From 25963c830d68d3915d0757706fce54f2875e5dd6 Mon Sep 17 00:00:00 2001
From: Nicolas Schmid <nicolas@breiten.ch>
Date: Wed, 10 Jan 2024 12:09:03 +0100
Subject: [PATCH] feat: add notebook to documentation

---
 README.md                                    |    6 +-
 docs/source/conf.py                          |    2 +
 docs/source/index.md                         |    1 +
 docs/source/notebooks/catalog_examples.ipynb | 1423 ++++++++++++++++++
 setup.cfg                                    |    1 +
 5 files changed, 1430 insertions(+), 3 deletions(-)
 create mode 100644 docs/source/notebooks/catalog_examples.ipynb

diff --git a/README.md b/README.md
index e3ce6be4..a4332837 100644
--- a/README.md
+++ b/README.md
@@ -2,7 +2,7 @@
 
 Measure your seismicity with **SeismoStats**, a Python package for seismicity analysis.
 
-### Start developing:
+## Start developing:
 
 ```
 # just use a basic virtual environment
@@ -21,7 +21,7 @@ pip install -e '.[dev]'
 tox
 ```
 
-### Use this repository inside another environment/code
+## Use this repository inside another environment/code
 
 ```
 # use it locally, being able to switch back and forth doing changes
@@ -38,7 +38,7 @@ pip install git+https://github.com/swiss-seismological-service/catalog-tools.git
 pip install --force-reinstall git+https://github.com/swiss-seismological-service/catalog-tools.git
 ```
 
-### Problems with geos
+## Problems with geos
 
 ```
 1. geos_c.h not found
diff --git a/docs/source/conf.py b/docs/source/conf.py
index 5607b3bf..2d6c0444 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -16,6 +16,8 @@
 
 extensions = [
     "myst_parser",
+    "sphinx.ext.autosectionlabel",
+    "nbsphinx",
 ]
 
 templates_path = ['_templates']
diff --git a/docs/source/index.md b/docs/source/index.md
index 04c4fe79..bdbb59be 100644
--- a/docs/source/index.md
+++ b/docs/source/index.md
@@ -10,6 +10,7 @@ Check out the {doc}`usage` section for further information, including how to
 :maxdepth: 2
 
 usage
+notebooks/catalog_examples
 ```
 
 ## Indices and tables
diff --git a/docs/source/notebooks/catalog_examples.ipynb b/docs/source/notebooks/catalog_examples.ipynb
new file mode 100644
index 00000000..a93523ef
--- /dev/null
+++ b/docs/source/notebooks/catalog_examples.ipynb
@@ -0,0 +1,1423 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Catalog Examples"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from seismostats.io.client import FDSNWSEventClient\n",
+    "from seismostats.seismicity.catalog import Catalog, ForecastCatalog\n",
+    "from seismostats.seismicity.rategrid import GRRateGrid\n",
+    "from datetime import datetime\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "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>eventid</th>\n",
+       "      <th>event_type</th>\n",
+       "      <th>time</th>\n",
+       "      <th>latitude</th>\n",
+       "      <th>latitude_uncertainty</th>\n",
+       "      <th>longitude</th>\n",
+       "      <th>longitude_uncertainty</th>\n",
+       "      <th>depth</th>\n",
+       "      <th>depth_uncertainty</th>\n",
+       "      <th>evaluationmode</th>\n",
+       "      <th>...</th>\n",
+       "      <th>magnitude_MLv</th>\n",
+       "      <th>magnitude_MLv_uncertainty</th>\n",
+       "      <th>magnitude_MLv_magnitudeid</th>\n",
+       "      <th>magnitude_MLh</th>\n",
+       "      <th>magnitude_MLh_uncertainty</th>\n",
+       "      <th>magnitude_MLh_magnitudeid</th>\n",
+       "      <th>magnitude_MWspec</th>\n",
+       "      <th>magnitude_MWspec_uncertainty</th>\n",
+       "      <th>magnitude_MWspec_confidenceLevel</th>\n",
+       "      <th>magnitude_MWspec_magnitudeid</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>smi:ch.ethz.sed/sc20a/Event/2021zqxyri</td>\n",
+       "      <td>earthquake</td>\n",
+       "      <td>2021-12-30 07:43:14.681975</td>\n",
+       "      <td>46.051445</td>\n",
+       "      <td>0.1222628824</td>\n",
+       "      <td>7.388025</td>\n",
+       "      <td>0.1007121534</td>\n",
+       "      <td>1181.640625</td>\n",
+       "      <td>274.9552879</td>\n",
+       "      <td>manual</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.301758471</td>\n",
+       "      <td>0.2729312832</td>\n",
+       "      <td>smi:ch.ethz.sed/sc20ag/Magnitude/2022010307031...</td>\n",
+       "      <td>2.49</td>\n",
+       "      <td>0.23854491</td>\n",
+       "      <td>smi:ch.ethz.sed/sc20ag/Magnitude/2022010307031...</td>\n",
+       "      <td>2.59</td>\n",
+       "      <td>0.04</td>\n",
+       "      <td>0.68</td>\n",
+       "      <td>smi:ch.ethz.sed/wfa.ethz.ch/magnitude/MWspec/I...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>smi:ch.ethz.sed/sc20a/Event/2021zihlix</td>\n",
+       "      <td>earthquake</td>\n",
+       "      <td>2021-12-25 14:49:40.125942</td>\n",
+       "      <td>47.371755</td>\n",
+       "      <td>0.1363265577</td>\n",
+       "      <td>6.917057</td>\n",
+       "      <td>0.1277685645</td>\n",
+       "      <td>3364.257812</td>\n",
+       "      <td>1036.395075</td>\n",
+       "      <td>manual</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.206767678</td>\n",
+       "      <td>0.3278561212</td>\n",
+       "      <td>smi:ch.ethz.sed/sc20ag/Magnitude/2021122819430...</td>\n",
+       "      <td>3.5</td>\n",
+       "      <td>0.272435385</td>\n",
+       "      <td>smi:ch.ethz.sed/sc20ag/Magnitude/2021122819430...</td>\n",
+       "      <td>3.08</td>\n",
+       "      <td>0.02</td>\n",
+       "      <td>0.68</td>\n",
+       "      <td>smi:ch.ethz.sed/wfa.ethz.ch/magnitude/MWspec/P...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>smi:ch.ethz.sed/sc20a/Event/2021zhdzar</td>\n",
+       "      <td>earthquake</td>\n",
+       "      <td>2021-12-24 23:59:56.706839</td>\n",
+       "      <td>47.373494</td>\n",
+       "      <td>0.140019287</td>\n",
+       "      <td>6.918607</td>\n",
+       "      <td>0.1174757855</td>\n",
+       "      <td>4423.828125</td>\n",
+       "      <td>692.7322216</td>\n",
+       "      <td>manual</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.74585924</td>\n",
+       "      <td>0.393233673</td>\n",
+       "      <td>smi:ch.ethz.sed/sc20ag/Magnitude/2021122716333...</td>\n",
+       "      <td>4.06</td>\n",
+       "      <td>0.3127250086</td>\n",
+       "      <td>smi:ch.ethz.sed/sc20ag/Magnitude/2021122716333...</td>\n",
+       "      <td>3.51</td>\n",
+       "      <td>0.02</td>\n",
+       "      <td>0.68</td>\n",
+       "      <td>smi:ch.ethz.sed/wfa.ethz.ch/magnitude/MWspec/k...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>smi:ch.ethz.sed/sc20a/Event/2021zamwcn</td>\n",
+       "      <td>earthquake</td>\n",
+       "      <td>2021-12-21 08:56:46.307560</td>\n",
+       "      <td>47.075317</td>\n",
+       "      <td>0.1183643238</td>\n",
+       "      <td>6.613590</td>\n",
+       "      <td>0.1467303134</td>\n",
+       "      <td>5136.718750</td>\n",
+       "      <td>570.791371</td>\n",
+       "      <td>manual</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.594656628</td>\n",
+       "      <td>0.2672710887</td>\n",
+       "      <td>smi:ch.ethz.sed/sc20ag/Magnitude/2021122809023...</td>\n",
+       "      <td>2.86</td>\n",
+       "      <td>0.2414400072</td>\n",
+       "      <td>smi:ch.ethz.sed/sc20ag/Magnitude/2021122809023...</td>\n",
+       "      <td>2.66</td>\n",
+       "      <td>0.02</td>\n",
+       "      <td>0.68</td>\n",
+       "      <td>smi:ch.ethz.sed/wfa.ethz.ch/magnitude/MWspec/i...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>smi:ch.ethz.sed/sc20a/Event/2021yzugwx</td>\n",
+       "      <td>earthquake</td>\n",
+       "      <td>2021-12-20 23:36:00.020508</td>\n",
+       "      <td>45.937659</td>\n",
+       "      <td>0.5140998857</td>\n",
+       "      <td>10.887420</td>\n",
+       "      <td>0.2678900939</td>\n",
+       "      <td>10517.578120</td>\n",
+       "      <td>386.4332861</td>\n",
+       "      <td>manual</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.999443788</td>\n",
+       "      <td>0.1331781857</td>\n",
+       "      <td>smi:ch.ethz.sed/sc20ag/Magnitude/2021122110441...</td>\n",
+       "      <td>1.76</td>\n",
+       "      <td>0.2539158048</td>\n",
+       "      <td>smi:ch.ethz.sed/sc20ag/Magnitude/2021122110441...</td>\n",
+       "      <td>2.11</td>\n",
+       "      <td>0.05</td>\n",
+       "      <td>0.68</td>\n",
+       "      <td>smi:ch.ethz.sed/wfa.ethz.ch/magnitude/MWspec/l...</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",
+       "      <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>91</th>\n",
+       "      <td>smi:ch.ethz.sed/sc3a/2021cniflg</td>\n",
+       "      <td>earthquake</td>\n",
+       "      <td>2021-02-05 13:58:37.339370</td>\n",
+       "      <td>47.755435</td>\n",
+       "      <td>0.2768619939</td>\n",
+       "      <td>8.826280</td>\n",
+       "      <td>0.2656020058</td>\n",
+       "      <td>9790.039062</td>\n",
+       "      <td>699.3952815</td>\n",
+       "      <td>manual</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.719236171</td>\n",
+       "      <td>0.4326049696</td>\n",
+       "      <td>smi:ch.ethz.sed/sc3a/Magnitude/20210205174337....</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>0.2171883359</td>\n",
+       "      <td>smi:ch.ethz.sed/sc3a/Magnitude/20210205174337....</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>92</th>\n",
+       "      <td>smi:ch.ethz.sed/sc3a/2021ckhxfk</td>\n",
+       "      <td>earthquake</td>\n",
+       "      <td>2021-02-03 22:35:36.860227</td>\n",
+       "      <td>46.979183</td>\n",
+       "      <td>0.2211121752</td>\n",
+       "      <td>7.441018</td>\n",
+       "      <td>0.2177237663</td>\n",
+       "      <td>4077.148438</td>\n",
+       "      <td>794.7783124</td>\n",
+       "      <td>manual</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.612462067</td>\n",
