diff --git a/_data/people.yml b/_data/people.yml
index 73df7e6..dbd54d6 100644
--- a/_data/people.yml
+++ b/_data/people.yml
@@ -262,12 +262,6 @@
   id: BlakeBunney
   alum: false
 
-- name: Haarika Kathi
-  pos: Technician
-  email: hkathi@wi.mit.edu
-  id: HaarikaKathi
-  alum: false
-
 - name: Emily He
   pos: Technician
   email: ehe@wi.mit.edu
@@ -736,7 +730,8 @@
   pos: Post-doc
   id: Gene-WeiLi
   alum: true
-  now: PI & Associate Professor of Biology | Massachusetts Institute of Technology
+  now: PI, Associate Professor of Biology & HHMI Investigator | Massachusetts Institute
+    of Technology & HHMI
 
 - name: Han Li
   pos: Technician
diff --git a/_data/publications.yml b/_data/publications.yml
index 9ed6af2..34f1a5d 100644
--- a/_data/publications.yml
+++ b/_data/publications.yml
@@ -1,3 +1,71 @@
+- title: High-quality peptide evidence for annotating non-canonical open reading frames
+    as human proteins.
+  authors:
+  - Eric W Deutsch
+  - Leron W Kok
+  - Jonathan M Mudge
+  - Jorge Ruiz-Orera
+  - Ivo Fierro-Monti
+  - Zhi Sun
+  - Jennifer G Abelin
+  - M Mar Alba
+  - Julie L Aspden
+  - Ariel A Bazzini
+  - Elspeth A Bruford
+  - Marie A Brunet
+  - Lorenzo Calviello
+  - Steven A Carr
+  - Anne-Ruxandra Carvunis
+  - Sonia Chothani
+  - Jim Clauwaert
+  - Kellie Dean
+  - Pouya Faridi
+  - Adam Frankish
+  - Norbert Hubner
+  - Nicholas T Ingolia
+  - Michele Magrane
+  - Maria Jesus Martin
+  - Thomas F Martinez
+  - Gerben Menschaert
+  - Uwe Ohler
+  - Sandra Orchard
+  - Owen Rackham
+  - Xavier Roucou
+  - Sarah A Slavoff
+  - Eivind Valen
+  - Aaron Wacholder
+  - Jonathan S Weissman
+  - Wei Wu
+  - Zhi Xie
+  - Jyoti Choudhary
+  - Michal Bassani-Sternberg
+  - "Juan Antonio Vizca\xEDno"
+  - Nicola Ternette
+  - Robert L Moritz
+  - John R Prensner
+  - Sebastiaan van Heesch
+  publication_date: 24/09/24
+  publication_year: '2024'
+  pubmed_id: '39314370'
+  abstract: 'A major scientific drive is to characterize the protein-coding genome
+    as it provides the primary basis for the study of human health. But the fundamental
+    question remains: what has been missed in prior genomic analyses? Over the past
+    decade, the translation of non-canonical open reading frames (ncORFs) has been
+    observed across human cell types and disease states, with major implications for
+    proteomics, genomics, and clinical science. However, the impact of ncORFs has
+    been limited by the absence of a large-scale understanding of their contribution
+    to the human proteome. Here, we report the collaborative efforts of stakeholders
+    in proteomics, immunopeptidomics, Ribo-seq ORF discovery, and gene annotation,
+    to produce a consensus landscape of protein-level evidence for ncORFs. We show
+    that at least 25% of a set of 7,264 ncORFs give rise to translated gene products,
+    yielding over 3,000 peptides in a pan-proteome analysis encompassing 3.8 billion
+    mass spectra from 95,520 experiments. With these data, we developed an annotation
+    framework for ncORFs and created public tools for researchers through GENCODE
+    and PeptideAtlas. This work will provide a platform to advance ncORF-derived proteins
+    in biomedical discovery and, beyond humans, diverse animals and plants where ncORFs
+    are similarly observed.'
+  doi: 10.1101/2024.09.09.612016
+  journal: biorxiv
 - title: Robustness and reliability of single-cell regulatory multi-omics with deep
     mitochondrial mutation profiling.
   authors:
diff --git a/compile_info.ipynb b/compile_info.ipynb
index c4e875e..cab966b 100644
--- a/compile_info.ipynb
+++ b/compile_info.ipynb
@@ -62,7 +62,7 @@
     {
      "data": {
       "text/plain": [
-       "266"
+       "268"
       ]
      },
      "execution_count": 2,
@@ -199,6 +199,28 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
+       "      <td>Robustness and reliability of single-cell regu...</td>\n",
+       "      <td>[Chen Weng, Jonathan S Weissman, Vijay G Sanka...</td>\n",
+       "      <td>04/09/24</td>\n",
+       "      <td>2024</td>\n",
+       "      <td>39229039</td>\n",
+       "      <td>The detection of mitochondrial DNA (mtDNA) mut...</td>\n",
+       "      <td>10.1101/2024.08.23.609473</td>\n",
+       "      <td>biorxiv</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Multi-species genome-wide CRISPR screens ident...</td>\n",
+       "      <td>[Breanna Lam, Kathrin M Kajderowicz, Heather R...</td>\n",
+       "      <td>02/08/24</td>\n",
+       "      <td>2024</td>\n",
+       "      <td>39091747</td>\n",
+       "      <td>Cells must adapt to environmental changes to m...</td>\n",
+       "      <td>10.1101/2024.07.25.605098</td>\n",
+       "      <td>biorxiv</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
        "      <td>Transcriptome-wide characterization of genetic...</td>\n",
        "      <td>[Ajay Nadig, Joseph M Replogle, Angela N Pogso...</td>\n",
        "      <td>15/07/24</td>\n",
@@ -209,7 +231,7 @@
        "      <td>biorxiv</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1</th>\n",
+       "      <th>3</th>\n",
        "      <td>Brainwide silencing of prion protein by AAV-me...</td>\n",
        "      <td>[Edwin N Neumann, Tessa M Bertozzi, Elaine Wu,...</td>\n",
        "      <td>27/06/24</td>\n",
@@ -220,7 +242,7 @@
        "      <td>Science</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2</th>\n",
+       "      <th>4</th>\n",
        "      <td>Nucleotide depletion promotes cell fate transi...</td>\n",
        "      <td>[Brian T Do, Peggy P Hsu, Sidney Y Vermeulen, ...</td>\n",
        "      <td>02/06/24</td>\n",
@@ -231,28 +253,6 @@
        "      <td>Developmental cell</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>CRISPRi screens identify the lncRNA, LOUP, as ...</td>\n",
-       "      <td>[Haley Halasz, Eric Malekos, Sergio Covarrubia...</td>\n",
-       "      <td>23/05/24</td>\n",
-       "      <td>2024</td>\n",
-       "      <td>38781216</td>\n",
-       "      <td>Long noncoding RNAs (lncRNAs) account for the ...</td>\n",
-       "      <td>10.1073/pnas.2322524121</td>\n",
