01_exploration.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"01_exploration.ipynb","provenance":[],"authorship_tag":"ABX9TyPLqL+x0wdsh4BMNoVRWuL4"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["## Imports and creds"],"metadata":{"id":"PdBLB4Xpv-zZ"}},{"cell_type":"code","execution_count":1,"metadata":{"id":"uj4wjvmJvfTf","executionInfo":{"status":"ok","timestamp":1660859102728,"user_tz":300,"elapsed":1622,"user":{"displayName":"Nicole Sullivan","userId":"18031182080523530747"}}},"outputs":[],"source":["from google.cloud import bigquery\n","from google.oauth2 import service_account\n","import pandas as pd"]},{"cell_type":"code","source":["%load_ext rpy2.ipython"],"metadata":{"id":"b4qDz-AjxpSx","executionInfo":{"status":"ok","timestamp":1660859107700,"user_tz":300,"elapsed":1494,"user":{"displayName":"Nicole Sullivan","userId":"18031182080523530747"}}},"execution_count":2,"outputs":[]},{"cell_type":"code","source":["%%R\n","library(tidyverse)\n","library(glue)\n","library(bigrquery)"],"metadata":{"id":"PUj_Xz4RyHFP"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["%%R\n","install.packages(\"sysfonts\")\n","install.packages(\"extrafont\")\n","install.packages(\"showtext\")\n","install.packages(\"bigrquery\")\n","library(sysfonts)\n","library(extrafont)\n","library(showtext)\n","library(bigrquery)"],"metadata":{"id":"JztEuA018CQx"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["%%R\n","font_add_google(\"Didact Gothic\", \"dg\")\n","font_add_google(\"IBM Plex Sans KR\", \"ibm\")"],"metadata":{"id":"naUYlz3w-dGD"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["%%R\n","font_add_google(\"Mulish\", \"mul\")"],"metadata":{"id":"O_ftq1dv_aob"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["%%R\n","font_add_google(\"Inter\", \"int\")"],"metadata":{"id":"VIwcz2QiHzZ-","executionInfo":{"status":"ok","timestamp":1660863570032,"user_tz":300,"elapsed":2021,"user":{"displayName":"Nicole Sullivan","userId":"18031182080523530747"}}},"execution_count":95,"outputs":[]},{"cell_type":"code","source":["%%R\n","\n","showtext_auto()"],"metadata":{"id":"R7wciQ3xxgEa","executionInfo":{"status":"ok","timestamp":1660863572239,"user_tz":300,"elapsed":146,"user":{"displayName":"Nicole Sullivan","userId":"18031182080523530747"}}},"execution_count":96,"outputs":[]},{"cell_type":"code","source":["%%R\n","\n","theme_light_beige <- theme(plot.background = element_rect(fill = \"#F0F1EA\", color = \"transparent\"),\n","      panel.background = element_rect(fill = \"#F0F1EA\", color = \"transparent\"),\n","      plot.margin = margin(t = \"1.5\", r = \"1.5\", b = \"1.5\", l = \"1.5\", unit = \"in\"),\n","      plot.caption = element_text(size = 12, color = \"#343A41\", family = \"int\"),\n","      panel.grid = element_blank(),\n","      plot.title = element_text(size = 30, color = \"#343A41\", family = \"int\", face = \"bold\"),\n","      axis.text = element_text(size = 15, color = \"#343A41\", family = \"int\"),\n","      axis.title = element_text(size = 19, color = \"#343A41\", family = \"int\"),\n","      axis.ticks = element_blank(),\n","      legend.background = element_blank(),\n","      legend.position = \"bottom\",\n","      legend.title = element_text(color = \"#343A41\", family = \"int\"),\n","      legend.text = element_text(color = \"#343A41\", family = \"int\"),\n","      strip.background = element_rect(fill = \"#343A41\"),\n","      strip.text = element_text(color = \"white\", family = \"int\", face = \"bold\", size = 13))"],"metadata":{"id":"YBnFJGeGJQPK","executionInfo":{"status":"ok","timestamp":1660863881251,"user_tz":300,"elapsed":150,"user":{"displayName":"Nicole Sullivan","userId":"18031182080523530747"}}},"execution_count":104,"outputs":[]},{"cell_type":"code","source":["%ls"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"_fwh1zmr8o9y","executionInfo":{"status":"ok","timestamp":1660859270771,"user_tz":300,"elapsed":166,"user":{"displayName":"Nicole Sullivan","userId":"18031182080523530747"}},"outputId":"dd6deb06-21ec-45cf-c585-a7b88c2d4d7a"},"execution_count":9,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[0m\u001b[01;34mdrive\u001b[0m/  \u001b[01;34msample_data\u001b[0m/\n"]}]},{"cell_type":"code","source":["# Mount drive - needed for GBQ creds\n","from google.colab import drive\n","drive.mount('/content/drive')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"bzeL7JK9vxyO","executionInfo":{"status":"ok","timestamp":1660843173374,"user_tz":300,"elapsed":14953,"user":{"displayName":"Nicole Sullivan","userId":"18031182080523530747"}},"outputId":"75d40549-9781-4157-fdb3-8e515d5aad8d"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n"]}]},{"cell_type":"code","source":["root_path = '/content/drive/MyDrive/GitHub'"],"metadata":{"id":"kKWUlvpvvn3d","executionInfo":{"status":"ok","timestamp":1660859274353,"user_tz":300,"elapsed":196,"user":{"displayName":"Nicole Sullivan","userId":"18031182080523530747"}}},"execution_count":10,"outputs":[]},{"cell_type":"code","source":["credentials = service_account.Credentials.from_service_account_file(\n","    