+       "      <td>0.264557289</td>\n",
+       "      <td>smi:ch.ethz.sed/sc3a/Magnitude/20210207204645....</td>\n",
+       "      <td>2.82</td>\n",
+       "      <td>0.2194575558</td>\n",
+       "      <td>smi:ch.ethz.sed/sc3a/Magnitude/20210207204645....</td>\n",
+       "      <td>2.66</td>\n",
+       "      <td>0.02</td>\n",
+       "      <td>0.68</td>\n",
+       "      <td>smi:ch.ethz.sed/wfa.ethz.ch/magnitude/MWspec/w...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>93</th>\n",
+       "      <td>smi:ch.ethz.sed/sc3a/2021cgvzgl</td>\n",
+       "      <td>earthquake</td>\n",
+       "      <td>2021-02-02 01:22:29.854540</td>\n",
+       "      <td>46.448367</td>\n",
+       "      <td>0.21466477</td>\n",
+       "      <td>10.209043</td>\n",
+       "      <td>0.154515209</td>\n",
+       "      <td>6137.695312</td>\n",
+       "      <td>472.5675277</td>\n",
+       "      <td>manual</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.069442787</td>\n",
+       "      <td>0.5843922428</td>\n",
+       "      <td>smi:ch.ethz.sed/sc20ag/Magnitude/2022011812331...</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>0.2525366761</td>\n",
+       "      <td>smi:ch.ethz.sed/sc20ag/Magnitude/2022011812331...</td>\n",
+       "      <td>2.12</td>\n",
+       "      <td>0.04</td>\n",
+       "      <td>0.68</td>\n",
+       "      <td>smi:ch.ethz.sed/wfa.ethz.ch/magnitude/MWspec/b...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>94</th>\n",
+       "      <td>smi:ch.ethz.sed/sc3a/2021bjlljq</td>\n",
+       "      <td>earthquake</td>\n",
+       "      <td>2021-01-20 07:21:43.968833</td>\n",
+       "      <td>45.607265</td>\n",
+       "      <td>0.353045372</td>\n",
+       "      <td>6.914348</td>\n",
+       "      <td>0.3988253348</td>\n",
+       "      <td>8335.156250</td>\n",
+       "      <td>1511.597803</td>\n",
+       "      <td>manual</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.998272686</td>\n",
+       "      <td>0.4331054981</td>\n",
+       "      <td>smi:ch.ethz.sed/sc3a/Magnitude/20210120103501....</td>\n",
+       "      <td>1.97</td>\n",
+       "      <td>0.2142778221</td>\n",
+       "      <td>smi:ch.ethz.sed/sc3a/Magnitude/20210120103501....</td>\n",
+       "      <td>2.02</td>\n",
+       "      <td>0.04</td>\n",
+       "      <td>0.68</td>\n",
+       "      <td>smi:ch.ethz.sed/wfa.ethz.ch/magnitude/MWspec/F...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>95</th>\n",
+       "      <td>smi:ch.ethz.sed/sc3a/2021ahiayb</td>\n",
+       "      <td>earthquake</td>\n",
+       "      <td>2021-01-04 23:33:46.277509</td>\n",
+       "      <td>47.285307</td>\n",
+       "      <td>0.6089577686</td>\n",
+       "      <td>10.063897</td>\n",
+       "      <td>0.4403913609</td>\n",
+       "      <td>6248.046875</td>\n",
+       "      <td>2672.770805</td>\n",
+       "      <td>manual</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.74918801</td>\n",
+       "      <td>0.3234048292</td>\n",
+       "      <td>smi:ch.ethz.sed/sc3a/Magnitude/20210105075342....</td>\n",
+       "      <td>1.94</td>\n",
+       "      <td>0.2080507104</td>\n",
+       "      <td>smi:ch.ethz.sed/sc3a/Magnitude/20210105075342....</td>\n",
+       "      <td>2.08</td>\n",
+       "      <td>0.06</td>\n",
+       "      <td>0.68</td>\n",
+       "      <td>smi:ch.ethz.sed/wfa.ethz.ch/magnitude/MWspec/d...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>96 rows × 28 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                   eventid  event_type  \\\n",
+       "0   smi:ch.ethz.sed/sc20a/Event/2021zqxyri  earthquake   \n",
+       "1   smi:ch.ethz.sed/sc20a/Event/2021zihlix  earthquake   \n",
+       "2   smi:ch.ethz.sed/sc20a/Event/2021zhdzar  earthquake   \n",
+       "3   smi:ch.ethz.sed/sc20a/Event/2021zamwcn  earthquake   \n",
+       "4   smi:ch.ethz.sed/sc20a/Event/2021yzugwx  earthquake   \n",
+       "..                                     ...         ...   \n",
+       "91         smi:ch.ethz.sed/sc3a/2021cniflg  earthquake   \n",
+       "92         smi:ch.ethz.sed/sc3a/2021ckhxfk  earthquake   \n",
+       "93         smi:ch.ethz.sed/sc3a/2021cgvzgl  earthquake   \n",
+       "94         smi:ch.ethz.sed/sc3a/2021bjlljq  earthquake   \n",
+       "95         smi:ch.ethz.sed/sc3a/2021ahiayb  earthquake   \n",
+       "\n",
+       "                         time   latitude latitude_uncertainty  longitude  \\\n",
+       "0  2021-12-30 07:43:14.681975  46.051445         0.1222628824   7.388025   \n",
+       "1  2021-12-25 14:49:40.125942  47.371755         0.1363265577   6.917057   \n",
+       "2  2021-12-24 23:59:56.706839  47.373494          0.140019287   6.918607   \n",
+       "3  2021-12-21 08:56:46.307560  47.075317         0.1183643238   6.613590   \n",
+       "4  2021-12-20 23:36:00.020508  45.937659         0.5140998857  10.887420   \n",
+       "..                        ...        ...                  ...        ...   \n",
+       "91 2021-02-05 13:58:37.339370  47.755435         0.2768619939   8.826280   \n",
+       "92 2021-02-03 22:35:36.860227  46.979183         0.2211121752   7.441018   \n",
+       "93 2021-02-02 01:22:29.854540  46.448367           0.21466477  10.209043   \n",
+       "94 2021-01-20 07:21:43.968833  45.607265          0.353045372   6.914348   \n",
+       "95 2021-01-04 23:33:46.277509  47.285307         0.6089577686  10.063897   \n",
+       "\n",
+       "   longitude_uncertainty         depth depth_uncertainty evaluationmode  ...  \\\n",
+       "0           0.1007121534   1181.640625       274.9552879         manual  ...   \n",
+       "1           0.1277685645   3364.257812       1036.395075         manual  ...   \n",
+       "2           0.1174757855   4423.828125       692.7322216         manual  ...   \n",
+       "3           0.1467303134   5136.718750        570.791371         manual  ...   \n",
+       "4           0.2678900939  10517.578120       386.4332861         manual  ...   \n",
+       "..                   ...           ...               ...            ...  ...   \n",
+       "91          0.2656020058   9790.039062       699.3952815         manual  ...   \n",
+       "92          0.2177237663   4077.148438       794.7783124         manual  ...   \n",
+       "93           0.154515209   6137.695312       472.5675277         manual  ...   \n",
+       "94          0.3988253348   8335.156250       1511.597803         manual  ...   \n",
+       "95          0.4403913609   6248.046875       2672.770805         manual  ...   \n",
+       "\n",
+       "   magnitude_MLv  magnitude_MLv_uncertainty  \\\n",
+       "0    2.301758471               0.2729312832   \n",
+       "1    3.206767678               0.3278561212   \n",
+       "2     3.74585924                0.393233673   \n",
+       "3    2.594656628               0.2672710887   \n",
+       "4    1.999443788               0.1331781857   \n",
+       "..           ...                        ...   \n",
+       "91   1.719236171               0.4326049696   \n",
+       "92   2.612462067                0.264557289   \n",
+       "93   2.069442787               0.5843922428   \n",
+       "94   1.998272686               0.4331054981   \n",
+       "95    1.74918801               0.3234048292   \n",
+       "\n",
+       "                            magnitude_MLv_magnitudeid magnitude_MLh  \\\n",
+       "0   smi:ch.ethz.sed/sc20ag/Magnitude/2022010307031...          2.49   \n",
+       "1   smi:ch.ethz.sed/sc20ag/Magnitude/2021122819430...           3.5   \n",
+       "2   smi:ch.ethz.sed/sc20ag/Magnitude/2021122716333...          4.06   \n",
+       "3   smi:ch.ethz.sed/sc20ag/Magnitude/2021122809023...          2.86   \n",
+       "4   smi:ch.ethz.sed/sc20ag/Magnitude/2021122110441...          1.76   \n",
+       "..                                                ...           ...   \n",
+       "91  smi:ch.ethz.sed/sc3a/Magnitude/20210205174337....           1.9   \n",
+       "92  smi:ch.ethz.sed/sc3a/Magnitude/20210207204645....          2.82   \n",
+       "93  smi:ch.ethz.sed/sc20ag/Magnitude/2022011812331...           1.9   \n",
+       "94  smi:ch.ethz.sed/sc3a/Magnitude/20210120103501....          1.97   \n",
+       "95  smi:ch.ethz.sed/sc3a/Magnitude/20210105075342....          1.94   \n",
+       "\n",
+       "   magnitude_MLh_uncertainty  \\\n",
+       "0                 0.23854491   \n",
+       "1                0.272435385   \n",
+       "2               0.3127250086   \n",
+       "3               0.2414400072   \n",
+       "4               0.2539158048   \n",
+       "..                       ...   \n",
+       "91              0.2171883359   \n",
+       "92              0.2194575558   \n",
+       "93              0.2525366761   \n",
+       "94              0.2142778221   \n",
+       "95              0.2080507104   \n",
+       "\n",
+       "                            magnitude_MLh_magnitudeid magnitude_MWspec  \\\n",
+       "0   smi:ch.ethz.sed/sc20ag/Magnitude/2022010307031...             2.59   \n",
+       "1   smi:ch.ethz.sed/sc20ag/Magnitude/2021122819430...             3.08   \n",
+       "2   smi:ch.ethz.sed/sc20ag/Magnitude/2021122716333...             3.51   \n",
+       "3   smi:ch.ethz.sed/sc20ag/Magnitude/2021122809023...             2.66   \n",
+       "4   smi:ch.ethz.sed/sc20ag/Magnitude/2021122110441...             2.11   \n",
+       "..                                                ...              ...   \n",
+       "91  smi:ch.ethz.sed/sc3a/Magnitude/20210205174337....              NaN   \n",
+       "92  smi:ch.ethz.sed/sc3a/Magnitude/20210207204645....             2.66   \n",
+       "93  smi:ch.ethz.sed/sc20ag/Magnitude/2022011812331...             2.12   \n",
+       "94  smi:ch.ethz.sed/sc3a/Magnitude/20210120103501....             2.02   \n",