-       "      <td>PNAS</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>Triaging of α-helical proteins to the mitochon...</td>\n",
-       "      <td>[Gayathri Muthukumar, Taylor A Stevens, Alison...</td>\n",
-       "      <td>02/03/24</td>\n",
-       "      <td>2024</td>\n",
-       "      <td>38428433</td>\n",
-       "      <td>Mitochondrial outer membrane ⍺-helical protein...</td>\n",
-       "      <td>10.1016/j.molcel.2024.01.028</td>\n",
-       "      <td>Molecular cell</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
        "      <th>...</th>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
@@ -264,7 +264,7 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>258</th>\n",
+       "      <th>261</th>\n",
        "      <td>Generation of prion transmission barriers by m...</td>\n",
        "      <td>[Peter Chien, Angela H DePace, Sean R Collins,...</td>\n",
        "      <td>22/08/03</td>\n",
@@ -275,7 +275,7 @@
        "      <td>Nature</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>259</th>\n",
+       "      <th>262</th>\n",
        "      <td>Directed evolution of substrate-optimized GroE...</td>\n",
        "      <td>[Jue D Wang, Christophe Herman, Kimberly A Tip...</td>\n",
        "      <td>01/01/03</td>\n",
@@ -286,7 +286,7 @@
        "      <td>Cell</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>260</th>\n",
+       "      <th>263</th>\n",
        "      <td>The FAD- and O(2)-dependent reaction cycle of ...</td>\n",
        "      <td>[Benjamin P Tu, Jonathan S Weissman]</td>\n",
        "      <td>28/11/02</td>\n",
@@ -297,7 +297,7 @@
        "      <td>Molecular cell</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>261</th>\n",
+       "      <th>264</th>\n",
        "      <td>Origins and kinetic consequences of diversity ...</td>\n",
        "      <td>[Angela H DePace, Jonathan S Weissman]</td>\n",
        "      <td>09/04/02</td>\n",
@@ -308,7 +308,7 @@
        "      <td>Nature structural biology</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>262</th>\n",
+       "      <th>265</th>\n",
        "      <td>The utility of prions.</td>\n",
        "      <td>[Lev Z Osherovich, Jonathan S Weissman]</td>\n",
        "      <td>08/02/02</td>\n",
@@ -320,76 +320,76 @@
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>263 rows × 8 columns</p>\n",
+       "<p>266 rows × 8 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "                                                 title  \\\n",
-       "0    Transcriptome-wide characterization of genetic...   \n",
-       "1    Brainwide silencing of prion protein by AAV-me...   \n",
-       "2    Nucleotide depletion promotes cell fate transi...   \n",
-       "3    CRISPRi screens identify the lncRNA, LOUP, as ...   \n",
-       "4    Triaging of α-helical proteins to the mitochon...   \n",
+       "0    Robustness and reliability of single-cell regu...   \n",
+       "1    Multi-species genome-wide CRISPR screens ident...   \n",
+       "2    Transcriptome-wide characterization of genetic...   \n",
+       "3    Brainwide silencing of prion protein by AAV-me...   \n",
+       "4    Nucleotide depletion promotes cell fate transi...   \n",
        "..                                                 ...   \n",
-       "258  Generation of prion transmission barriers by m...   \n",
-       "259  Directed evolution of substrate-optimized GroE...   \n",
-       "260  The FAD- and O(2)-dependent reaction cycle of ...   \n",
-       "261  Origins and kinetic consequences of diversity ...   \n",
-       "262                             The utility of prions.   \n",
+       "261  Generation of prion transmission barriers by m...   \n",
+       "262  Directed evolution of substrate-optimized GroE...   \n",
+       "263  The FAD- and O(2)-dependent reaction cycle of ...   \n",
+       "264  Origins and kinetic consequences of diversity ...   \n",
+       "265                             The utility of prions.   \n",
        "\n",
        "                                               authors publication_date  \\\n",
-       "0    [Ajay Nadig, Joseph M Replogle, Angela N Pogso...         15/07/24   \n",
-       "1    [Edwin N Neumann, Tessa M Bertozzi, Elaine Wu,...         27/06/24   \n",
-       "2    [Brian T Do, Peggy P Hsu, Sidney Y Vermeulen, ...         02/06/24   \n",
-       "3    [Haley Halasz, Eric Malekos, Sergio Covarrubia...         23/05/24   \n",
-       "4    [Gayathri Muthukumar, Taylor A Stevens, Alison...         02/03/24   \n",
+       "0    [Chen Weng, Jonathan S Weissman, Vijay G Sanka...         04/09/24   \n",
+       "1    [Breanna Lam, Kathrin M Kajderowicz, Heather R...         02/08/24   \n",
+       "2    [Ajay Nadig, Joseph M Replogle, Angela N Pogso...         15/07/24   \n",
+       "3    [Edwin N Neumann, Tessa M Bertozzi, Elaine Wu,...         27/06/24   \n",
+       "4    [Brian T Do, Peggy P Hsu, Sidney Y Vermeulen, ...         02/06/24   \n",
        "..                                                 ...              ...   \n",
-       "258  [Peter Chien, Angela H DePace, Sean R Collins,...         22/08/03   \n",
-       "259  [Jue D Wang, Christophe Herman, Kimberly A Tip...         01/01/03   \n",
-       "260               [Benjamin P Tu, Jonathan S Weissman]         28/11/02   \n",
-       "261             [Angela H DePace, Jonathan S Weissman]         09/04/02   \n",
-       "262            [Lev Z Osherovich, Jonathan S Weissman]         08/02/02   \n",
+       "261  [Peter Chien, Angela H DePace, Sean R Collins,...         22/08/03   \n",
+       "262  [Jue D Wang, Christophe Herman, Kimberly A Tip...         01/01/03   \n",
+       "263               [Benjamin P Tu, Jonathan S Weissman]         28/11/02   \n",
+       "264             [Angela H DePace, Jonathan S Weissman]         09/04/02   \n",
+       "265            [Lev Z Osherovich, Jonathan S Weissman]         08/02/02   \n",
        "\n",
        "    publication_year pubmed_id  \\\n",
-       "0               2024  39005298   \n",
-       "1               2024  38935715   \n",
-       "2               2024  38823395   \n",