f'{root_path}/grav-waves/grav-waves-358320-34ebfeae2689.json', scopes=[\"https://www.googleapis.com/auth/cloud-platform\"],\n",")\n","\n","client = bigquery.Client(credentials=credentials, project=credentials.project_id,)"],"metadata":{"id":"LfbFkJsWvp2f","executionInfo":{"status":"ok","timestamp":1660859275576,"user_tz":300,"elapsed":154,"user":{"displayName":"Nicole Sullivan","userId":"18031182080523530747"}}},"execution_count":11,"outputs":[]},{"cell_type":"markdown","source":["## Explore feature (mass) data"],"metadata":{"id":"eAOX2XD-wDYM"}},{"cell_type":"code","source":["from google.colab import auth\n","auth.authenticate_user()\n","print('Authenticated')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"6tBWXplmLvug","executionInfo":{"status":"ok","timestamp":1660859277633,"user_tz":300,"elapsed":187,"user":{"displayName":"Nicole Sullivan","userId":"18031182080523530747"}},"outputId":"86bd3ca8-2b83-4687-c372-2cd12ea03f36"},"execution_count":12,"outputs":[{"output_type":"stream","name":"stdout","text":["Authenticated\n"]}]},{"cell_type":"code","source":["from google.colab import syntax"],"metadata":{"id":"IF3e7OZ6Mw2h","executionInfo":{"status":"ok","timestamp":1660859280017,"user_tz":300,"elapsed":158,"user":{"displayName":"Nicole Sullivan","userId":"18031182080523530747"}}},"execution_count":13,"outputs":[]},{"cell_type":"markdown","source":["How many versions of each event do we have?"],"metadata":{"id":"aC5-nyK0ODOj"}},{"cell_type":"code","source":["%%bigquery --project grav-waves-358320\n","\n","SELECT commonName, COUNT(*) AS n_versions\n","FROM mergers.features\n","GROUP BY commonName\n","HAVING n_versions > 1\n","ORDER BY n_versions DESC;"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"xTLNmMqxLZwI","executionInfo":{"status":"ok","timestamp":1659723431051,"user_tz":300,"elapsed":1348,"user":{"displayName":"Nicole Sullivan","userId":"18031182080523530747"}},"outputId":"5d54598c-8271-4a7a-a8c4-b5cbb06cb25a"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["         commonName  n_versions\n","0          GW190412           4\n","1          GW190521           4\n","2          GW190425           3\n","3          GW190814           3\n","4          GW150914           3\n","5          GW151012           3\n","6          GW170608           3\n","7          GW170814           3\n","8          GW170817           3\n","9   GW190408_181802           2\n","10  GW190413_052954           2\n","11  GW190413_134308           2\n","12  GW190421_213856           2\n","13  GW190424_180648           2\n","14  GW190426_152155           2\n","15  GW190503_185404           2\n","16  GW190512_180714           2\n","17  GW190513_205428           2\n","18  GW190514_065416           2\n","19  GW190517_055101           2\n","20  GW190519_153544           2\n","21  GW190521_074359           2\n","22  GW190527_092055           2\n","23  GW190602_175927           2\n","24  GW190620_030421           2\n","25  GW190630_185205           2\n","26  GW190701_203306           2\n","27  GW190706_222641           2\n","28  GW190707_093326           2\n","29  GW190708_232457           2\n","30  GW190719_215514           2\n","31  GW190720_000836           2\n","32  GW190727_060333           2\n","33  GW190728_064510           2\n","34  GW190731_140936           2\n","35  GW190803_022701           2\n","36  GW190828_063405           2\n","37  GW190828_065509           2\n","38  GW190909_114149           2\n","39  GW190910_112807           2\n","40  GW190915_235702           2\n","41  GW190924_021846           2\n","42  GW190929_012149           2\n","43  GW190930_133541           2\n","44    200214_224526           2\n","45         GW151226           2\n","46         GW170104           2\n","47  GW200105_162426           2\n","48  GW200115_042309           2"],"text/html":["\n","  <div id=\"df-64d501b5-04fd-4c48-bad1-2ee0cefeb88e\">\n","    <div class=\"colab-df-container\">\n","      <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>commonName</th>\n","      <th>n_versions</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>GW190412</td>\n","      <td>4</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>GW190521</td>\n","      <td>4</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>GW190425</td>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>GW190814</td>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>GW150914</td>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>GW151012</td>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>GW170608</td>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>GW170814</td>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>GW170817</td>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>GW190408_181802</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>10</th>\n","      <td>GW190413_052954</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>11</th>\n","      <td>GW190413_134308</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>12</th>\n","      <td>GW190421_213856</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>13</th>\n","      <td>GW190424_180648</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>14</th>\n","      <td>GW190426_152155</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>15</th>\n","      <td>GW190503_185404</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>16</th>\n","      <td>GW190512_180714</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>17</th>\n","      <td>GW190513_205428</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>18</th>\n","      <td>GW190514_065416</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>19</th>\n","      <td>GW190517_055101</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>20</th>\n","      <td>GW190519_153544</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>21</th>\n","      <td>GW190521_074359</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>22</th>\n","      <td>GW190527_092055</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>23</th>\n","      <td>GW190602_175927</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>24</th>\n","      <td>GW190620_030421</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>25</th>\n","      <td>GW190630_185205</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>26</th>\n","      <td>GW190701_203306</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>27</th>\n","      <td>GW190706_222641</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>28</th>\n","      <td>GW190707_093326</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>29</th>\n","      <td>GW190708_232457</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>30</th>\n","      <td>GW190719_215514</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>31</th>\n","      <td>GW190720_000836</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>32</th>\n","      <td>GW190727_060333</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>33</th>\n","      <td>GW190728_064510</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>34</th>\n","      <td>GW190731_140936</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>35</th>\n","      <td>GW190803_022701</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>36</th>\n","      <td>GW190828_063405</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>37</th>\n","      <td>GW190828_065509</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>38</th>\n","      <td>GW190909_114149</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>39</th>\n","      <td>GW190910_112807</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>40</th>\n","      <td>GW190915_235702</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>41</th>\n","      <td>GW190924_021846</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>42</th>\n","      <td>GW190929_012149</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>43</th>\n","      <td>GW190930_133541</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>44</th>\n","      <td>200214_224526</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>45</th>\n","      <td>GW151226</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>46</th>\n","      <td>GW170104</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>47</th>\n","      <td>GW200105_162426</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>48</th>\n","      <td>GW200115_042309</td>\n","      <td>2</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button 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Let's take a look at an event with multiple versions to see if there's any info to contradict that guess."],"metadata":{"id":"I3Sqt7tlN3xE"}},{"cell_type":"code","source":["%%bigquery --project grav-waves-358320\n","\n","SELECT *\n","FROM mergers.features\n","WHERE commonName = 'GW190412'\n","ORDER BY version;"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":338},"id":"2BcbLmL1NOX-","executionInfo":{"status":"ok","timestamp":1659723207575,"user_tz":300,"elapsed":1310,"user":{"displayName":"Nicole Sullivan","userId":"18031182080523530747"}},"outputId":"f3302dd0-abdf-44d0-9a49-d1e8ae4462fe"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["                   id commonName  version    catalog_shortName           GPS  \\\n","0         GW190412-v1   GW190412        1  O3_Discovery_Papers  1.239082e+09   \n","1         GW190412-v2   GW190412        2  O3_Discovery_Papers  1.239082e+09   \n","2         GW190412-v3   GW190412        3               GWTC-2  1.239082e+09   \n","3  GW190412_053044-v4   GW190412        4   GWTC-2.1-confident  1.239082e+09   \n","\n","             reference                                            jsonurl  \\\n","0   /o3_eventdata_docs  https://www.gw-openscience.org/eventapi/json/O...   \n","1  /o3_eventdata_docs/  https://www.gw-openscience.org/eventapi/json/O...   \n","2             /GWTC-2/  https://www.gw-openscience.org/eventapi/json/G...   \n","3           /GWTC-2.1/  https://www.gw-openscience.org/eventapi/json/G...   \n","\n","   mass_1_source  mass_1_source_lower  mass_1_source_upper  ...      