+       "95  smi:ch.ethz.sed/sc3a/Magnitude/20210105075342....             2.08   \n",
+       "\n",
+       "   magnitude_MWspec_uncertainty magnitude_MWspec_confidenceLevel  \\\n",
+       "0                          0.04                             0.68   \n",
+       "1                          0.02                             0.68   \n",
+       "2                          0.02                             0.68   \n",
+       "3                          0.02                             0.68   \n",
+       "4                          0.05                             0.68   \n",
+       "..                          ...                              ...   \n",
+       "91                          NaN                              NaN   \n",
+       "92                         0.02                             0.68   \n",
+       "93                         0.04                             0.68   \n",
+       "94                         0.04                             0.68   \n",
+       "95                         0.06                             0.68   \n",
+       "\n",
+       "                         magnitude_MWspec_magnitudeid  \n",
+       "0   smi:ch.ethz.sed/wfa.ethz.ch/magnitude/MWspec/I...  \n",
+       "1   smi:ch.ethz.sed/wfa.ethz.ch/magnitude/MWspec/P...  \n",
+       "2   smi:ch.ethz.sed/wfa.ethz.ch/magnitude/MWspec/k...  \n",
+       "3   smi:ch.ethz.sed/wfa.ethz.ch/magnitude/MWspec/i...  \n",
+       "4   smi:ch.ethz.sed/wfa.ethz.ch/magnitude/MWspec/l...  \n",
+       "..                                                ...  \n",
+       "91                                                NaN  \n",
+       "92  smi:ch.ethz.sed/wfa.ethz.ch/magnitude/MWspec/w...  \n",
+       "93  smi:ch.ethz.sed/wfa.ethz.ch/magnitude/MWspec/b...  \n",
+       "94  smi:ch.ethz.sed/wfa.ethz.ch/magnitude/MWspec/F...  \n",
+       "95  smi:ch.ethz.sed/wfa.ethz.ch/magnitude/MWspec/d...  \n",
+       "\n",
+       "[96 rows x 28 columns]"
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "start_time = datetime(2021,1,1)\n",
+    "end_time = datetime(2022,1,1)\n",
+    "\n",
+    "min_longitude = 5\n",
+    "max_longitude = 11\n",
+    "min_latitude = 45\n",
+    "max_latitude = 48\n",
+    "min_magnitude = 2\n",
+    "\n",
+    "url = 'http://arclink.ethz.ch/fdsnws/event/1/query'\n",
+    "client = FDSNWSEventClient(url)\n",
+    "df_sed = client.get_events(\n",
+    "    start_time=start_time,\n",
+    "    end_time=end_time,\n",
+    "    min_magnitude=min_magnitude,\n",
+    "    min_longitude=min_longitude,\n",
+    "    max_longitude=max_longitude,\n",
+    "    min_latitude=min_latitude,\n",
+    "    max_latitude=max_latitude,\n",
+    "    include_all_magnitudes=True,\n",
+    "    event_type='earthquake',\n",
+    "    include_uncertainty=True,\n",
+    "    include_ids=True)\n",
+    "df_sed"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "seismostats.seismicity.catalog.Catalog"
+      ]
+     },
+     "execution_count": 49,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "type(df_sed)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'<?xml version=\"1.0\" encoding=\"UTF-8\"?>\\n<q:quakeml xmlns=\"http://quakeml.org/xmlns/bed/1.2\" xmlns:q=\"http://quakeml.org/xmlns/quakeml/1.2\">\\n    <eventParameters publicID=\"smi:org.gfz-potsdam.de/geofon/EventParameters\"> \\n         \\n        <event publicID=\"smi:ch.ethz.sed/sc20a/Event/2021zqxyri\">\\n            <creationInfo>\\n                <agencyID> </agencyID>\\n                <author> </author>\\n            </creationInfo>\\n\\n            <magnitude publicID=\"smi:ch.ethz.sed/sc20ag/Magnitude/20220103070310.700951.80206\">\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n                <mag>\\n                    <value>2.510115344</value>\\n                    <uncertainty>0.23854491</uncertainty>\\n                </mag>\\n                <type>MLhc</type>\\n                <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20220103070248.816904.80080</originID>\\n            </magnitude>\\n\\n            \\n            <magnitude publicID=\"smi:ch.ethz.sed/sc20ag/Magnitude/20220103070310.752473.80241\">\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n                <mag>\\n                    <value>2.301758471</value>\\n                    <uncertainty>0.2729312832</uncertainty>\\n                </mag>\\n                <type>MLv</type>\\n                <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20220103070248.816904.80080</originID>\\n            </magnitude>\\n            \\n            <magnitude publicID=\"smi:ch.ethz.sed/sc20ag/Magnitude/20220103070310.700951.80206.mlhc2mlh\">\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n                <mag>\\n                    <value>2.49</value>\\n                    <uncertainty>0.23854491</uncertainty>\\n                </mag>\\n                <type>MLh</type>\\n                <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20220103070248.816904.80080</originID>\\n            </magnitude>\\n            \\n            <magnitude publicID=\"smi:ch.ethz.sed/wfa.ethz.ch/magnitude/MWspec/IbD1W8X9zRumJCb\">\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n                <mag>\\n                    <value>2.59</value>\\n                    <uncertainty>0.04</uncertainty>\\n                </mag>\\n                <type>MWspec</type>\\n                <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20220103070248.816904.80080</originID>\\n            </magnitude>\\n            \\n\\n            <origin publicID=\"smi:ch.ethz.sed/sc20ag/Origin/NLL.20220103070248.816904.80080\">\\n                <time>\\n                    <value>2021-12-30T07:43:14.681975Z</value>\\n                </time>\\n                <longitude>\\n                    <value>7.388024848</value>\\n                    <uncertainty> 0.1007121534</uncertainty>\\n                </longitude>\\n                <latitude>\\n                    <value>46.05144527</value>\\n                    <uncertainty>0.1222628824</uncertainty>\\n                </latitude>\\n                <evaluationMode>manual</evaluationMode>\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n                <depth>\\n                    <value>1181.640625</value>\\n                    <uncertainty>274.9552879</uncertainty>\\n                </depth>\\n            </origin>\\n\\n            <preferredOriginID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20220103070248.816904.80080</preferredOriginID>\\n            <preferredMagnitudeID>smi:ch.ethz.sed/sc20ag/Magnitude/20220103070310.700951.80206</preferredMagnitudeID>\\n            <type>earthquake</type>\\n\\n        </event> \\n         \\n        <event publicID=\"smi:ch.ethz.sed/sc20a/Event/2021zihlix\">\\n            <creationInfo>\\n                <agencyID> </agencyID>\\n                <author> </author>\\n            </creationInfo>\\n\\n            <magnitude publicID=\"smi:ch.ethz.sed/sc20ag/Magnitude/20211228194308.87278.210164\">\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n                <mag>\\n                    <value>3.539687307</value>\\n                    <uncertainty>0.272435385</uncertainty>\\n                </mag>\\n                <type>MLhc</type>\\n                <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20211228194249.917108.210045</originID>\\n            </magnitude>\\n\\n            \\n            <magnitude publicID=\"smi:ch.ethz.sed/sc20ag/Magnitude/20211228194308.932622.210193\">\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n                <mag>\\n                    <value>3.206767678</value>\\n                    <uncertainty>0.3278561212</uncertainty>\\n                </mag>\\n                <type>MLv</type>\\n                <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20211228194249.917108.210045</originID>\\n            </magnitude>\\n            \\n            <magnitude publicID=\"smi:ch.ethz.sed/sc20ag/Magnitude/20211228194308.87278.210164.mlhc2mlh\">\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n                <mag>\\n                    <value>3.5</value>\\n                    <uncertainty>0.272435385</uncertainty>\\n                </mag>\\n                <type>MLh</type>\\n                <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20211228194249.917108.210045</originID>\\n            </magnitude>\\n            \\n            <magnitude publicID=\"smi:ch.ethz.sed/wfa.ethz.ch/magnitude/MWspec/P57S1dVySCwzvNt\">\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n                <mag>\\n                    <value>3.08</value>\\n                    <uncertainty>0.02</uncertainty>\\n                </mag>\\n                <type>MWspec</type>\\n                <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20211228194249.917108.210045</originID>\\n            </magnitude>\\n            \\n\\n            <origin publicID=\"smi:ch.ethz.sed/sc20ag/Origin/NLL.20211228194249.917108.210045\">\\n                <time>\\n                    <value>2021-12-25T14:49:40.125942Z</value>\\n                </time>\\n                <longitude>\\n                    <value>6.917056725</value>\\n                    <uncertainty> 0.1277685645</uncertainty>\\n                </longitude>\\n                <latitude>\\n                    <value>47.37175484</value>\\n                    <uncertainty>0.1363265577</uncertainty>\\n                </latitude>\\n                <evaluationMode>manual</evaluationMode>\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n                <depth>\\n                    <value>3364.257812</value>\\n                    <uncertainty>1036.395075</uncertainty>\\n                </depth>\\n            </origin>\\n\\n            <preferredOriginID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20211228194249.917108.210045</preferredOriginID>\\n            <preferredMagnitudeID>smi:ch.ethz.sed/sc20ag/Magnitude/20211228194308.87278.210164</preferredMagnitudeID>\\n            <type>earthquake</type>\\n\\n        </event> \\n         \\n        <event publicID=\"smi:ch.ethz.sed/sc20a/Event/2021zhdzar\">\\n            <creationInfo>\\n                <agencyID> </agencyID>\\n                <author> </author>\\n            </creationInfo>\\n\\n            <magnitude publicID=\"smi:ch.ethz.sed/sc20ag/Magnitude/20211227163331.793861.110668\">\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n                <mag>\\n                    <value>4.102738426</value>\\n                    <uncertainty>0.3127250086</uncertainty>\\n                </mag>\\n                <type>MLhc</type>\\n                <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20211227163318.114678.110414</originID>\\n            </magnitude>\\n\\n            \\n            <magnitude publicID=\"smi:ch.ethz.sed/sc20ag/Magnitude/20211227163331.841856.110705\">\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n                <mag>\\n                    <value>3.74585924</value>\\n                    <uncertainty>0.393233673</uncertainty>\\n                </mag>\\n                <type>MLv</type>\\n                <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20211227163318.114678.110414</originID>\\n            </magnitude>\\n            \\n            <magnitude publicID=\"smi:ch.ethz.sed/sc20ag/Magnitude/20211227163331.793861.110668.mlhc2mlh\">\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n                <mag>\\n                    <value>4.06</value>\\n                    <uncertainty>0.3127250086</uncertainty>\\n                </mag>\\n                <type>MLh</type>\\n                <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20211227163318.114678.110414</originID>\\n            </magnitude>\\n            \\n            <magnitude publicID=\"smi:ch.ethz.sed/wfa.ethz.ch/magnitude/MWspec/kUgfYwggusQlNvM\">\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n                <mag>\\n                    <value>3.51</value>\\n                    <uncertainty>0.02</uncertainty>\\n                </mag>\\n                <type>MWspec</type>\\n                <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20211227163318.114678.110414</originID>\\n            </magnitude>\\n            \\n\\n            <origin publicID=\"smi:ch.ethz.sed/sc20ag/Origin/NLL.20211227163318.114678.110414\">\\n                <time>\\n                    <value>2021-12-24T23:59:56.706839Z</value>\\n                </time>\\n                <longitude>\\n                    <value>6.918607095</value>\\n                    <uncertainty> 0.1174757855</uncertainty>\\n                </longitude>\\n                <latitude>\\n                    <value>47.37349438</value>\\n                    <uncertainty>0.140019287</uncertainty>\\n                </latitude>\\n                <evaluationMode>manual</evaluationMode>\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n                <depth>\\n                    <value>4423.828125</value>\\n                    <uncertainty>692.7322216</uncertainty>\\n                </depth>\\n            </origin>\\n\\n            <preferredOriginID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20211227163318.114678.110414</preferredOriginID>\\n            <preferredMagnitudeID>smi:ch.ethz.sed/sc20ag/Magnitude/20211227163331.793861.110668</preferredMagnitudeID>\\n            <type>earthquake</type>\\n\\n        </event> \\n         \\n        <event publicID=\"smi:ch.ethz.sed/sc20a/Event/2021zamwcn\">\\n            <creationInfo>\\n                <agencyID> </agencyID>\\n                <author> </author>\\n            </creationInfo>\\n\\n            <magnitude publicID=\"smi:ch.ethz.sed/sc20ag/Magnitude/20211228090234.790826.111865\">\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n                <mag>\\n                    <value>2.908839011</value>\\n                    <uncertainty>0.2414400072</uncertainty>\\n                </mag>\\n                <type>MLhc</type>\\n                <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20211228090222.85681.111790</originID>\\n            </magnitude>\\n\\n            \\n            <magnitude publicID=\"smi:ch.ethz.sed/sc20ag/Magnitude/20211228090234.823529.111885\">\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n                <mag>\\n                    <value>2.594656628</value>\\n                    <uncertainty>0.2672710887</uncertainty>\\n                </mag>\\n                <type>MLv</type>\\n                <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20211228090222.85681.111790</originID>\\n            </magnitude>\\n            \\n            <magnitude publicID=\"smi:ch.ethz.sed/sc20ag/Magnitude/20211228090234.790826.111865.mlhc2mlh\">\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n                <mag>\\n                    <value>2.86</value>\\n                    <uncertainty>0.2414400072</uncertainty>\\n                </mag>\\n                <type>MLh</type>\\n                <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20211228090222.85681.111790</originID>\\n            </magnitude>\\n            \\n            <magnitude publicID=\"smi:ch.ethz.sed/wfa.ethz.ch/magnitude/MWspec/iXwBP7LnDOvxm45\">\\n             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\\n        <event publicID=\"smi:ch.ethz.sed/sc3a/2021cgvzgl\">\\n            <creationInfo>\\n                <agencyID> </agencyID>\\n                <author> </author>\\n            </creationInfo>\\n\\n            <magnitude publicID=\"smi:ch.ethz.sed/sc20ag/Magnitude/20220118123316.04371.84195\">\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n                <mag>\\n                    <value>2.071647738</value>\\n                    <uncertainty>0.2525366761</uncertainty>\\n                </mag>\\n                <type>MLhc</type>\\n                <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20220118123303.188723.84159</originID>\\n            </magnitude>\\n\\n            \\n            <magnitude publicID=\"smi:ch.ethz.sed/sc20ag/Magnitude/20220118123316.078439.84213\">\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    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<magnitude publicID=\"smi:ch.ethz.sed/wfa.ethz.ch/magnitude/MWspec/bB2Rvngdinunk9U\">\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n                <mag>\\n                    <value>2.12</value>\\n                    <uncertainty>0.04</uncertainty>\\n                </mag>\\n                <type>MWspec</type>\\n                <originID>smi:ch.ethz.sed/sc20ag/Origin/NLL.20220118123303.188723.84159</originID>\\n            </magnitude>\\n            \\n\\n            <origin publicID=\"smi:ch.ethz.sed/sc20ag/Origin/NLL.20220118123303.188723.84159\">\\n                <time>\\n                    <value>2021-02-02T01:22:29.854540Z</value>\\n                </time>\\n                <longitude>\\n                    <value>10.20904302</value>\\n                    <uncertainty> 0.154515209</uncertainty>\\n                </longitude>\\n                <latitude>\\n                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<uncertainty>0.4331054981</uncertainty>\\n                </mag>\\n                <type>MLv</type>\\n                <originID>smi:ch.ethz.sed/sc3a/origin/NLL.20210120103448.751595.92654</originID>\\n            </magnitude>\\n            \\n            <magnitude publicID=\"smi:ch.ethz.sed/sc3a/Magnitude/20210120103501.337475.92718.mlhc2mlh\">\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n                <mag>\\n                    <value>1.97</value>\\n                    <uncertainty>0.2142778221</uncertainty>\\n                </mag>\\n                <type>MLh</type>\\n                <originID>smi:ch.ethz.sed/sc3a/origin/NLL.20210120103448.751595.92654</originID>\\n            </magnitude>\\n            \\n            <magnitude publicID=\"smi:ch.ethz.sed/wfa.ethz.ch/magnitude/MWspec/FTMO1qF6mUKrnwn\">\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n                <mag>\\n                    <value>2.02</value>\\n                    <uncertainty>0.04</uncertainty>\\n                </mag>\\n                <type>MWspec</type>\\n                <originID>smi:ch.ethz.sed/sc3a/origin/NLL.20210120103448.751595.92654</originID>\\n            </magnitude>\\n            \\n\\n            <origin publicID=\"smi:ch.ethz.sed/sc3a/origin/NLL.20210120103448.751595.92654\">\\n                <time>\\n                    <value>2021-01-20T07:21:43.968833Z</value>\\n                </time>\\n                <longitude>\\n                    <value>6.914348484</value>\\n                    <uncertainty> 0.3988253348</uncertainty>\\n                </longitude>\\n                <latitude>\\n                    <value>45.60726484</value>\\n                    <uncertainty>0.353045372</uncertainty>\\n                </latitude>\\n                <evaluationMode>manual</evaluationMode>\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n                <depth>\\n                    <value>8335.15625</value>\\n                    <uncertainty>1511.597803</uncertainty>\\n                </depth>\\n            </origin>\\n\\n            <preferredOriginID>smi:ch.ethz.sed/sc3a/origin/NLL.20210120103448.751595.92654</preferredOriginID>\\n            <preferredMagnitudeID>smi:ch.ethz.sed/sc3a/Magnitude/20210120103501.337475.92718</preferredMagnitudeID>\\n            <type>earthquake</type>\\n\\n        </event> \\n         \\n        <event publicID=\"smi:ch.ethz.sed/sc3a/2021ahiayb\">\\n            <creationInfo>\\n                <agencyID> </agencyID>\\n                <author> </author>\\n            </creationInfo>\\n\\n            <magnitude