-       "3               2024  38781216   \n",
-       "4               2024  38428433   \n",
+       "0               2024  39229039   \n",
+       "1               2024  39091747   \n",
+       "2               2024  39005298   \n",
+       "3               2024  38935715   \n",
+       "4               2024  38823395   \n",
        "..               ...       ...   \n",
-       "258             2003  12931190   \n",
-       "259             2003  12507429   \n",
-       "260             2002  12453408   \n",
-       "261             2002  11938354   \n",
-       "262             2002  11832240   \n",
+       "261             2003  12931190   \n",
+       "262             2003  12507429   \n",
+       "263             2002  12453408   \n",
+       "264             2002  11938354   \n",
+       "265             2002  11832240   \n",
        "\n",
        "                                              abstract  \\\n",
-       "0    Single cell CRISPR screens such as Perturb-seq...   \n",
-       "1    Prion disease is caused by misfolding of the p...   \n",
-       "2    Control of cellular identity requires coordina...   \n",
-       "3    Long noncoding RNAs (lncRNAs) account for the ...   \n",
-       "4    Mitochondrial outer membrane ⍺-helical protein...   \n",
+       "0    The detection of mitochondrial DNA (mtDNA) mut...   \n",
+       "1    Cells must adapt to environmental changes to m...   \n",
+       "2    Single cell CRISPR screens such as Perturb-seq...   \n",
+       "3    Prion disease is caused by misfolding of the p...   \n",
+       "4    Control of cellular identity requires coordina...   \n",
        "..                                                 ...   \n",
-       "258  Self-propagating beta-sheet-rich protein aggre...   \n",
-       "259  GroEL/S chaperonin ring complexes fold many un...   \n",
-       "260  The endoplasmic reticulum (ER) supports disulf...   \n",
-       "261  A remarkable feature of prions is that infecti...   \n",
-       "262  Infectious, self-propagating protein aggregate...   \n",
+       "261  Self-propagating beta-sheet-rich protein aggre...   \n",
+       "262  GroEL/S chaperonin ring complexes fold many un...   \n",
+       "263  The endoplasmic reticulum (ER) supports disulf...   \n",
+       "264  A remarkable feature of prions is that infecti...   \n",
+       "265  Infectious, self-propagating protein aggregate...   \n",
        "\n",
        "                               doi                    journal  \n",
-       "0        10.1101/2024.07.03.601903                    biorxiv  \n",
-       "1          10.1126/science.ado7082                    Science  \n",
-       "2     10.1016/j.devcel.2024.05.010         Developmental cell  \n",
-       "3          10.1073/pnas.2322524121                       PNAS  \n",
-       "4     10.1016/j.molcel.2024.01.028             Molecular cell  \n",
+       "0        10.1101/2024.08.23.609473                    biorxiv  \n",
+       "1        10.1101/2024.07.25.605098                    biorxiv  \n",
+       "2        10.1101/2024.07.03.601903                    biorxiv  \n",
+       "3          10.1126/science.ado7082                    Science  \n",
+       "4     10.1016/j.devcel.2024.05.010         Developmental cell  \n",
        "..                             ...                        ...  \n",
-       "258            10.1038/nature01894                     Nature  \n",
-       "259  10.1016/s0092-8674(02)01198-4                       Cell  \n",
-       "260  10.1016/s1097-2765(02)00696-2             Molecular cell  \n",
-       "261                 10.1038/nsb786  Nature structural biology  \n",
-       "262  10.1016/s1534-5807(02)00118-1         Developmental cell  \n",
+       "261            10.1038/nature01894                     Nature  \n",
+       "262  10.1016/s0092-8674(02)01198-4                       Cell  \n",
+       "263  10.1016/s1097-2765(02)00696-2             Molecular cell  \n",
+       "264                 10.1038/nsb786  Nature structural biology  \n",
+       "265  10.1016/s1534-5807(02)00118-1         Developmental cell  \n",
        "\n",
-       "[263 rows x 8 columns]"
+       "[266 rows x 8 columns]"
       ]
      },
      "execution_count": 8,
@@ -451,17 +451,17 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>Multi-species genome-wide CRISPR screens ident...</td>\n",
-       "      <td>[Breanna Lam, Kathrin M Kajderowicz, Heather R...</td>\n",
-       "      <td>02/08/24</td>\n",
+       "      <td>High-quality peptide evidence for annotating n...</td>\n",
+       "      <td>[Eric W Deutsch, Leron W Kok, Jonathan M Mudge...</td>\n",
+       "      <td>24/09/24</td>\n",
        "      <td>2024</td>\n",
-       "      <td>39091747</td>\n",
-       "      <td>Cells must adapt to environmental changes to m...</td>\n",
-       "      <td>10.1101/2024.07.25.605098</td>\n",
+       "      <td>39314370</td>\n",
+       "      <td>A major scientific drive is to characterize th...</td>\n",
+       "      <td>10.1101/2024.09.09.612016</td>\n",
        "      <td>biorxiv</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5</th>\n",
+       "      <th>7</th>\n",
        "      <td>Author Correction: CRISPR technologies for gen...</td>\n",
        "      <td>[Lukas Villiger, Julia Joung, Luke Koblan, Jon...</td>\n",
        "      <td>14/05/24</td>\n",
@@ -471,46 +471,30 @@
        "      <td>10.1038/s41580-024-00745-9</td>\n",
        "      <td>Nature reviews. Molecular cell biology</td>\n",
        "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>Neuronal activity rapidly reprograms dendritic...</td>\n",
-       "      <td>[Ezgi Hacisuleyman, Caryn R Hale, Natalie Nobl...</td>\n",
-       "      <td>09/04/24</td>\n",
-       "      <td>2024</td>\n",
-       "      <td>38589584</td>\n",
-       "      <td>Learning and memory require activity-induced c...</td>\n",
-       "      <td>10.1038/s41593-024-01615-5</td>\n",
-       "      <td>Nature neuroscience</td>\n",
-       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
        "                                               title  \\\n",