far  \\\n","0            NaN                  NaN                  NaN  ...      NaN   \n","1           30.1                 -5.3                  4.6  ...      NaN   \n","2           30.1                 -5.1                  4.7  ...  0.00001   \n","3           27.7                 -6.0                  6.0  ...  0.00001   \n","\n","   far_lower  far_upper  p_astro  p_astro_lower  p_astro_upper  \\\n","0       None       None      NaN           None           None   \n","1       None       None      NaN           None           None   \n","2       None       None      1.0           None           None   \n","3       None       None      1.0           None           None   \n","\n","   final_mass_source  final_mass_source_lower  final_mass_source_upper  \\\n","0                NaN                      NaN                      NaN   \n","1                NaN                      NaN                      NaN   \n","2               37.3                     -3.8                      3.9   \n","3               35.6                     -4.5                      4.8   \n","\n","   merger_datetime  \n","0       2019-04-12  \n","1       2019-04-12  \n","2       2019-04-12  \n","3       2019-04-12  \n","\n","[4 rows x 44 columns]"],"text/html":["\n","  <div id=\"df-c29d3cb1-b5ae-422c-8bce-583f9d2b4e2d\">\n","    <div class=\"colab-df-container\">\n","      <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>id</th>\n","      <th>commonName</th>\n","      <th>version</th>\n","      <th>catalog_shortName</th>\n","      <th>GPS</th>\n","      <th>reference</th>\n","      <th>jsonurl</th>\n","      <th>mass_1_source</th>\n","      <th>mass_1_source_lower</th>\n","      <th>mass_1_source_upper</th>\n","      <th>...</th>\n","      <th>far</th>\n","      <th>far_lower</th>\n","      <th>far_upper</th>\n","      <th>p_astro</th>\n","      <th>p_astro_lower</th>\n","      <th>p_astro_upper</th>\n","      <th>final_mass_source</th>\n","      <th>final_mass_source_lower</th>\n","      <th>final_mass_source_upper</th>\n","      <th>merger_datetime</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>GW190412-v1</td>\n","      <td>GW190412</td>\n","      <td>1</td>\n","      <td>O3_Discovery_Papers</td>\n","      <td>1.239082e+09</td>\n","      <td>/o3_eventdata_docs</td>\n","      <td>https://www.gw-openscience.org/eventapi/json/O...</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>...</td>\n","      <td>NaN</td>\n","      <td>None</td>\n","      <td>None</td>\n","      <td>NaN</td>\n","      <td>None</td>\n","      <td>None</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>2019-04-12</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>GW190412-v2</td>\n","      <td>GW190412</td>\n","      <td>2</td>\n","      <td>O3_Discovery_Papers</td>\n","      <td>1.239082e+09</td>\n","      <td>/o3_eventdata_docs/</td>\n","      <td>https://www.gw-openscience.org/eventapi/json/O...</td>\n","      <td>30.1</td>\n","      <td>-5.3</td>\n","      <td>4.6</td>\n","      <td>...</td>\n","      <td>NaN</td>\n","      <td>None</td>\n","      <td>None</td>\n","      <td>NaN</td>\n","      <td>None</td>\n","      <td>None</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>2019-04-12</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>GW190412-v3</td>\n","      <td>GW190412</td>\n","      <td>3</td>\n","      <td>GWTC-2</td>\n","      <td>1.239082e+09</td>\n","      <td>/GWTC-2/</td>\n","      <td>https://www.gw-openscience.org/eventapi/json/G...</td>\n","      <td>30.1</td>\n","      <td>-5.1</td>\n","      <td>4.7</td>\n","      <td>...</td>\n","      <td>0.00001</td>\n","      <td>None</td>\n","      <td>None</td>\n","      <td>1.0</td>\n","      <td>None</td>\n","      <td>None</td>\n","      <td>37.3</td>\n","      <td>-3.8</td>\n","      <td>3.9</td>\n","      <td>2019-04-12</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>GW190412_053044-v4</td>\n","      <td>GW190412</td>\n","      <td>4</td>\n","      <td>GWTC-2.1-confident</td>\n","      <td>1.239082e+09</td>\n","      <td>/GWTC-2.1/</td>\n","      <td>https://www.gw-openscience.org/eventapi/json/G...</td>\n","      <td>27.7</td>\n","      <td>-6.0</td>\n","      <td>6.0</td>\n","      <td>...</td>\n","      <td>0.00001</td>\n","      <td>None</td>\n","      <td>None</td>\n","      <td>1.0</td>\n","      <td>None</td>\n","      <td>None</td>\n","      <td>35.6</td>\n","      <td>-4.5</td>\n","      <td>4.8</td>\n","      <td>2019-04-12</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>4 rows × 44 columns</p>\n","</div>\n","      <button 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a.GPS, a.mass_1_source, a.mass_2_source, a.final_mass_source, a.merger_datetime\n","FROM mergers.features a\n","\n","INNER JOIN max_version b\n","ON a.commonName = b.commonName\n","AND a.version = b.max_version\n","\n","WHERE a.merger_datetime > '2010-01-01'; --get rid of blind injection row"],"metadata":{"id":"Xlrt7p1rOjlD"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# Another way to pull in data; I prefer