publicID=\"smi:ch.ethz.sed/sc3a/Magnitude/20210105075342.275573.94860\">\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n                <mag>\\n                    <value>1.950813241</value>\\n                    <uncertainty>0.2080507104</uncertainty>\\n                </mag>\\n                <type>MLhc</type>\\n                <originID>smi:ch.ethz.sed/sc3a/origin/NLL.20210105075322.922082.94780</originID>\\n            </magnitude>\\n\\n            \\n            <magnitude publicID=\"smi:ch.ethz.sed/sc3a/Magnitude/20210105075342.290653.94874\">\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n                <mag>\\n                    <value>1.74918801</value>\\n                    <uncertainty>0.3234048292</uncertainty>\\n                </mag>\\n                <type>MLv</type>\\n                <originID>smi:ch.ethz.sed/sc3a/origin/NLL.20210105075322.922082.94780</originID>\\n            </magnitude>\\n            \\n            <magnitude publicID=\"smi:ch.ethz.sed/sc3a/Magnitude/20210105075342.275573.94860.mlhc2mlh\">\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n                <mag>\\n                    <value>1.94</value>\\n                    <uncertainty>0.2080507104</uncertainty>\\n                </mag>\\n                <type>MLh</type>\\n                <originID>smi:ch.ethz.sed/sc3a/origin/NLL.20210105075322.922082.94780</originID>\\n            </magnitude>\\n            \\n            <magnitude publicID=\"smi:ch.ethz.sed/wfa.ethz.ch/magnitude/MWspec/djFAN8nlukdkp2x\">\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n                <mag>\\n                    <value>2.08</value>\\n                    <uncertainty>0.06</uncertainty>\\n                </mag>\\n                <type>MWspec</type>\\n                <originID>smi:ch.ethz.sed/sc3a/origin/NLL.20210105075322.922082.94780</originID>\\n            </magnitude>\\n            \\n\\n            <origin publicID=\"smi:ch.ethz.sed/sc3a/origin/NLL.20210105075322.922082.94780\">\\n                <time>\\n                    <value>2021-01-04T23:33:46.277509Z</value>\\n                </time>\\n                <longitude>\\n                    <value>10.06389738</value>\\n                    <uncertainty> 0.4403913609</uncertainty>\\n                </longitude>\\n                <latitude>\\n                    <value>47.28530742</value>\\n                    <uncertainty>0.6089577686</uncertainty>\\n                </latitude>\\n                <evaluationMode>manual</evaluationMode>\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n                <depth>\\n                    <value>6248.046875</value>\\n                    <uncertainty>2672.770805</uncertainty>\\n                </depth>\\n            </origin>\\n\\n            <preferredOriginID>smi:ch.ethz.sed/sc3a/origin/NLL.20210105075322.922082.94780</preferredOriginID>\\n            <preferredMagnitudeID>smi:ch.ethz.sed/sc3a/Magnitude/20210105075342.275573.94860</preferredMagnitudeID>\\n            <type>earthquake</type>\\n\\n        </event> \\n         \\n        </eventParameters>\\n</q:quakeml>'"
+      ]
+     },
+     "execution_count": 50,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_sed.to_quakeml()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
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+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
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+       "        text-align: right;\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>event_type</th>\n",
+       "      <th>time</th>\n",
+       "      <th>latitude</th>\n",
+       "      <th>longitude</th>\n",
+       "      <th>depth</th>\n",
+       "      <th>evaluationmode</th>\n",
+       "      <th>magnitude</th>\n",
+       "      <th>magnitude_type</th>\n",
+       "      <th>magnitude_MLhc</th>\n",
+       "      <th>magnitude_MLv</th>\n",
+       "      <th>magnitude_MLh</th>\n",
+       "      <th>magnitude_MWspec</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>earthquake</td>\n",
+       "      <td>2021-12-30 07:43:14.681975</td>\n",
+       "      <td>46.051445</td>\n",
+       "      <td>7.388025</td>\n",
+       "      <td>1181.640625</td>\n",
+       "      <td>manual</td>\n",
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+       "      <td>2.510115344</td>\n",
+       "      <td>2.301758471</td>\n",
+       "      <td>2.49</td>\n",
+       "      <td>2.59</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>earthquake</td>\n",
+       "      <td>2021-12-25 14:49:40.125942</td>\n",
+       "      <td>47.371755</td>\n",
+       "      <td>6.917057</td>\n",
+       "      <td>3364.257812</td>\n",
+       "      <td>manual</td>\n",
+       "      <td>3.5</td>\n",
+       "      <td>MLhc</td>\n",
+       "      <td>3.539687307</td>\n",
+       "      <td>3.206767678</td>\n",
+       "      <td>3.5</td>\n",
+       "      <td>3.08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>earthquake</td>\n",
+       "      <td>2021-12-24 23:59:56.706839</td>\n",
+       "      <td>47.373494</td>\n",
+       "      <td>6.918607</td>\n",
+       "      <td>4423.828125</td>\n",
+       "      <td>manual</td>\n",
+       "      <td>4.1</td>\n",
+       "      <td>MLhc</td>\n",
+       "      <td>4.102738426</td>\n",
+       "      <td>3.74585924</td>\n",
+       "      <td>4.06</td>\n",
+       "      <td>3.51</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>earthquake</td>\n",
+       "      <td>2021-12-21 08:56:46.307560</td>\n",
+       "      <td>47.075317</td>\n",
+       "      <td>6.613590</td>\n",
+       "      <td>5136.718750</td>\n",
+       "      <td>manual</td>\n",
+       "      <td>2.9</td>\n",
+       "      <td>MLhc</td>\n",
+       "      <td>2.908839011</td>\n",
+       "      <td>2.594656628</td>\n",
+       "      <td>2.86</td>\n",
+       "      <td>2.66</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>earthquake</td>\n",
+       "      <td>2021-12-20 23:36:00.020508</td>\n",
+       "      <td>45.937659</td>\n",
+       "      <td>10.887420</td>\n",
+       "      <td>10517.578120</td>\n",
+       "      <td>manual</td>\n",
+       "      <td>2.1</td>\n",
+       "      <td>MLhc</td>\n",
+       "      <td>2.110428524</td>\n",
+       "      <td>1.999443788</td>\n",
+       "      <td>1.76</td>\n",
+       "      <td>2.11</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
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+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>91</th>\n",
+       "      <td>earthquake</td>\n",
+       "      <td>2021-02-05 13:58:37.339370</td>\n",
+       "      <td>47.755435</td>\n",
+       "      <td>8.826280</td>\n",
+       "      <td>9790.039062</td>\n",
+       "      <td>manual</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>MLhc</td>\n",
+       "      <td>1.972256102</td>\n",
+       "      <td>1.719236171</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>92</th>\n",
+       "      <td>earthquake</td>\n",
+       "      <td>2021-02-03 22:35:36.860227</td>\n",
+       "      <td>46.979183</td>\n",
+       "      <td>7.441018</td>\n",
+       "      <td>4077.148438</td>\n",
+       "      <td>manual</td>\n",
+       "      <td>2.8</td>\n",
+       "      <td>MLhc</td>\n",
+       "      <td>2.835083023</td>\n",
+       "      <td>2.612462067</td>\n",
+       "      <td>2.82</td>\n",
+       "      <td>2.66</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>93</th>\n",
+       "      <td>earthquake</td>\n",
+       "      <td>2021-02-02 01:22:29.854540</td>\n",
+       "      <td>46.448367</td>\n",
+       "      <td>10.209043</td>\n",
+       "      <td>6137.695312</td>\n",
+       "      <td>manual</td>\n",
+       "      <td>2.1</td>\n",
+       "      <td>MLhc</td>\n",
+       "      <td>2.071647738</td>\n",
+       "      <td>2.069442787</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>2.12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>94</th>\n",
+       "      <td>earthquake</td>\n",
+       "      <td>2021-01-20 07:21:43.968833</td>\n",
+       "      <td>45.607265</td>\n",
+       "      <td>6.914348</td>\n",
+       "      <td>8335.156250</td>\n",
+       "      <td>manual</td>\n",
+       "      <td>2.1</td>\n",
+       "      <td>MLhc</td>\n",
+       "      <td>2.109462073</td>\n",
+       "      <td>1.998272686</td>\n",
+       "      <td>1.97</td>\n",
+       "      <td>2.02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>95</th>\n",
+       "      <td>earthquake</td>\n",
+       "      <td>2021-01-04 23:33:46.277509</td>\n",
+       "      <td>47.285307</td>\n",
+       "      <td>10.063897</td>\n",
+       "      <td>6248.046875</td>\n",
+       "      <td>manual</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>MLhc</td>\n",
+       "      <td>1.950813241</td>\n",
+       "      <td>1.74918801</td>\n",
+       "      <td>1.94</td>\n",
+       "      <td>2.08</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>96 rows × 12 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    event_type                       time   latitude  longitude         depth  \\\n",
+       "0   earthquake 2021-12-30 07:43:14.681975  46.051445   7.388025   1181.640625   \n",
+       "1   earthquake 2021-12-25 14:49:40.125942  47.371755   6.917057   3364.257812   \n",
+       "2   earthquake 2021-12-24 23:59:56.706839  47.373494   6.918607   4423.828125   \n",
+       "3   earthquake 2021-12-21 08:56:46.307560  47.075317   6.613590   5136.718750   \n",
+       "4   earthquake 2021-12-20 23:36:00.020508  45.937659  10.887420  10517.578120   \n",
+       "..         ...                        ...        ...        ...           ...   \n",
+       "91  earthquake 2021-02-05 13:58:37.339370  47.755435   8.826280   9790.039062   \n",
+       "92  earthquake 2021-02-03 22:35:36.860227  46.979183   7.441018   4077.148438   \n",
