7.16e+00</td>\n",
|
|
|
+ " <td>116000.00</td>\n",
|
|
|
+ " <td>1.930000e-04</td>\n",
|
|
|
+ " <td>.0501</td>\n",
|
|
|
+ " <td>.0631</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",
|
|
|
+ " </tr>\n",
|
|
|
+ " <tr>\n",
|
|
|
+ " <th>22</th>\n",
|
|
|
+ " <td>3.16–3.98</td>\n",
|
|
|
+ " <td>3.5500</td>\n",
|
|
|
+ " <td>15.0</td>\n",
|
|
|
+ " <td>1.80e+06</td>\n",
|
|
|
+ " <td>36.80</td>\n",
|
|
|
+ " <td>6.110000e-08</td>\n",
|
|
|
+ " <td>3.16</td>\n",
|
|
|
+ " <td>3.98</td>\n",
|
|
|
+ " </tr>\n",
|
|
|
+ " <tr>\n",
|
|
|
+ " <th>23</th>\n",
|
|
|
+ " <td>3.98–5.01</td>\n",
|
|
|
+ " <td>4.4700</td>\n",
|
|
|
+ " <td>14.5</td>\n",
|
|
|
+ " <td>3.59e+06</td>\n",
|
|
|
+ " <td>20.40</td>\n",
|
|
|
+ " <td>3.390000e-08</td>\n",
|
|
|
+ " <td>3.98</td>\n",
|
|
|
+ " <td>5.01</td>\n",
|
|
|
+ " </tr>\n",
|
|
|
+ " <tr>\n",
|
|
|
+ " <th>24</th>\n",
|
|
|
+ " <td>5.01–6.31</td>\n",
|
|
|
+ " <td>5.6200</td>\n",
|
|
|
+ " <td>14.0</td>\n",
|
|
|
+ " <td>7.16e+06</td>\n",
|
|
|
+ " <td>12.20</td>\n",
|
|
|
+ " <td>2.030000e-08</td>\n",
|
|
|
+ " <td>5.01</td>\n",
|
|
|
+ " <td>6.31</td>\n",
|
|
|
+ " </tr>\n",
|
|
|
+ " <tr>\n",
|
|
|
+ " <th>25</th>\n",
|
|
|
+ " <td>6.31–7.94</td>\n",
|
|
|
+ " <td>7.0800</td>\n",
|
|
|
+ " <td>13.5</td>\n",
|
|
|
+ " <td>1.43e+07</td>\n",
|
|
|
+ " <td>2.03</td>\n",
|
|
|
+ " <td>3.370000e-09</td>\n",
|
|
|
+ " <td>6.31</td>\n",
|
|
|
+ " <td>7.94</td>\n",
|
|
|
+ " </tr>\n",
|
|
|
+ " <tr>\n",
|
|
|
+ " <th>26</th>\n",
|
|
|
+ " <td>7.94–10.0</td>\n",
|
|
|
+ " <td>8.9100</td>\n",
|
|
|
+ " <td>13.0</td>\n",
|
|
|
+ " <td>2.85e+07</td>\n",
|
|
|
+ " <td>2.02</td>\n",
|
|
|
+ " <td>3.350000e-09</td>\n",
|
|
|
+ " <td>7.94</td>\n",
|
|
|
+ " <td>10.0</td>\n",
|
|
|
+ " </tr>\n",
|
|
|
+ " </tbody>\n",
|
|
|
+ "</table>\n",
|
|
|
+ "<p>27 rows × 8 columns</p>\n",
|
|
|
+ "</div>"
|
|
|
+ ],
|
|
|
+ "text/plain": [
|
|
|
+ " range_diameter diameter absolute_magnitude impact_energy number \\\n",
|
|
|
+ "0 .0200–.0251 0.0224 26.0 4.523-01 2850000.00 \n",
|
|
|
+ "1 .0251–.0316 0.0282 25.5 9.02e-01 1350000.00 \n",
|
|
|