to use a SQL code chunk\n","# features_q = syntax.sql('''SELECT \n","#                           * FROM `grav-waves-358320.mergers.features`;''')\n","# gw = client.query(features_q).to_dataframe()"],"metadata":{"id":"CUvJDnR5wGdF"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["gw.head(5)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"fiHrjTSIwRka","executionInfo":{"status":"ok","timestamp":1660184273233,"user_tz":300,"elapsed":123,"user":{"displayName":"Nicole 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<td>1.240327e+09</td>\n","      <td>5.7</td>\n","      <td>1.5</td>\n","      <td>NaN</td>\n","      <td>2019-04-26 15:21:55</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>GW190909_114149</td>\n","      <td>1.252065e+09</td>\n","      <td>45.8</td>\n","      <td>28.3</td>\n","      <td>72.0</td>\n","      <td>2019-09-09 11:41:49</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>GW150914</td>\n","      <td>1.126259e+09</td>\n","      <td>35.6</td>\n","      <td>30.6</td>\n","      <td>63.1</td>\n","      <td>2015-09-14 00:00:00</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>GW151012</td>\n","      <td>1.128679e+09</td>\n","      <td>23.2</td>\n","      <td>13.6</td>\n","      <td>35.6</td>\n","      <td>2015-10-12 00:00:00</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-6527defb-2bf0-4a64-b2fb-0948f6d518c8')\"\n","              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Visit the ' +\n","            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n","            + ' to learn more about interactive tables.';\n","          element.innerHTML = '';\n","          dataTable['output_type'] = 'display_data';\n","          await google.colab.output.renderOutput(dataTable, element);\n","          const docLink = document.createElement('div');\n","          docLink.innerHTML = docLinkHtml;\n","          element.appendChild(docLink);\n","        }\n","      </script>\n","    </div>\n","  </div>\n","  "]},"metadata":{},"execution_count":22}]},{"cell_type":"code","source":["%%R\n","loadfonts(device = \"win\")"],"metadata":{"id":"wZuGyAWT9iNs"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["%%R -i gw -h 800 -w 1200\n","\n","gw %>%\n","select(commonName, mass_1_source, mass_2_source) %>%\n","gather(mass_1_source, mass_2_source, key = \"source\", value = \"mass\") %>%\n","mutate(source = ifelse(source == \"mass_1_source\", \"1\", \"2\")) %>% \n"," ggplot(aes(mass, fill = source, color = source)) +\n","# geom_density(fill = \"#343A41\", color = \"#343A41\", alpha = 0.3, size = 1.4) +\n","geom_density(alpha = 0.3, size = 1.4) +\n","labs(title = \"Mass pre-merger\\n\",\n","     x = \"\\nsolar masses\",\n","     y = \"proportion of mergers\\n\") +\n","scale_y_continuous(position = \"right\") +\n","theme_light_beige"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":817},"id":"Eipru0aIxZwa","executionInfo":{"status":"ok","timestamp":1659723880436,"user_tz":300,"elapsed":614,"user":{"displayName":"Nicole Sullivan","userId":"18031182080523530747"}},"outputId":"1e187b6a-5afd-4d22-e3c4-147c14cf8bde"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["%%R\n","library(lubridate)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"r6cRk0e1J_R2","executionInfo":{"status":"ok","timestamp":1659722271808,"user_tz":300,"elapsed":154,"user":{"displayName":"Nicole Sullivan","userId":"18031182080523530747"}},"outputId":"eaad4b01-ded8-41bf-b758-975c275c3943"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["WARNING:rpy2.rinterface_lib.callbacks:R[write to console]: \n","Attaching package: ‘lubridate’\n","\n","\n","WARNING:rpy2.rinterface_lib.callbacks:R[write to console]: The following objects are masked from ‘package:base’:\n","\n","    date, intersect, setdiff, union\n","\n","\n"]}]},{"cell_type":"code","source":["%%R -h 800 -w 1200\n","\n","showtext_auto()\n","\n","gw %>%\n"," ggplot(aes(merger_datetime)) +\n","geom_density(fill = \"#343A41\", color = \"#343A41\", alpha = 0.3, size = 1.4) +\n","# geom_density(alpha = 0.3, size = 1.4) +\n","labs(title = \"Events detected\\n\",\n","     x = \"\",\n","     y = \"density\\n\") +\n","scale_y_continuous(position = \"right\") +\n","theme_light_beige\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":817},"id":"0se-9O3P_r46","executionInfo":{"status":"ok","timestamp":1659723886945,"user_tz":300,"elapsed":351,"user":{"displayName":"Nicole Sullivan","userId":"18031182080523530747"}},"outputId":"39556c64-9c4c-4e29-cc20-86abf232e3bc"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["Each separate observation run is quite clear."],"metadata":{"id":"808iHkuCKbT2"}},{"cell_type":"code","source":["%%R -h 800 -w 1200\n","gw %>%\n"," ggplot(aes(final_mass_source)) +\n","geom_histogram(fill = \"#343A41\", size = 1.4) +\n","# geom_density(alpha = 0.3, size = 1.4) +\n","labs(title = \"Merged objects' masses\\n\",\n","     x = \"\\nFinal mass (in solar masses)\",\n","     y = \"density\\n\") +\n","scale_y_continuous(position = \"right\") +\n","theme_light_beige"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":853},"id":"ib2uQ4CLKfNh","executionInfo":{"status":"ok","timestamp":1659723985458,"user_tz":300,"elapsed":484,"user":{"displayName":"Nicole Sullivan","userId":"18031182080523530747"}},"outputId":"5201f888-18a8-4899-9260-1fc3d2579655"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["WARNING:rpy2.rinterface_lib.callbacks:R[write to console]: `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.