-       "0  Multi-species genome-wide CRISPR screens ident...   \n",
-       "5  Author Correction: CRISPR technologies for gen...   \n",
-       "6  Neuronal activity rapidly reprograms dendritic...   \n",
+       "0  High-quality peptide evidence for annotating n...   \n",
+       "7  Author Correction: CRISPR technologies for gen...   \n",
        "\n",
        "                                             authors publication_date  \\\n",
-       "0  [Breanna Lam, Kathrin M Kajderowicz, Heather R...         02/08/24   \n",
-       "5  [Lukas Villiger, Julia Joung, Luke Koblan, Jon...         14/05/24   \n",
-       "6  [Ezgi Hacisuleyman, Caryn R Hale, Natalie Nobl...         09/04/24   \n",
+       "0  [Eric W Deutsch, Leron W Kok, Jonathan M Mudge...         24/09/24   \n",
+       "7  [Lukas Villiger, Julia Joung, Luke Koblan, Jon...         14/05/24   \n",
        "\n",
        "  publication_year pubmed_id  \\\n",
-       "0             2024  39091747   \n",
-       "5             2024  38740926   \n",
-       "6             2024  38589584   \n",
+       "0             2024  39314370   \n",
+       "7             2024  38740926   \n",
        "\n",
        "                                            abstract  \\\n",
-       "0  Cells must adapt to environmental changes to m...   \n",
-       "5                                               None   \n",
-       "6  Learning and memory require activity-induced c...   \n",
+       "0  A major scientific drive is to characterize th...   \n",
+       "7                                               None   \n",
        "\n",
        "                          doi                                 journal  \n",
-       "0   10.1101/2024.07.25.605098                                 biorxiv  \n",
-       "5  10.1038/s41580-024-00745-9  Nature reviews. Molecular cell biology  \n",
-       "6  10.1038/s41593-024-01615-5                     Nature neuroscience  "
+       "0   10.1101/2024.09.09.612016                                 biorxiv  \n",
+       "7  10.1038/s41580-024-00745-9  Nature reviews. Molecular cell biology  "
       ]
      },
      "execution_count": 9,
@@ -587,7 +571,7 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>93</th>\n",
+       "      <th>361</th>\n",
        "      <td>Combinatorial genetics in liver repopulation a...</td>\n",
        "      <td>[Kirk J Wangensteen, Yue J Wang, Zhixun Dou, A...</td>\n",
        "      <td>02/11/17</td>\n",
@@ -595,11 +579,11 @@
        "      <td>29091290</td>\n",
        "      <td>Clustered regularly interspaced short palindro...</td>\n",
        "      <td>10.1002/hep.29626</td>\n",
-       "      <td>Hepatology (Baltimore, Md.)</td>\n",
-       "      <td>current</td>\n",
+       "      <td>Hepatology</td>\n",
+       "      <td>previous</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>355</th>\n",
+       "      <th>96</th>\n",
        "      <td>Combinatorial genetics in liver repopulation a...</td>\n",
        "      <td>[Kirk J Wangensteen, Yue J Wang, Zhixun Dou, A...</td>\n",
        "      <td>02/11/17</td>\n",
@@ -607,11 +591,11 @@
        "      <td>29091290</td>\n",
        "      <td>Clustered regularly interspaced short palindro...</td>\n",
        "      <td>10.1002/hep.29626</td>\n",
-       "      <td>Hepatology</td>\n",
-       "      <td>previous</td>\n",
+       "      <td>Hepatology (Baltimore, Md.)</td>\n",
+       "      <td>current</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>122</th>\n",
+       "      <th>390</th>\n",
        "      <td>Targeting the AAA ATPase p97 as an Approach to...</td>\n",
        "      <td>[Daniel J Anderson, Ronan Le Moigne, Stevan Dj...</td>\n",
        "      <td>12/11/15</td>\n",
@@ -620,10 +604,10 @@
        "      <td>p97 is a AAA-ATPase with multiple cellular fun...</td>\n",
        "      <td>10.1016/j.ccell.2015.10.002</td>\n",
        "      <td>Cancer cell</td>\n",
-       "      <td>current</td>\n",
+       "      <td>previous</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>384</th>\n",
+       "      <th>125</th>\n",
        "      <td>Targeting the AAA ATPase p97 as an Approach to...</td>\n",
        "      <td>[Daniel J Anderson, Ronan Le Moigne, Stevan Dj...</td>\n",
        "      <td>12/11/15</td>\n",
@@ -632,10 +616,10 @@
        "      <td>p97 is a AAA-ATPase with multiple cellular fun...</td>\n",
        "      <td>10.1016/j.ccell.2015.10.002</td>\n",
        "      <td>Cancer cell</td>\n",
-       "      <td>previous</td>\n",
+       "      <td>current</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>428</th>\n",
+       "      <th>434</th>\n",
        "      <td>Ribosome profiling provides evidence that larg...</td>\n",
        "      <td>[Mitchell Guttman, Pamela Russell, Nicholas T ...</td>\n",
        "      <td>03/07/13</td>\n",
@@ -659,7 +643,7 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>390</th>\n",
+       "      <th>131</th>\n",
        "      <td>Pharmacological dimerization and activation of...</td>\n",
        "      <td>[Carmela Sidrauski, Jordan C Tsai, Martin Kamp...</td>\n",
        "      <td>16/04/15</td>\n",
@@ -668,10 +652,10 @@
        "      <td>The general translation initiation factor eIF2...</td>\n",
        "      <td>10.7554/eLife.07314</td>\n",
        "      <td>eLife</td>\n",
-       "      <td>previous</td>\n",
+       "      <td>current</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>124</th>\n",
+       "      <th>127</th>\n",
        "      <td>Paradoxical resistance of multiple myeloma to ...</td>\n",
        "      <td>[Diego Acosta-Alvear, Min Y Cho, Thomas Wild, ...</td>\n",
        "      <td>04/09/15</td>\n",
@@ -683,7 +667,7 @@
        "      <td>current</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>386</th>\n",
+       "      <th>392</th>\n",
        "      <td>Paradoxical resistance of multiple myeloma to ...</td>\n",
        "      <td>[Diego Acosta-Alvear, Min Y Cho, Thomas Wild, ...</td>\n",
        "      <td>04/09/15</td>\n",
@@ -695,7 +679,7 @@
        "      <td>previous</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>354</th>\n",