+ "2 .0316–.0398 0.0355 25.0 1.80e+00 526000.00 \n",
|
|
|
+ "3 .0398–.0501 0.0447 24.5 3.59e+00 263000.00 \n",
|
|
|
+ "4 .0501–.0631 0.0562 24.0 7.16e+00 116000.00 \n",
|
|
|
+ ".. ... ... ... ... ... \n",
|
|
|
+ "22 3.16–3.98 3.5500 15.0 1.80e+06 36.80 \n",
|
|
|
+ "23 3.98–5.01 4.4700 14.5 3.59e+06 20.40 \n",
|
|
|
+ "24 5.01–6.31 5.6200 14.0 7.16e+06 12.20 \n",
|
|
|
+ "25 6.31–7.94 7.0800 13.5 1.43e+07 2.03 \n",
|
|
|
+ "26 7.94–10.0 8.9100 13.0 2.85e+07 2.02 \n",
|
|
|
+ "\n",
|
|
|
+ " impact_frequency min_diameter max_diameter \n",
|
|
|
+ "0 4.730000e-03 .0200 .0251 \n",
|
|
|
+ "1 2.240000e-03 .0251 .0316 \n",
|
|
|
+ "2 8.730000e-04 .0316 .0398 \n",
|
|
|
+ "3 4.370000e-04 .0398 .0501 \n",
|
|
|
+ "4 1.930000e-04 .0501 .0631 \n",
|
|
|
+ ".. ... ... ... \n",
|
|
|
+ "22 6.110000e-08 3.16 3.98 \n",
|
|
|
+ "23 3.390000e-08 3.98 5.01 \n",
|
|
|
+ "24 2.030000e-08 5.01 6.31 \n",
|
|
|
+ "25 3.370000e-09 6.31 7.94 \n",
|
|
|
+ "26 3.350000e-09 7.94 10.0 \n",
|
|
|
+ "\n",
|
|
|
+ "[27 rows x 8 columns]"
|
|
|
+ ]
|
|
|
+ },
|
|
|
+ "execution_count": 38,
|
|
|
+ "metadata": {},
|
|
|
+ "output_type": "execute_result"
|
|
|
+ }
|
|
|
+ ],
|
|
|
+ "source": [
|
|
|
+ "df = df.drop(columns=[c for c in df if 'undiscover' in c] + \n",
|
|
|
+ " ['cumulative_number_greater', 'range_absolute_magnitude'])\n",
|
|
|
+ "df"
|
|
|
+ ]
|
|
|
+ },
|
|
|
+ {
|
|
|
+ "cell_type": "code",
|
|
|
+ "execution_count": 34,
|
|
|
+ "metadata": {
|
|
|
+ "ExecuteTime": {
|
|
|
+ "end_time": "2019-02-03T13:45:17.208082Z",
|
|
|
+ "start_time": "2019-02-03T13:45:17.179574Z"
|
|
|
}
|
|
|
},
|
|
|
"outputs": [
|
|
|
@@ -880,8 +1119,8 @@
|
|
|
" <th>undiscovered_fraction</th>\n",
|
|
|
" <th>undiscover_number</th>\n",
|
|
|
" <th>undiscovered_impact_frequency</th>\n",
|
|
|
- " <th>(range_min, range_max)</th>\n",
|
|
|
- " <th>(min_diameter, max_diameter)</th>\n",
|
|
|
+ " <th>min_diameter</th>\n",
|
|
|
+ " <th>max_diameter</th>\n",
|
|
|
" </tr>\n",
|
|
|
" </thead>\n",
|
|
|
" <tbody>\n",
|
|
|
@@ -899,7 +1138,7 @@
|
|
|
" <td>2850000.000</td>\n",
|
|
|
" <td>4.730000e-03</td>\n",
|
|
|