\n","\n"]},{"output_type":"display_data","data":{"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["Why is there a spike in final masses around ~20 solar masses?"],"metadata":{"id":"PoLY2jc6sbvG"}},{"cell_type":"code","source":["import numpy as np"],"metadata":{"id":"uXfGHBgUsu84"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["final_mass = np.array(gw['final_mass_source'])\n","final_mass_num = final_mass[~np.isnan(final_mass)]"],"metadata":{"id":"a27K6-KSs3T0"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["final_mass_num"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"_rA908j3tIIc","executionInfo":{"status":"ok","timestamp":1660184464850,"user_tz":300,"elapsed":138,"user":{"displayName":"Nicole Sullivan","userId":"18031182080523530747"}},"outputId":"2cb609f0-e1d2-41f3-ebdd-974b4847f107"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([ 68.9 ,  72.  ,  63.1 ,  35.6 ,  20.5 ,  48.9 ,  17.8 ,  79.5 ,\n","        56.3 ,  53.2 ,   2.8 ,  59.4 ,  65.4 , 107.  ,  34.  ,  32.2 ,\n","        26.7 ,  47.4 ,  60.1 , 147.4 ,  72.4 ,  11.6 ,  19.  ,  17.6 ,\n","        41.4 ,  82.  ,   7.2 ,  71.  ,  62.5 ,  62.2 ,  64.  ,  32.1 ,\n","        55.5 ,  34.3 ,  52.1 ,  66.4 ,  88.  ,  54.5 ,  20.8 ,  19.7 ,\n","        67.4 ,  62.1 ,  65.  ,  13.3 ,  34.9 ,  20.2 , 102.2 ,  59.6 ,\n","        53.  ,  76.  ,  61.  ,  60.8 ,  72.6 ,  25.7 ,  10.7 ,  19.6 ,\n","        16.8 ,  19.21,  18.87,  75.5 ,  60.3 ,  16.76,  68.6 ,  59.  ,\n","        41.4 ,  35.6 ,  70.5 ,  66.5 , 100.  , 110.5 ,  56.6 ,  90.2 ,\n","       107.3 ,  19.2 ,  30.1 ,  65.4 ,  54.3 ,  74.4 ,  54.7 ,  45.  ,\n","        59.9 ,  78.  , 141.  ,  41.7 ,  20.2 ,  55.5 ,  78.  , 172.9 ,\n","        55.5 ,  17.6 ,  33.  ,  90.3 ])"]},"metadata":{},"execution_count":28}]},{"cell_type":"code","source":["np.histogram(final_mass_num, bins = 30) # just use the same bins as ggplot's default"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"THmwEDhnrc1-","executionInfo":{"status":"ok","timestamp":1660184629826,"user_tz":300,"elapsed":123,"user":{"displayName":"Nicole Sullivan","userId":"18031182080523530747"}},"outputId":"8d1a307f-eb32-4fd3-a2ad-87f4d7f8965f"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(array([ 2,  3, 11,  4,  3,  8,  3,  2,  4, 10, 12,  8,  7,  4,  0,  3,  0,\n","         2,  3,  0,  0,  0,  0,  0,  1,  1,  0,  0,  0,  1]),\n"," array([  2.8 ,   8.47,  14.14,  19.81,  25.48,  31.15,  36.82,  42.49,\n","         48.16,  53.83,  59.5 ,  65.17,  70.84,  76.51,  82.18,  87.85,\n","         93.52,  99.19, 104.86, 110.53, 116.2 , 121.87, 127.54, 133.21,\n","        138.88, 144.55, 150.22, 155.89, 161.56, 167.23, 172.9 ]))"]},"metadata":{},"execution_count":31}]},{"cell_type":"markdown","source":["So it looks like that most massive spike (when splitting into 30 bins) is from 14.14 up to 19.81. What are the exact values of these final masses that are in this bin?"],"metadata":{"id":"z1ps2hUVti5j"}},{"cell_type":"code","source":["final_mass_num[np.where((final_mass_num < 19.81) & (final_mass_num >= 14.14))]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"dWR8cxo_tiKi","executionInfo":{"status":"ok","timestamp":1660185136644,"user_tz":300,"elapsed":135,"user":{"displayName":"Nicole Sullivan","userId":"18031182080523530747"}},"outputId":"ba5f84c7-f6a0-4535-ee84-4d0c768125b2"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([17.8 , 19.  , 17.6 , 19.7 , 19.6 , 16.8 , 19.21, 18.87, 16.76,\n","       19.2 , 17.6 ])"]},"metadata":{},"execution_count":41}]},{"cell_type":"markdown","source":["When did these mergers occur? Did they all occur during the same run, indicating an improvement in the sensitivity of instruments or something?"],"metadata":{"id":"5d4XmDUNv5GG"}},{"cell_type":"code","source":["common_finals = final_mass_num[np.where((final_mass_num < 19.81) & (final_mass_num >= 14.14))]"],"metadata":{"id":"W5Kp1hSIv3vJ"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["gw[gw['final_mass_source'].isin(common_finals)]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":394},"id":"d2hz0Spmv0dK","executionInfo":{"status":"ok","timestamp":1660185290490,"user_tz":300,"elapsed":183,"user":{"displayName":"Nicole Sullivan","userId":"18031182080523530747"}},"outputId":"008a7fa7-1aed-43bf-da10-dbf473a5a2bc"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["         commonName           GPS  mass_1_source  mass_2_source  \\\n","7          GW170608  1.180922e+09           11.0            7.6   \n","23  GW191103_012549  1.256780e+09           11.8            7.9   \n","24  GW191105_143521  1.257000e+09           10.7            