+       "      <th>95</th>\n",
        "      <td>The Human Cell Atlas.</td>\n",
        "      <td>[Aviv Regev, Sarah A Teichmann, Eric S Lander,...</td>\n",
        "      <td>06/12/17</td>\n",
@@ -704,10 +688,10 @@
        "      <td>The recent advent of methods for high-throughp...</td>\n",
        "      <td>10.7554/eLife.27041</td>\n",
        "      <td>eLife</td>\n",
-       "      <td>previous</td>\n",
+       "      <td>current</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>92</th>\n",
+       "      <th>360</th>\n",
        "      <td>The Human Cell Atlas.</td>\n",
        "      <td>[Aviv Regev, Sarah A Teichmann, Eric S Lander,...</td>\n",
        "      <td>06/12/17</td>\n",
@@ -716,80 +700,80 @@
        "      <td>The recent advent of methods for high-throughp...</td>\n",
        "      <td>10.7554/eLife.27041</td>\n",
        "      <td>eLife</td>\n",
-       "      <td>current</td>\n",
+       "      <td>previous</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>104 rows × 9 columns</p>\n",
+       "<p>106 rows × 9 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "                                                 title  \\\n",
-       "93   Combinatorial genetics in liver repopulation a...   \n",
-       "355  Combinatorial genetics in liver repopulation a...   \n",
-       "122  Targeting the AAA ATPase p97 as an Approach to...   \n",
-       "384  Targeting the AAA ATPase p97 as an Approach to...   \n",
-       "428  Ribosome profiling provides evidence that larg...   \n",
+       "361  Combinatorial genetics in liver repopulation a...   \n",
+       "96   Combinatorial genetics in liver repopulation a...   \n",
+       "390  Targeting the AAA ATPase p97 as an Approach to...   \n",
+       "125  Targeting the AAA ATPase p97 as an Approach to...   \n",
+       "434  Ribosome profiling provides evidence that larg...   \n",
        "..                                                 ...   \n",
-       "390  Pharmacological dimerization and activation of...   \n",
-       "124  Paradoxical resistance of multiple myeloma to ...   \n",
-       "386  Paradoxical resistance of multiple myeloma to ...   \n",
-       "354                              The Human Cell Atlas.   \n",
-       "92                               The Human Cell Atlas.   \n",
+       "131  Pharmacological dimerization and activation of...   \n",
+       "127  Paradoxical resistance of multiple myeloma to ...   \n",
+       "392  Paradoxical resistance of multiple myeloma to ...   \n",
+       "95                               The Human Cell Atlas.   \n",
+       "360                              The Human Cell Atlas.   \n",
        "\n",
        "                                               authors publication_date  \\\n",
-       "93   [Kirk J Wangensteen, Yue J Wang, Zhixun Dou, A...         02/11/17   \n",
-       "355  [Kirk J Wangensteen, Yue J Wang, Zhixun Dou, A...         02/11/17   \n",
-       "122  [Daniel J Anderson, Ronan Le Moigne, Stevan Dj...         12/11/15   \n",
-       "384  [Daniel J Anderson, Ronan Le Moigne, Stevan Dj...         12/11/15   \n",
-       "428  [Mitchell Guttman, Pamela Russell, Nicholas T ...         03/07/13   \n",
+       "361  [Kirk J Wangensteen, Yue J Wang, Zhixun Dou, A...         02/11/17   \n",
+       "96   [Kirk J Wangensteen, Yue J Wang, Zhixun Dou, A...         02/11/17   \n",
+       "390  [Daniel J Anderson, Ronan Le Moigne, Stevan Dj...         12/11/15   \n",
+       "125  [Daniel J Anderson, Ronan Le Moigne, Stevan Dj...         12/11/15   \n",
+       "434  [Mitchell Guttman, Pamela Russell, Nicholas T ...         03/07/13   \n",
        "..                                                 ...              ...   \n",
-       "390  [Carmela Sidrauski, Jordan C Tsai, Martin Kamp...         16/04/15   \n",
-       "124  [Diego Acosta-Alvear, Min Y Cho, Thomas Wild, ...         04/09/15   \n",
-       "386  [Diego Acosta-Alvear, Min Y Cho, Thomas Wild, ...         04/09/15   \n",
-       "354  [Aviv Regev, Sarah A Teichmann, Eric S Lander,...         06/12/17   \n",
-       "92   [Aviv Regev, Sarah A Teichmann, Eric S Lander,...         06/12/17   \n",
+       "131  [Carmela Sidrauski, Jordan C Tsai, Martin Kamp...         16/04/15   \n",
+       "127  [Diego Acosta-Alvear, Min Y Cho, Thomas Wild, ...         04/09/15   \n",
+       "392  [Diego Acosta-Alvear, Min Y Cho, Thomas Wild, ...         04/09/15   \n",
+       "95   [Aviv Regev, Sarah A Teichmann, Eric S Lander,...         06/12/17   \n",
+       "360  [Aviv Regev, Sarah A Teichmann, Eric S Lander,...         06/12/17   \n",
        "\n",
        "    publication_year pubmed_id  \\\n",
-       "93              2017  29091290   \n",
-       "355             2017  29091290   \n",
-       "122             2015  26555175   \n",
-       "384             2015  26555175   \n",
-       "428             2013  23810193   \n",
+       "361             2017  29091290   \n",
+       "96              2017  29091290   \n",
+       "390             2015  26555175   \n",
+       "125             2015  26555175   \n",
+       "434             2013  23810193   \n",
        "..               ...       ...   \n",
-       "390             2015  25875391   \n",
-       "124             2015  26327694   \n",
-       "386             2015  26327694   \n",
-       "354             2017  29206104   \n",
-       "92              2017  29206104   \n",
+       "131             2015  25875391   \n",
+       "127             2015  26327694   \n",
+       "392             2015  26327694   \n",
+       "95              2017  29206104   \n",
+       "360             2017  29206104   \n",
        "\n",
        "                                              abstract  \\\n",
-       "93   Clustered regularly interspaced short palindro...   \n",
-       "355  Clustered regularly interspaced short palindro...   \n",
-       "122  p97 is a AAA-ATPase with multiple cellular fun...   \n",
-       "384  p97 is a AAA-ATPase with multiple cellular fun...   \n",
-       "428  Large noncoding RNAs are emerging as an import...   \n",