" <td>.0200</td>\n",
|
|
|
- " <td>[.0200, .0251]</td>\n",
|
|
|
+ " <td>.0251</td>\n",
|
|
|
" </tr>\n",
|
|
|
" <tr>\n",
|
|
|
" <th>1</th>\n",
|
|
|
@@ -915,7 +1154,7 @@
|
|
|
" <td>1350000.000</td>\n",
|
|
|
" <td>2.240000e-03</td>\n",
|
|
|
" <td>.0251</td>\n",
|
|
|
- " <td>[.0251, .0316]</td>\n",
|
|
|
+ " <td>.0316</td>\n",
|
|
|
" </tr>\n",
|
|
|
" <tr>\n",
|
|
|
" <th>2</th>\n",
|
|
|
@@ -931,7 +1170,7 @@
|
|
|
" <td>525000.000</td>\n",
|
|
|
" <td>8.720000e-04</td>\n",
|
|
|
" <td>.0316</td>\n",
|
|
|
- " <td>[.0316, .0398]</td>\n",
|
|
|
+ " <td>.0398</td>\n",
|
|
|
" </tr>\n",
|
|
|
" <tr>\n",
|
|
|
" <th>3</th>\n",
|
|
|
@@ -947,7 +1186,7 @@
|
|
|
" <td>262000.000</td>\n",
|
|
|
" <td>4.350000e-04</td>\n",
|
|
|
" <td>.0398</td>\n",
|
|
|
- " <td>[.0398, .0501]</td>\n",
|
|
|
+ " <td>.0501</td>\n",
|
|
|
" </tr>\n",
|
|
|
" <tr>\n",
|
|
|
" <th>4</th>\n",
|
|
|
@@ -963,7 +1202,7 @@
|
|
|
" <td>115000.000</td>\n",
|
|
|
" <td>1.910000e-04</td>\n",
|
|
|
" <td>.0501</td>\n",
|
|
|
- " <td>[.0501, .0631]</td>\n",
|
|
|
+ " <td>.0631</td>\n",
|
|
|
" </tr>\n",
|
|
|
" <tr>\n",
|
|
|
" <th>...</th>\n",
|
|
|
@@ -995,7 +1234,7 @@
|
|
|
" <td>0.081</td>\n",
|
|
|
" <td>1.350000e-09</td>\n",
|
|
|
" <td>3.16</td>\n",
|
|
|
- " <td>[3.16, 3.98]</td>\n",
|
|
|
+ " <td>3.98</td>\n",
|
|
|
" </tr>\n",
|
|
|
" <tr>\n",
|
|
|
" <th>23</th>\n",
|
|
|
@@ -1011,7 +1250,7 @@
|
|
|
" <td>0.410</td>\n",
|
|
|
" <td>6.800000e-10</td>\n",
|
|
|
" <td>3.98</td>\n",
|
|
|
- " <td>[3.98, 5.01]</td>\n",
|
|
|
+ " <td>5.01</td>\n",
|
|
|
" </tr>\n",
|
|
|
" <tr>\n",
|
|
|
" <th>24</th>\n",
|
|
|
@@ -1027,7 +1266,7 @@
|
|
|
" <td>0.021</td>\n",
|
|
|
" <td>3.400000e-10</td>\n",
|
|
|
" <td>5.01</td>\n",
|
|
|
- " <td>[5.01, 6.31]</td>\n",
|
|
|
+ " <td>6.31</td>\n",
|
|
|
" </tr>\n",
|
|
|
" <tr>\n",
|
|
|
" <th>25</th>\n",
|
|
|
@@ -1043,7 +1282,7 @@
|
|
|
" <td>0.030</td>\n",
|
|
|
" <td>4.700000e-11</td>\n",
|
|
|
" <td>6.31</td>\n",
|
|
|
- " <td>[6.31, 7.94]</td>\n",
|
|
|
+ " <td>7.94</td>\n",
|
|
|
" </tr>\n",
|
|
|
" <tr>\n",
|
|
|
" <th>26</th>\n",
|
|
|
@@ -1059,7 +1298,7 @@
|
|
|