7.7   \n","40  GW190728_064510  1.248332e+09           12.5            8.0   \n","56  GW191126_115259  1.258804e+09           12.1            8.3   \n","57  GW191129_134029  1.259070e+09           10.7            6.7   \n","58  GW191204_171526  1.259515e+09           11.9            8.2   \n","59  GW191216_213338  1.260567e+09           12.1            7.7   \n","62  GW200202_154313  1.264693e+09           10.1            7.3   \n","74  GW190707_093326  1.246527e+09           12.1            7.9   \n","91  GW190725_174728  1.248112e+09           11.8            6.3   \n","\n","    final_mass_source     merger_datetime  \n","7               17.80 2017-06-08 00:00:00  \n","23              19.00 2019-11-03 01:25:49  \n","24              17.60 2019-11-05 14:35:21  \n","40              19.70 2019-07-28 06:45:10  \n","56              19.60 2019-11-26 11:52:59  \n","57              16.80 2019-11-29 13:40:29  \n","58              19.21 2019-12-04 17:15:26  \n","59              18.87 2019-12-16 21:33:38  \n","62              16.76 2020-02-02 15:43:13  \n","74              19.20 2019-07-07 09:33:26  \n","91              17.60 2019-07-25 17:47:28  "],"text/html":["\n","  <div id=\"df-e5f9135c-3bd6-4841-b5a5-25232f702ec2\">\n","    <div class=\"colab-df-container\">\n","      <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>commonName</th>\n","      <th>GPS</th>\n","      <th>mass_1_source</th>\n","      <th>mass_2_source</th>\n","      <th>final_mass_source</th>\n","      <th>merger_datetime</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>7</th>\n","      <td>GW170608</td>\n","      <td>1.180922e+09</td>\n","      <td>11.0</td>\n","      <td>7.6</td>\n","      <td>17.80</td>\n","      <td>2017-06-08 00:00:00</td>\n","    </tr>\n","    <tr>\n","      <th>23</th>\n","      <td>GW191103_012549</td>\n","      <td>1.256780e+09</td>\n","      <td>11.8</td>\n","      <td>7.9</td>\n","      <td>19.00</td>\n","      <td>2019-11-03 01:25:49</td>\n","    </tr>\n","    <tr>\n","      <th>24</th>\n","      <td>GW191105_143521</td>\n","      <td>1.257000e+09</td>\n","      <td>10.7</td>\n","      <td>7.7</td>\n","      <td>17.60</td>\n","      <td>2019-11-05 14:35:21</td>\n","    </tr>\n","    <tr>\n","      <th>40</th>\n","      <td>GW190728_064510</td>\n","      <td>1.248332e+09</td>\n","      <td>12.5</td>\n","      <td>8.0</td>\n","      <td>19.70</td>\n","      <td>2019-07-28 06:45:10</td>\n","    </tr>\n","    <tr>\n","      <th>56</th>\n","      <td>GW191126_115259</td>\n","      <td>1.258804e+09</td>\n","      <td>12.1</td>\n","      <td>8.3</td>\n","      <td>19.60</td>\n","      <td>2019-11-26 11:52:59</td>\n","    </tr>\n","    <tr>\n","      <th>57</th>\n","      <td>GW191129_134029</td>\n","      <td>1.259070e+09</td>\n","      <td>10.7</td>\n","      <td>6.7</td>\n","      <td>16.80</td>\n","      <td>2019-11-29 13:40:29</td>\n","    </tr>\n","    <tr>\n","      <th>58</th>\n","      <td>GW191204_171526</td>\n","      <td>1.259515e+09</td>\n","      <td>11.9</td>\n","      <td>8.2</td>\n","      <td>19.21</td>\n","      <td>2019-12-04 17:15:26</td>\n","    </tr>\n","    <tr>\n","      <th>59</th>\n","      <td>GW191216_213338</td>\n","      <td>1.260567e+09</td>\n","      <td>12.1</td>\n","      <td>7.7</td>\n","      <td>18.87</td>\n","      <td>2019-12-16 21:33:38</td>\n","    </tr>\n","    <tr>\n","      <th>62</th>\n","      <td>GW200202_154313</td>\n","      <td>1.264693e+09</td>\n","      <td>10.1</td>\n","      <td>7.3</td>\n","      <td>16.76</td>\n","      <td>2020-02-02 15:43:13</td>\n","    </tr>\n","    <tr>\n","      <th>74</th>\n","      <td>GW190707_093326</td>\n","      <td>1.246527e+09</td>\n","      <td>12.1</td>\n","      <td>7.9</td>\n","      <td>19.20</td>\n","      <td>2019-07-07 09:33:26</td>\n","    </tr>\n","    <tr>\n","      <th>91</th>\n","      <td>GW190725_174728</td>\n","      <td>1.248112e+09</td>\n","      <td>11.8</td>\n","      <td>6.3</td>\n","      <td>17.60</td>\n","      <td>2019-07-25 17:47:28</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-e5f9135c-3bd6-4841-b5a5-25232f702ec2')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","        \n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path 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Looks like most of these mergers occurred in 2019, in July or November."],"metadata":{"id":"T2qdNK7gwY8f"}},{"cell_type":"code","source":["common_finals_df = gw[gw['final_mass_source'].isin(common_finals)]"],"metadata":{"id":"PbXahK0xwfIi"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["%%R -i common_finals_df -h 800 -w 1200\n","\n","common_finals_df %>%\n","filter(merger_datetime > '2019-01-01') %>%\n","ggplot(aes(merger_datetime, final_mass_source)) +\n","# geom_histogram(fill = \"#343A41\", size = 1.4) +\n","geom_bar(stat = \"identity\") +\n","labs(title = \"Common final masses*\\n\",\n","     y = \"\\nFinal mass (in solar masses)\",\n","     x = \"\\n2019-2020\",\n","     caption = \"\\n*Between 14.14-19.81 solar masses, \\nexcl. single merger in this range in 2017\") +\n","scale_y_continuous(position = \"right\") +\n","theme_light_beige"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":817},"id":"p4liYD4iwj0g","executionInfo":{"status":"ok","timestamp":1660186054653,"user_tz":300,"elapsed":505,"user":{"displayName":"Nicole Sullivan","userId":"18031182080523530747"}},"outputId":"5fa75a17-222c-4379-9147-6ce7d0dd9112"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["Let's look at all the mergers as a timeseries."],"metadata":{"id":"tarG9F_Oyv5_"}},{"cell_type":"code","source":["gw.