+       "93  earthquake 2021-02-02 01:22:29.854540  46.448367  10.209043   6137.695312   \n",
+       "94  earthquake 2021-01-20 07:21:43.968833  45.607265   6.914348   8335.156250   \n",
+       "95  earthquake 2021-01-04 23:33:46.277509  47.285307  10.063897   6248.046875   \n",
+       "\n",
+       "   evaluationmode  magnitude magnitude_type magnitude_MLhc magnitude_MLv  \\\n",
+       "0          manual        2.5           MLhc    2.510115344   2.301758471   \n",
+       "1          manual        3.5           MLhc    3.539687307   3.206767678   \n",
+       "2          manual        4.1           MLhc    4.102738426    3.74585924   \n",
+       "3          manual        2.9           MLhc    2.908839011   2.594656628   \n",
+       "4          manual        2.1           MLhc    2.110428524   1.999443788   \n",
+       "..            ...        ...            ...            ...           ...   \n",
+       "91         manual        2.0           MLhc    1.972256102   1.719236171   \n",
+       "92         manual        2.8           MLhc    2.835083023   2.612462067   \n",
+       "93         manual        2.1           MLhc    2.071647738   2.069442787   \n",
+       "94         manual        2.1           MLhc    2.109462073   1.998272686   \n",
+       "95         manual        2.0           MLhc    1.950813241    1.74918801   \n",
+       "\n",
+       "   magnitude_MLh magnitude_MWspec  \n",
+       "0           2.49             2.59  \n",
+       "1            3.5             3.08  \n",
+       "2           4.06             3.51  \n",
+       "3           2.86             2.66  \n",
+       "4           1.76             2.11  \n",
+       "..           ...              ...  \n",
+       "91           1.9              NaN  \n",
+       "92          2.82             2.66  \n",
+       "93           1.9             2.12  \n",
+       "94          1.97             2.02  \n",
+       "95          1.94             2.08  \n",
+       "\n",
+       "[96 rows x 12 columns]"
+      ]
+     },
+     "execution_count": 51,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_sed_drop = df_sed.drop_uncertainties().drop_ids().bin_magnitudes(0.1)\n",
+    "df_sed_drop"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "seismostats.seismicity.catalog.Catalog"
+      ]
+     },
+     "execution_count": 52,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "type(df_sed_drop)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "pandas.core.frame.DataFrame"
+      ]
+     },
+     "execution_count": 53,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dropped = df_sed_drop.drop(columns=['magnitude'])\n",
+    "type(dropped)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "seismostats.seismicity.catalog.Catalog"
+      ]
+     },
+     "execution_count": 57,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dropped = Catalog(dropped)\n",
+    "type(dropped)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "KeyError",
+     "evalue": "\"['magnitude'] not found in axis\"",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[58], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mdropped\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdrop\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcolumns\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mmagnitude\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39mbin_magnitudes(\u001b[38;5;241m0.1\u001b[39m)\n",
+      "File \u001b[0;32m~/workspaces/SeismoStats/env/lib/python3.10/site-packages/pandas/core/frame.py:5344\u001b[0m, in \u001b[0;36mDataFrame.drop\u001b[0;34m(self, labels, axis, index, columns, level, inplace, errors)\u001b[0m\n\u001b[1;32m   5196\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mdrop\u001b[39m(\n\u001b[1;32m   5197\u001b[0m     \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m   5198\u001b[0m     labels: IndexLabel \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m   5205\u001b[0m     errors: IgnoreRaise \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mraise\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m   5206\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m DataFrame \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m   5207\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m   5208\u001b[0m \u001b[38;5;124;03m    Drop specified labels from rows or columns.\u001b[39;00m\n\u001b[1;32m   5209\u001b[0m \n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m   5342\u001b[0m \u001b[38;5;124;03m            weight  1.0     0.8\u001b[39;00m\n\u001b[1;32m   5343\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m-> 5344\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdrop\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m   5345\u001b[0m \u001b[43m        \u001b[49m\u001b[43mlabels\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlabels\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   5346\u001b[0m \u001b[43m        \u001b[49m\u001b[43maxis\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43maxis\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   5347\u001b[0m \u001b[43m        \u001b[49m\u001b[43mindex\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mindex\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   5348\u001b[0m \u001b[43m        \u001b[49m\u001b[43mcolumns\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcolumns\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   5349\u001b[0m \u001b[43m        \u001b[49m\u001b[43mlevel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlevel\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   5350\u001b[0m \u001b[43m        \u001b[49m\u001b[43minplace\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minplace\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   5351\u001b[0m \u001b[43m        \u001b[49m\u001b[43merrors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43merrors\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   5352\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/workspaces/SeismoStats/env/lib/python3.10/site-packages/pandas/core/generic.py:4711\u001b[0m, in \u001b[0;36mNDFrame.drop\u001b[0;34m(self, labels, axis, index, columns, level, inplace, errors)\u001b[0m\n\u001b[1;32m   4709\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m axis, labels \u001b[38;5;129;01min\u001b[39;00m axes\u001b[38;5;241m.\u001b[39mitems():\n\u001b[1;32m   4710\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m labels \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m-> 4711\u001b[0m         obj \u001b[38;5;241m=\u001b[39m \u001b[43mobj\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_drop_axis\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlabels\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxis\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlevel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlevel\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43merrors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43merrors\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   4713\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m inplace:\n\u001b[1;32m   4714\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_update_inplace(obj)\n",
+      "File \u001b[0;32m~/workspaces/SeismoStats/env/lib/python3.10/site-packages/pandas/core/generic.py:4753\u001b[0m, in \u001b[0;36mNDFrame._drop_axis\u001b[0;34m(self, labels, axis, level, errors, only_slice)\u001b[0m\n\u001b[1;32m   4751\u001b[0m         new_axis \u001b[38;5;241m=\u001b[39m axis\u001b[38;5;241m.\u001b[39mdrop(labels, level\u001b[38;5;241m=\u001b[39mlevel, errors\u001b[38;5;241m=\u001b[39merrors)\n\u001b[1;32m   4752\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m-> 4753\u001b[0m         new_axis \u001b[38;5;241m=\u001b[39m \u001b[43maxis\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdrop\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlabels\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43merrors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43merrors\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   4754\u001b[0m     indexer \u001b[38;5;241m=\u001b[39m axis\u001b[38;5;241m.\u001b[39mget_indexer(new_axis)\n\u001b[1;32m   4756\u001b[0m \u001b[38;5;66;03m# Case for non-unique axis\u001b[39;00m\n\u001b[1;32m   4757\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n",
+      "File \u001b[0;32m~/workspaces/SeismoStats/env/lib/python3.10/site-packages/pandas/core/indexes/base.py:6992\u001b[0m, in \u001b[0;36mIndex.drop\u001b[0;34m(self, labels, errors)\u001b[0m\n\u001b[1;32m   6990\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m mask\u001b[38;5;241m.\u001b[39many():\n\u001b[1;32m   6991\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m errors \u001b[38;5;241m!=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mignore\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[0;32m-> 6992\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mlabels[mask]\u001b[38;5;241m.\u001b[39mtolist()\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m not found in axis\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m   6993\u001b[0m     indexer \u001b[38;5;241m=\u001b[39m indexer[\u001b[38;5;241m~\u001b[39mmask]\n\u001b[1;32m   6994\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdelete(indexer)\n",
+      "\u001b[0;31mKeyError\u001b[0m: \"['magnitude'] not found in axis\""
+     ]
+    }
+   ],
+   "source": [