" <td>0.020</td>\n",
|
|
|
" <td>3.400000e-11</td>\n",
|
|
|
" <td>7.94</td>\n",
|
|
|
- " <td>[7.94, 10.0]</td>\n",
|
|
|
+ " <td>10.0</td>\n",
|
|
|
" </tr>\n",
|
|
|
" </tbody>\n",
|
|
|
"</table>\n",
|
|
|
@@ -1106,34 +1345,50 @@
|
|
|
"25 0.0140 0.030 4.700000e-11 \n",
|
|
|
"26 0.0100 0.020 3.400000e-11 \n",
|
|
|
"\n",
|
|
|
- " (range_min, range_max) (min_diameter, max_diameter) \n",
|
|
|
- "0 .0200 [.0200, .0251] \n",
|
|
|
- "1 .0251 [.0251, .0316] \n",
|
|
|
- "2 .0316 [.0316, .0398] \n",
|
|
|
- "3 .0398 [.0398, .0501] \n",
|
|
|
- "4 .0501 [.0501, .0631] \n",
|
|
|
- ".. ... ... \n",
|
|
|
- "22 3.16 [3.16, 3.98] \n",
|
|
|
- "23 3.98 [3.98, 5.01] \n",
|
|
|
- "24 5.01 [5.01, 6.31] \n",
|
|
|
- "25 6.31 [6.31, 7.94] \n",
|
|
|
- "26 7.94 [7.94, 10.0] \n",
|
|
|
+ " min_diameter max_diameter \n",
|
|
|
+ "0 .0200 .0251 \n",
|
|
|
+ "1 .0251 .0316 \n",
|
|
|
+ "2 .0316 .0398 \n",
|
|
|
+ "3 .0398 .0501 \n",
|
|
|
+ "4 .0501 .0631 \n",
|
|
|
+ ".. ... ... \n",
|
|
|
+ "22 3.16 3.98 \n",
|
|
|
+ "23 3.98 5.01 \n",
|
|
|
+ "24 5.01 6.31 \n",
|
|
|
+ "25 6.31 7.94 \n",
|
|
|
+ "26 7.94 10.0 \n",
|
|
|
"\n",
|
|
|
"[27 rows x 13 columns]"
|
|
|
]
|
|
|
},
|
|
|
- "execution_count": 26,
|
|
|
+ "execution_count": 34,
|
|
|
"metadata": {},
|
|
|
"output_type": "execute_result"
|
|
|
}
|
|
|
],
|
|
|
"source": [
|
|
|
- "df['min_diameter', 'max_diameter'] = df['range_diameter'].str.split('–', n=2)\n",
|
|
|
+ "diameters = df['range_diameter'].str.split('–', n=2, expand=True)\n",
|
|
|
+ "df['min_diameter'] = diameters[0]\n",
|
|
|
+ "df['max_diameter'] = diameters[1]\n",
|
|
|
"df"
|
|
|
]
|
|
|
},
|
|
|
{
|
|
|
"cell_type": "code",
|
|
|
+ "execution_count": 35,
|
|
|
+ "metadata": {
|
|
|
+ "ExecuteTime": {
|
|
|
+ "end_time": "2019-02-03T13:45:33.328240Z",
|
|
|
+ "start_time": "2019-02-03T13:45:33.307897Z"
|
|
|
+ }
|
|
|
+ },
|
|
|
+ "outputs": [],
|
|
|
+ "source": [
|
|
|
+ "df.to_parquet('data/asteroid-impact-data')"
|
|
|
+ ]
|
|
|
+ },
|
|
|
+ {
|
|
|
+ "cell_type": "code",
|
|
|
"execution_count": 21,
|
|
|
"metadata": {
|
|
|
"ExecuteTime": {
|
WillKoehrsen