+       "361  Clustered regularly interspaced short palindro...   \n",
+       "96   Clustered regularly interspaced short palindro...   \n",
+       "390  p97 is a AAA-ATPase with multiple cellular fun...   \n",
+       "125  p97 is a AAA-ATPase with multiple cellular fun...   \n",
+       "434  Large noncoding RNAs are emerging as an import...   \n",
        "..                                                 ...   \n",
-       "390  The general translation initiation factor eIF2...   \n",
-       "124  Hallmarks of cancer, including rapid growth an...   \n",
-       "386  Hallmarks of cancer, including rapid growth an...   \n",
-       "354  The recent advent of methods for high-throughp...   \n",
-       "92   The recent advent of methods for high-throughp...   \n",
+       "131  The general translation initiation factor eIF2...   \n",
+       "127  Hallmarks of cancer, including rapid growth an...   \n",
+       "392  Hallmarks of cancer, including rapid growth an...   \n",
+       "95   The recent advent of methods for high-throughp...   \n",
+       "360  The recent advent of methods for high-throughp...   \n",
        "\n",
        "                             doi                      journal    update  \n",
-       "93             10.1002/hep.29626  Hepatology (Baltimore, Md.)   current  \n",
-       "355            10.1002/hep.29626                   Hepatology  previous  \n",
-       "122  10.1016/j.ccell.2015.10.002                  Cancer cell   current  \n",
-       "384  10.1016/j.ccell.2015.10.002                  Cancer cell  previous  \n",
-       "428   10.1016/j.cell.2013.06.009                         Cell  previous  \n",
+       "361            10.1002/hep.29626                   Hepatology  previous  \n",
+       "96             10.1002/hep.29626  Hepatology (Baltimore, Md.)   current  \n",
+       "390  10.1016/j.ccell.2015.10.002                  Cancer cell  previous  \n",
+       "125  10.1016/j.ccell.2015.10.002                  Cancer cell   current  \n",
+       "434   10.1016/j.cell.2013.06.009                         Cell  previous  \n",
        "..                           ...                          ...       ...  \n",
-       "390          10.7554/eLife.07314                        eLife  previous  \n",
-       "124          10.7554/eLife.08153                        eLife   current  \n",
-       "386          10.7554/eLife.08153                        eLife  previous  \n",
-       "354          10.7554/eLife.27041                        eLife  previous  \n",
-       "92           10.7554/eLife.27041                        eLife   current  \n",
+       "131          10.7554/eLife.07314                        eLife   current  \n",
+       "127          10.7554/eLife.08153                        eLife   current  \n",
+       "392          10.7554/eLife.08153                        eLife  previous  \n",
+       "95           10.7554/eLife.27041                        eLife   current  \n",
+       "360          10.7554/eLife.27041                        eLife  previous  \n",
        "\n",
-       "[104 rows x 9 columns]"
+       "[106 rows x 9 columns]"
       ]
      },
      "execution_count": 11,
@@ -854,7 +838,7 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>8</th>\n",
+       "      <th>11</th>\n",
        "      <td>Author Correction: Efficient C•G-to-G•C base e...</td>\n",
        "      <td>[Luke W Koblan, Mandana Arbab, Max W Shen, Jef...</td>\n",
        "      <td>19/10/23</td>\n",
@@ -870,17 +854,17 @@
        "</div>"
       ],
       "text/plain": [
-       "                                               title  \\\n",
-       "8  Author Correction: Efficient C•G-to-G•C base e...   \n",
+       "                                                title  \\\n",
+       "11  Author Correction: Efficient C•G-to-G•C base e...   \n",
        "\n",
-       "                                             authors publication_date  \\\n",
-       "8  [Luke W Koblan, Mandana Arbab, Max W Shen, Jef...         19/10/23   \n",
+       "                                              authors publication_date  \\\n",
+       "11  [Luke W Koblan, Mandana Arbab, Max W Shen, Jef...         19/10/23   \n",
        "\n",
-       "  publication_year pubmed_id abstract                         doi  \\\n",
-       "8             2023  37853259     None  10.1038/s41587-023-02028-8   \n",
+       "   publication_year pubmed_id abstract                         doi  \\\n",
+       "11             2023  37853259     None  10.1038/s41587-023-02028-8   \n",
        "\n",
-       "                journal    update  \n",
-       "8  Nature biotechnology  previous  "
+       "                 journal    update  \n",
+       "11  Nature biotechnology  previous  "
       ]
      },
      "execution_count": 12,
@@ -922,7 +906,65 @@
     {
      "data": {
       "text/plain": [
-       "[{'title': 'Multi-species genome-wide CRISPR screens identify GPX4 as a conserved suppressor of cold-induced cell death.',\n",
+       "[{'title': 'High-quality peptide evidence for annotating non-canonical open reading frames as human proteins.',\n",
+       "  'authors': ['Eric W Deutsch',\n",
+       "   'Leron W Kok',\n",
+       "   'Jonathan M Mudge',\n",
+       "   'Jorge Ruiz-Orera',\n",
+       "   'Ivo Fierro-Monti',\n",
+       "   'Zhi Sun',\n",
+       "   'Jennifer G Abelin',\n",
+       "   'M Mar Alba',\n",
+       "   'Julie L Aspden',\n",
+       "   'Ariel A Bazzini',\n",
+       "   'Elspeth A Bruford',\n",
+       "   'Marie A Brunet',\n",
+       "   'Lorenzo Calviello',\n",
+       "   'Steven A Carr',\n",
+       "   'Anne-Ruxandra Carvunis',\n",
+       "   'Sonia Chothani',\n",
+       "   'Jim Clauwaert',\n",
+       "   'Kellie Dean',\n",
+       "   'Pouya Faridi',\n",
+       "   'Adam Frankish',\n",
+       "   'Norbert Hubner',\n",
+       "   'Nicholas T Ingolia',\n",
+       "   'Michele Magrane',\n",
+       "   'Maria Jesus Martin',\n",
+       "   'Thomas F Martinez',\n",
+       "   'Gerben Menschaert',\n",
+       "   'Uwe Ohler',\n",
+       "   'Sandra Orchard',\n",
+       "   'Owen Rackham',\n",
+       "   'Xavier Roucou',\n",