+    "dropped.drop(columns=['magnitude']).bin_magnitudes(0.1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'<?xml version=\"1.0\" encoding=\"UTF-8\"?>\\n<q:quakeml xmlns=\"http://quakeml.org/xmlns/bed/1.2\" xmlns:q=\"http://quakeml.org/xmlns/quakeml/1.2\">\\n    <eventParameters publicID=\"smi:org.gfz-potsdam.de/geofon/EventParameters\"> \\n         \\n        <event publicID=\"70d90736-bcb9-45b9-aefc-f90a7dae8da2\">\\n            <creationInfo>\\n                <agencyID> </agencyID>\\n                <author> </author>\\n            </creationInfo>\\n\\n            <magnitude publicID=\"a19d798a-9f0e-431b-bc67-21a7952e76d8\">\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n                <mag>\\n                    <value>2.5</value>\\n                    <uncertainty></uncertainty>\\n                </mag>\\n                <type>MLhc</type>\\n                <originID>d6300eae-101a-4aa3-89b8-2eba5df986b8</originID>\\n            </magnitude>\\n\\n            \\n            <magnitude publicID=\"\">\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n                <mag>\\n                    <value>2.301758471</value>\\n                    <uncertainty></uncertainty>\\n                </mag>\\n                <type>MLv</type>\\n                <originID>d6300eae-101a-4aa3-89b8-2eba5df986b8</originID>\\n            </magnitude>\\n            \\n            <magnitude publicID=\"\">\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n                <mag>\\n                    <value>2.49</value>\\n                    <uncertainty></uncertainty>\\n                </mag>\\n                <type>MLh</type>\\n                <originID>d6300eae-101a-4aa3-89b8-2eba5df986b8</originID>\\n            </magnitude>\\n            \\n            <magnitude publicID=\"\">\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n                <mag>\\n                    <value>2.59</value>\\n                    <uncertainty></uncertainty>\\n                </mag>\\n                <type>MWspec</type>\\n                <originID>d6300eae-101a-4aa3-89b8-2eba5df986b8</originID>\\n            </magnitude>\\n            \\n\\n            <origin publicID=\"d6300eae-101a-4aa3-89b8-2eba5df986b8\">\\n                <time>\\n                    <value>2021-12-30T07:43:14.681975Z</value>\\n                </time>\\n                <longitude>\\n                    <value>7.388024848</value>\\n                    <uncertainty> </uncertainty>\\n                </longitude>\\n                <latitude>\\n                    <value>46.05144527</value>\\n                    <uncertainty></uncertainty>\\n                </latitude>\\n                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<value>2021-02-02T01:22:29.854540Z</value>\\n                </time>\\n                <longitude>\\n                    <value>10.20904302</value>\\n                    <uncertainty> </uncertainty>\\n                </longitude>\\n                <latitude>\\n                    <value>46.44836698</value>\\n                    <uncertainty></uncertainty>\\n                </latitude>\\n                <evaluationMode>manual</evaluationMode>\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n                <depth>\\n                    <value>6137.695312</value>\\n                    <uncertainty></uncertainty>\\n                </depth>\\n            </origin>\\n\\n            <preferredOriginID>d6300eae-101a-4aa3-89b8-2eba5df986b8</preferredOriginID>\\n            <preferredMagnitudeID>a19d798a-9f0e-431b-bc67-21a7952e76d8</preferredMagnitudeID>\\n            <type>earthquake</type>\\n\\n        </event> \\n         \\n        <event publicID=\"70d90736-bcb9-45b9-aefc-f90a7dae8da2\">\\n            <creationInfo>\\n                <agencyID> </agencyID>\\n                <author> </author>\\n            </creationInfo>\\n\\n            <magnitude publicID=\"a19d798a-9f0e-431b-bc67-21a7952e76d8\">\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n                <mag>\\n                    <value>2.1</value>\\n                    <uncertainty></uncertainty>\\n                </mag>\\n                <type>MLhc</type>\\n                <originID>d6300eae-101a-4aa3-89b8-2eba5df986b8</originID>\\n            </magnitude>\\n\\n            \\n            <magnitude publicID=\"\">\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n             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           <value>2.02</value>\\n                    <uncertainty></uncertainty>\\n                </mag>\\n                <type>MWspec</type>\\n                <originID>d6300eae-101a-4aa3-89b8-2eba5df986b8</originID>\\n            </magnitude>\\n            \\n\\n            <origin publicID=\"d6300eae-101a-4aa3-89b8-2eba5df986b8\">\\n                <time>\\n                    <value>2021-01-20T07:21:43.968833Z</value>\\n                </time>\\n                <longitude>\\n                    <value>6.914348484</value>\\n                    <uncertainty> </uncertainty>\\n                </longitude>\\n                <latitude>\\n                    <value>45.60726484</value>\\n                    <uncertainty></uncertainty>\\n                </latitude>\\n                <evaluationMode>manual</evaluationMode>\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n               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              <type>MLhc</type>\\n                <originID>d6300eae-101a-4aa3-89b8-2eba5df986b8</originID>\\n            </magnitude>\\n\\n            \\n            <magnitude publicID=\"\">\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n                <mag>\\n                    <value>1.74918801</value>\\n                    <uncertainty></uncertainty>\\n                </mag>\\n                <type>MLv</type>\\n                <originID>d6300eae-101a-4aa3-89b8-2eba5df986b8</originID>\\n            </magnitude>\\n            \\n            <magnitude publicID=\"\">\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n                <mag>\\n                    <value>1.94</value>\\n                    <uncertainty></uncertainty>\\n                </mag>\\n                <type>MLh</type>\\n                <originID>d6300eae-101a-4aa3-89b8-2eba5df986b8</originID>\\n            </magnitude>\\n            \\n            <magnitude publicID=\"\">\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n                <mag>\\n                    <value>2.08</value>\\n                    <uncertainty></uncertainty>\\n                </mag>\\n                <type>MWspec</type>\\n                <originID>d6300eae-101a-4aa3-89b8-2eba5df986b8</originID>\\n            </magnitude>\\n            \\n\\n            <origin publicID=\"d6300eae-101a-4aa3-89b8-2eba5df986b8\">\\n                <time>\\n                    <value>2021-01-04T23:33:46.277509Z</value>\\n                </time>\\n                <longitude>\\n                    <value>10.06389738</value>\\n                    <uncertainty> </uncertainty>\\n                </longitude>\\n                <latitude>\\n                    <value>47.28530742</value>\\n                    <uncertainty></uncertainty>\\n                </latitude>\\n                <evaluationMode>manual</evaluationMode>\\n                <creationInfo>\\n                    <agencyID> </agencyID>\\n                    <author> </author>\\n                </creationInfo>\\n                <depth>\\n                    <value>6248.046875</value>\\n                    <uncertainty></uncertainty>\\n                </depth>\\n            </origin>\\n\\n            <preferredOriginID>d6300eae-101a-4aa3-89b8-2eba5df986b8</preferredOriginID>\\n            <preferredMagnitudeID>a19d798a-9f0e-431b-bc67-21a7952e76d8</preferredMagnitudeID>\\n            <type>earthquake</type>\\n\\n        </event> \\n         \\n        </eventParameters>\\n</q:quakeml>'"
+      ]
+     },
+     "execution_count": 59,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_sed_drop.to_quakeml()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
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+       "        vertical-align: top;\n",
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+       "\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>time</th>\n",
+       "      <th>latitude</th>\n",
+       "      <th>longitude</th>\n",
+       "      <th>depth</th>\n",
+       "      <th>magnitude</th>\n",
+       "      <th>catalog_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2021-12-30 07:43:14.681975</td>\n",
+       "      <td>46.051445</td>\n",
+       "      <td>7.388025</td>\n",
+       "      <td>1181.640625</td>\n",
+       "      <td>2.510115</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2021-12-25 14:49:40.125942</td>\n",
+       "      <td>47.371755</td>\n",
+       "      <td>6.917057</td>\n",
+       "      <td>3364.257812</td>\n",
+       "      <td>3.539687</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2021-12-24 23:59:56.706839</td>\n",
+       "      <td>47.373494</td>\n",
+       "      <td>6.918607</td>\n",
+       "      <td>4423.828125</td>\n",
+       "      <td>4.102738</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2021-12-21 08:56:46.307560</td>\n",
+       "      <td>47.075317</td>\n",
+       "      <td>6.613590</td>\n",
+       "      <td>5136.718750</td>\n",
+       "      <td>2.908839</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2021-12-20 23:36:00.020508</td>\n",
+       "      <td>45.937659</td>\n",
+       "      <td>10.887420</td>\n",
+       "      <td>10517.578120</td>\n",
+       "      <td>2.110429</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
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+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>91</th>\n",
+       "      <td>2021-02-05 13:58:37.339370</td>\n",
+       "      <td>47.755435</td>\n",
+       "      <td>8.826280</td>\n",
+       "      <td>9790.039062</td>\n",
+       "      <td>1.972256</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>92</th>\n",
+       "      <td>2021-02-03 22:35:36.860227</td>\n",
+       "      <td>46.979183</td>\n",
+       "      <td>7.441018</td>\n",
+       "      <td>4077.148438</td>\n",
+       "      <td>2.835083</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>93</th>\n",