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"gYp5bdgozSa5","executionInfo":{"status":"ok","timestamp":1660186079475,"user_tz":300,"elapsed":174,"user":{"displayName":"Nicole Sullivan","userId":"18031182080523530747"}},"outputId":"8b5c7014-e9f4-46f3-9b39-a885307b1340"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["        commonName           GPS  mass_1_source  mass_2_source  \\\n","0  GW190424_180648  1.240164e+09           40.5           31.8   \n","1  GW190426_152155  1.240327e+09            5.7            1.5   \n","2  GW190909_114149  1.252065e+09           45.8           28.3   \n","3         GW150914  1.126259e+09           35.6           30.6   \n","4         GW151012  1.128679e+09           23.2           13.6   \n","\n","   final_mass_source     merger_datetime  \n","0               68.9 2019-04-24 18:06:48  \n","1                NaN 2019-04-26 15:21:55  \n","2               72.0 2019-09-09 11:41:49  \n","3               63.1 2015-09-14 00:00:00  \n","4               35.6 2015-10-12 00:00:00  "],"text/html":["\n","  <div id=\"df-e958a3d6-afb7-4faf-ba78-26db9e4fb878\">\n","    <div class=\"colab-df-container\">\n","      <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>commonName</th>\n","      <th>GPS</th>\n","      <th>mass_1_source</th>\n","      <th>mass_2_source</th>\n","      <th>final_mass_source</th>\n","      <th>merger_datetime</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>GW190424_180648</td>\n","      <td>1.240164e+09</td>\n","      <td>40.5</td>\n","      <td>31.8</td>\n","      <td>68.9</td>\n","      <td>2019-04-24 18:06:48</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>GW190426_152155</td>\n","      <td>1.240327e+09</td>\n","      <td>5.7</td>\n","      <td>1.5</td>\n","      <td>NaN</td>\n","      <td>2019-04-26 15:21:55</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>GW190909_114149</td>\n","      <td>1.252065e+09</td>\n","      <td>45.8</td>\n","      <td>28.3</td>\n","      <td>72.0</td>\n","      <td>2019-09-09 11:41:49</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>GW150914</td>\n","      <td>1.126259e+09</td>\n","      <td>35.6</td>\n","      <td>30.6</td>\n","      <td>63.1</td>\n","      <td>2015-09-14 00:00:00</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>GW151012</td>\n","      <td>1.128679e+09</td>\n","      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1.4) +\n","geom_bar(stat = \"identity\", fill = \"#343A41\") +\n","labs(title = \"Merged objects' final masses\\n\",\n","     y = \"Final mass (in solar masses)\\n\",\n","     x = \"\\nDated merged\") +\n","scale_y_continuous(position = \"right\") +\n","theme_light_beige"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":817},"id":"NH2yOpNTyy8I","executionInfo":{"status":"ok","timestamp":1660186678387,"user_tz":300,"elapsed":354,"user":{"displayName":"Nicole 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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["## Time series data"],"metadata":{"id":"WIFw8bnoRzCp"}},{"cell_type":"markdown","source":["Let's just take a look at the raw timeseries for one of the gravitational wave mergers. The timeseries table loaded in the `mergers` schema hasn't had background noise filtered out, so the event probably won't be too clear from this particular data."],"metadata":{"id":"Zd5yPL13T7ih"}},{"cell_type":"code","source":["%%R\n","\n","gw_event <- bq_table_download(bq_project_query(\"grav-waves-358320\", \"SELECT * FROM mergers.timeseries WHERE id = 'GW200322_091133-v1';\"))"],"metadata":{"id":"dpPnjJHOLFnq"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["%%R -w 1200 -h 800\n","\n","ggplot(gw_event, aes(capture_dttm, size*1e18)) +\n","geom_line(color = \"#343A41\", size = 0.2) +\n","labs(x = 'date-time',\n","     y = 'amplitude (x10e18)',\n","     title = glue('TimeSeries data for \\n{unique(gw_event$id)}\\n'),\n","     caption = \"Note: H1 and L1 indicate the observatory\") +\n","theme_light_beige +\n","facet_wrap(~observatory, scales = \"free\")"],"metadata":{"id":"z94muSaM4-CF","colab":{"base_uri":"https://localhost:8080/","height":817},"executionInfo":{"status":"ok","timestamp":1660865517510,"user_tz":300,"elapsed":3941,"user":{"displayName":"Nicole Sullivan","userId":"18031182080523530747"}},"outputId":"31fb14cc-d600-4129-81e0-485350ce9bf0"},"execution_count":117,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":[""],"metadata":{"id":"sUmfpYfNSD0V"},"execution_count":null,"outputs":[]}]}