+       "   'Sarah A Slavoff',\n",
+       "   'Eivind Valen',\n",
+       "   'Aaron Wacholder',\n",
+       "   'Jonathan S Weissman',\n",
+       "   'Wei Wu',\n",
+       "   'Zhi Xie',\n",
+       "   'Jyoti Choudhary',\n",
+       "   'Michal Bassani-Sternberg',\n",
+       "   'Juan Antonio Vizcaíno',\n",
+       "   'Nicola Ternette',\n",
+       "   'Robert L Moritz',\n",
+       "   'John R Prensner',\n",
+       "   'Sebastiaan van Heesch'],\n",
+       "  'publication_date': '24/09/24',\n",
+       "  'publication_year': '2024',\n",
+       "  'pubmed_id': '39314370',\n",
+       "  'abstract': 'A major scientific drive is to characterize the protein-coding genome as it provides the primary basis for the study of human health. But the fundamental question remains: what has been missed in prior genomic analyses? Over the past decade, the translation of non-canonical open reading frames (ncORFs) has been observed across human cell types and disease states, with major implications for proteomics, genomics, and clinical science. However, the impact of ncORFs has been limited by the absence of a large-scale understanding of their contribution to the human proteome. Here, we report the collaborative efforts of stakeholders in proteomics, immunopeptidomics, Ribo-seq ORF discovery, and gene annotation, to produce a consensus landscape of protein-level evidence for ncORFs. We show that at least 25% of a set of 7,264 ncORFs give rise to translated gene products, yielding over 3,000 peptides in a pan-proteome analysis encompassing 3.8 billion mass spectra from 95,520 experiments. With these data, we developed an annotation framework for ncORFs and created public tools for researchers through GENCODE and PeptideAtlas. This work will provide a platform to advance ncORF-derived proteins in biomedical discovery and, beyond humans, diverse animals and plants where ncORFs are similarly observed.',\n",
+       "  'doi': '10.1101/2024.09.09.612016',\n",
+       "  'journal': 'biorxiv'},\n",
+       " {'title': 'Robustness and reliability of single-cell regulatory multi-omics with deep mitochondrial mutation profiling.',\n",
+       "  'authors': ['Chen Weng', 'Jonathan S Weissman', 'Vijay G Sankaran'],\n",
+       "  'publication_date': '04/09/24',\n",
+       "  'publication_year': '2024',\n",
+       "  'pubmed_id': '39229039',\n",
+       "  'abstract': 'The detection of mitochondrial DNA (mtDNA) mutations in single cells holds considerable potential to define clonal relationships coupled with information on cell state in humans. Previous methods focused on higher heteroplasmy mutations that are limited in number and can be influenced by functional selection, introducing biases for lineage tracing. Although more challenging to detect, intermediate to low heteroplasmy mtDNA mutations are valuable due to their high diversity, abundance, and lower propensity to selection. To enhance mtDNA mutation detection and facilitate fine-scale lineage tracing, we developed the single-cell Regulatory multi-omics with Deep Mitochondrial mutation profiling (ReDeeM) approach, an integrated experimental and computational framework. Recently, some concerns have been raised about the analytical workflow in the ReDeeM framework. Specifically, it was noted that the mutations detected in a single molecule per cell are enriched on edges of mtDNA molecules, suggesting they resemble artifacts reported in other sequencing approaches. It was then proposed that all mutations found in one molecule per cell should be removed. We detail our error correction method, demonstrating that the observed edge mutations are distinct from previously reported sequencing artifacts. We further show that the proposed removal leads to massive elimination of bona fide and informative mutations. Indeed, mutations accumulating on edges impact a minority of all mutation calls (for example, in hematopoietic stem cells, the excess mutations on the edge account for only 4.3%-7.6% of the total). Recognizing the value of addressing edge mutations even after applying consensus correction, we provide an additional filtering option in the ReDeeM-R package. This approach effectively eliminates the position biases, leads to a mutational signature indistinguishable from bona fide mitochondrial mutations, and removes excess low molecule high connectedness mutations. Importantly, this option preserves the large majority of unique mutations identified by ReDeeM, maintaining the ability of ReDeeM to provide a more than 10-fold increase in variant detection compared to previous methods. Additionally, the cells remain well-connected. While there is room for further refinement in mutation calling strategies, the significant advances and biological insights provided by the ReDeeM framework are unique and remain intact. We hope that this detailed discussion and analysis enables the community to employ this approach and contribute to its further development.',\n",
+       "  'doi': '10.1101/2024.08.23.609473',\n",
+       "  'journal': 'biorxiv'},\n",
+       " {'title': 'Multi-species genome-wide CRISPR screens identify GPX4 as a conserved suppressor of cold-induced cell death.',\n",
        "  'authors': ['Breanna Lam',\n",
        "   'Kathrin M Kajderowicz',\n",
        "   'Heather R Keys',\n",
@@ -5416,7 +5458,7 @@
     {
      "data": {
       "text/plain": [
-       "415914"
+       "421447"
       ]
      },
      "execution_count": 15,
@@ -5428,587 +5470,6 @@
     "open('_data/publications.yml', 'w').write(yaml.dump(pubs_records, default_flow_style=False, sort_keys=False))"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "e32e075a-79f6-436a-bfb6-5b5862ddc492",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true,
-    "tags": []
-   },
-   "source": [
-    "### Previous Site"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "c9db6a5a-bfbc-443b-9669-f171868df41f",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "people_url = 'https://weissmanlab.ucsf.edu/people/people.html'\n",
-    "alum_url = 'https://weissmanlab.ucsf.edu/people/alumni.html'\n",
-    "people_page = requests.get(people_url)\n",