+       "      <td>2021-02-02 01:22:29.854540</td>\n",
+       "      <td>46.448367</td>\n",
+       "      <td>10.209043</td>\n",
+       "      <td>6137.695312</td>\n",
+       "      <td>2.071648</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>94</th>\n",
+       "      <td>2021-01-20 07:21:43.968833</td>\n",
+       "      <td>45.607265</td>\n",
+       "      <td>6.914348</td>\n",
+       "      <td>8335.156250</td>\n",
+       "      <td>2.109462</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>95</th>\n",
+       "      <td>2021-01-04 23:33:46.277509</td>\n",
+       "      <td>47.285307</td>\n",
+       "      <td>10.063897</td>\n",
+       "      <td>6248.046875</td>\n",
+       "      <td>1.950813</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>96 rows × 6 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                         time   latitude  longitude         depth  magnitude  \\\n",
+       "0  2021-12-30 07:43:14.681975  46.051445   7.388025   1181.640625   2.510115   \n",
+       "1  2021-12-25 14:49:40.125942  47.371755   6.917057   3364.257812   3.539687   \n",
+       "2  2021-12-24 23:59:56.706839  47.373494   6.918607   4423.828125   4.102738   \n",
+       "3  2021-12-21 08:56:46.307560  47.075317   6.613590   5136.718750   2.908839   \n",
+       "4  2021-12-20 23:36:00.020508  45.937659  10.887420  10517.578120   2.110429   \n",
+       "..                        ...        ...        ...           ...        ...   \n",
+       "91 2021-02-05 13:58:37.339370  47.755435   8.826280   9790.039062   1.972256   \n",
+       "92 2021-02-03 22:35:36.860227  46.979183   7.441018   4077.148438   2.835083   \n",
+       "93 2021-02-02 01:22:29.854540  46.448367  10.209043   6137.695312   2.071648   \n",
+       "94 2021-01-20 07:21:43.968833  45.607265   6.914348   8335.156250   2.109462   \n",
+       "95 2021-01-04 23:33:46.277509  47.285307  10.063897   6248.046875   1.950813   \n",
+       "\n",
+       "    catalog_id  \n",
+       "0            1  \n",
+       "1            1  \n",
+       "2            1  \n",
+       "3            1  \n",
+       "4            1  \n",
+       "..         ...  \n",
+       "91           1  \n",
+       "92           1  \n",
+       "93           1  \n",
+       "94           1  \n",
+       "95           1  \n",
+       "\n",
+       "[96 rows x 6 columns]"
+      ]
+     },
+     "execution_count": 60,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "forecast_sed = df_sed.copy()\n",
+    "forecast_sed['catalog_id'] = 1\n",
+    "forecast_sed = ForecastCatalog(forecast_sed)\n",
+    "forecast_sed.strip(inplace=True)\n",
+    "forecast_sed"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "seismostats.seismicity.catalog.ForecastCatalog"
+      ]
+     },
+     "execution_count": 61,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "type(forecast_sed)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "metadata": {},
+   "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>longitude_min</th>\n",
+       "      <th>longitude_max</th>\n",
+       "      <th>latitude_min</th>\n",
+       "      <th>latitude_max</th>\n",
+       "      <th>depth_min</th>\n",
+       "      <th>depth_max</th>\n",
+       "      <th>number_events</th>\n",
+       "      <th>a</th>\n",
+       "      <th>b</th>\n",
+       "      <th>mc</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>-180</td>\n",
+       "      <td>-90</td>\n",
+       "      <td>-90</td>\n",
+       "      <td>-45</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10</td>\n",
+       "      <td>100</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>4.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>-90</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-45</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10</td>\n",
+       "      <td>20</td>\n",
+       "      <td>200</td>\n",
+       "      <td>1.5</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>4.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0</td>\n",
+       "      <td>90</td>\n",
+       "      <td>0</td>\n",
+       "      <td>45</td>\n",
+       "      <td>20</td>\n",
+       "      <td>30</td>\n",
+       "      <td>300</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.7</td>\n",
+       "      <td>5.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>90</td>\n",
+       "      <td>180</td>\n",
+       "      <td>45</td>\n",
+       "      <td>90</td>\n",
+       "      <td>30</td>\n",
+       "      <td>40</td>\n",
+       "      <td>400</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>5.5</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   longitude_min  longitude_max  latitude_min  latitude_max  depth_min  \\\n",
+       "0           -180            -90           -90           -45          0   \n",
+       "1            -90              0           -45             0         10   \n",
+       "2              0             90             0            45         20   \n",
+       "3             90            180            45            90         30   \n",
+       "\n",
+       "   depth_max  number_events    a    b   mc  \n",
+       "0         10            100  1.0  0.5  4.0  \n",
+       "1         20            200  1.5  0.6  4.5  \n",
+       "2         30            300  2.0  0.7  5.0  \n",
+       "3         40            400  2.5  0.8  5.5  "
+      ]
+     },
+     "execution_count": 62,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "RAW_DATA = {\n",
+    "    'longitude_min': [-180, -90, 0, 90],\n",
+    "    'longitude_max': [-90, 0, 90, 180],\n",
+    "    'latitude_min': [-90, -45, 0, 45],\n",
+    "    'latitude_max': [-45, 0, 45, 90],\n",
+    "    'depth_min': [0, 10, 20, 30],\n",
+    "    'depth_max': [10, 20, 30, 40],\n",
+    "    'number_events': [100, 200, 300, 400],\n",
+    "    'a': [1.0, 1.5, 2.0, 2.5],\n",
+    "    'b': [0.5, 0.6, 0.7, 0.8],\n",
+    "    'mc': [4.0, 4.5, 5.0, 5.5]\n",
+    "}\n",
+    "rategrid = GRRateGrid(RAW_DATA, starttime=datetime(2020,1,1), endtime=datetime(2020,2,1))\n",
+    "rategrid"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Timestamp('2020-01-01 00:00:00')"
+      ]
+     },
+     "execution_count": 63,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rategrid.starttime"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "metadata": {},
+   "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></th>\n",
+       "      <th>longitude_min</th>\n",
+       "      <th>longitude_max</th>\n",
+       "      <th>latitude_min</th>\n",
+       "      <th>latitude_max</th>\n",
+       "      <th>depth_min</th>\n",
+       "      <th>depth_max</th>\n",
+       "      <th>number_events</th>\n",
+       "      <th>a</th>\n",
+       "      <th>b</th>\n",
+       "      <th>mc</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>starttime</th>\n",
+       "      <th>cell_id</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"4\" valign=\"top\">2020-01-01</th>\n",
+       "      <th>0</th>\n",
+       "      <td>-180</td>\n",
+       "      <td>-90</td>\n",
+       "      <td>-90</td>\n",
+       "      <td>-45</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10</td>\n",
+       "      <td>100</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>4.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>-90</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-45</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10</td>\n",
+       "      <td>20</td>\n",
+       "      <td>200</td>\n",
+       "      <td>1.5</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>4.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0</td>\n",
+       "      <td>90</td>\n",
+       "      <td>0</td>\n",
+       "      <td>45</td>\n",
+       "      <td>20</td>\n",
+       "      <td>30</td>\n",
+       "      <td>300</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.7</td>\n",
+       "      <td>5.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>90</td>\n",
+       "      <td>180</td>\n",
+       "      <td>45</td>\n",
+       "      <td>90</td>\n",
+       "      <td>30</td>\n",
+       "      <td>40</td>\n",
+       "      <td>400</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>5.5</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                    longitude_min  longitude_max  latitude_min  latitude_max  \\\n",
+       "starttime  cell_id                                                             \n",
+       "2020-01-01 0                 -180            -90           -90           -45   \n",
+       "           1                  -90              0           -45             0   \n",
+       "           2                    0             90             0            45   \n",
+       "           3                   90            180            45            90   \n",
+       "\n",
+       "                    depth_min  depth_max  number_events    a    b   mc  \n",
+       "starttime  cell_id                                                      \n",
+       "2020-01-01 0                0         10            100  1.0  0.5  4.0  \n",
+       "           1               10         20            200  1.5  0.6  4.5  \n",
+       "           2               20         30            300  2.0  0.7  5.0  \n",
+       "           3               30         40            400  2.5  0.8  5.5  "
+      ]
+     },
+     "execution_count": 65,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rategrid.add_time_index(endtime=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "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": "3.10.13"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/setup.cfg b/setup.cfg
index 12fb2fd7..b35e3ec6 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -35,6 +35,7 @@ doc =
     myst-parser
     sphinx-autobuild
     pydata-sphinx-theme
+    nbsphinx
 
 jupyter =
     notebook