-    "alum_page = requests.get(alum_url)\n",
-    "\n",
-    "people_soup = BeautifulSoup(people_page.text, 'html.parser')\n",
-    "alum_soup = BeautifulSoup(alum_page.text, 'html.parser')\n",
-    "\n",
-    "def get_text(elem, id):\n",
-    "    elem = elem.find(id=id)\n",
-    "    if elem: return elem.get_text(separator='|')\n",
-    "    else: return ''\n",
-    "\n",
-    "people = [dict(name=get_text(person, 'peo_name').replace('|', ' '),\n",
-    "           pos=get_text(person, 'peo_pos'),\n",
-    "           email=get_text(person, 'peo_email'),\n",
-    "           img=person.find('img').get('src')) for person in people_soup.find_all(id='peo_grid')]\n",
-    "alums = [dict(name=get_text(person, 'peo_name').replace('|', ' '),\n",
-    "          pos=get_text(person, 'alum_pos'),\n",
-    "          now=get_text(person, 'alum_current_2line'),\n",
-    "          img=(person.find('img').get('src') if person.find('img') else None)) for person in alum_soup.find_all(id='peo_grid')][1:]\n",
-    "\n",
-    "for p in people: p['first_name'] = p['name'].split(' ')[0]\n",
-    "for p in people: p['last_name'] = p['name'].split(' ')[-1]\n",
-    "for p in alums: p['first_name'] = p['name'].split(' ')[0]\n",
-    "for p in alums: p['last_name'] = p['name'].split(' ')[-1]\n",
-    "\n",
-    "for p in people: p['alum'] = 'false'\n",
-    "for p in alums: p['alum'] = 'true'"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "a5da71f6-735b-4f58-8c4b-8e6e337d8a03",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "for person in people:\n",
-    "    urllib.request.urlretrieve('https://weissmanlab.ucsf.edu/people/'+person['img'], 'assets/img/people/'+person['img'])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "3c4d06e8-a2b7-48f0-b171-056da66db1b2",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "for person in alums:\n",
-    "    urllib.request.urlretrieve('https://weissmanlab.ucsf.edu/people/'+person['img'], 'assets/img/people/'+person['img'].split('/')[-1])\n",
-    "\n",
-    "    person['img'] = person['img'].split('/')[-1]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "512e3021-c766-45fa-ad1e-ceeded366531",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "people = people + alums\n",
-    "for p in people: p['id'] = p['first_name']+p['last_name']"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "ba432453-e1a0-4259-9100-333814d65c98",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def rename_img(p):\n",
-    "    if p['img'] == 'weibezahn.jpg' or p['img'] == '':\n",
-    "        p['img'] = ''\n",
-    "    else:\n",
-    "        change_from = f'assets/img/people/{p[\"img\"]}'\n",
-    "        change_to = f'assets/img/people/{p[\"id\"]+\".\"+p[\"img\"].split(\".\")[-1]}'\n",
-    "        if os.path.exists(change_from): os.rename(change_from, change_to)\n",
-    "        p[\"img\"] = change_to\n",
-    "\n",
-    "for p in people: rename_img(p)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "id": "98004665-db2f-4927-9d8e-366c79ca4dda",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "pd.DataFrame(people).to_csv('old_site_people.csv', index=False)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "4e853d1d-8cbe-470c-9557-0c737bc99f80",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true,
-    "tags": []
-   },
-   "source": [
-    "### Survey"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "id": "83b4d932-3ec7-4c34-8400-a55be0447c7a",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "people = pd.read_csv('old_site_people.csv')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "id": "17964390-6a81-4e90-aa28-0e49387c6f4d",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "survey_responses = pd.read_csv('https://docs.google.com/spreadsheets/d/1uxl0DQpqHvNdgI92UVx1Vyt4TQhkgt74cPp1dEn3Gjw'+'/export?format=csv')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 30,
-   "id": "504ae2e7-1a4f-49c7-a12f-31392537847b",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "survey_responses = survey_responses.rename(columns={'Name':'name', 'Role':'pos', 'Email':'email', 'Portrait / head shot':'img'})[['name', 'pos', 'email', 'img']]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 32,
-   "id": "280e57d6-b062-4d48-aae5-5c7d651b4c35",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "survey_responses['first_name'] = survey_responses['name'].str.split(' ').str[0]\n",
-    "survey_responses['last_name'] = survey_responses['name'].str.split(' ').str[-1]\n",
-    "survey_responses['id'] = survey_responses['first_name']+survey_responses['last_name']\n",
-    "survey_responses['alum'] = False"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 46,
-   "id": "e4bc1dee-1491-4231-8d6e-3d206eee1d06",
-   "metadata": {
-    "collapsed": true,
-    "jupyter": {
-     "outputs_hidden": true
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "RichardShe https://drive.google.com/open?id=1pAqQi52Pr1B0xIEtMr3XaAas1hVMW08w\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Downloading...\n",
-      "From: https://drive.google.com/uc?id=1pAqQi52Pr1B0xIEtMr3XaAas1hVMW08w\n",
-      "To: /Users/alex/Documents/weissmanlab/assets/img/people/RichardShe.jpg\n",
-      "100%|██████████| 588k/588k [00:00<00:00, 15.7MB/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "LakshmiMiller-Vedam https://drive.google.com/open?id=1pAkanvnqJmd1D9i7Onl_6_lWLmg5nugY\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Downloading...\n",
-      "From: https://drive.google.com/uc?id=1pAkanvnqJmd1D9i7Onl_6_lWLmg5nugY\n",
-      "To: /Users/alex/Documents/weissmanlab/assets/img/people/LakshmiMiller-Vedam.jpg\n",
-      "100%|██████████| 95.3k/95.3k [00:00<00:00, 3.84MB/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "LukeKoblan https://drive.google.com/open?id=1IsF8g-d_w7A4XTUmI_2t21q2jGv0EKTf\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Downloading...\n",
-      "From: https://drive.google.com/uc?id=1IsF8g-d_w7A4XTUmI_2t21q2jGv0EKTf\n",
-      "To: /Users/alex/Documents/weissmanlab/assets/img/people/LukeKoblan.jpg\n",
-      "100%|██████████| 2.34M/2.34M [00:00<00:00, 15.1MB/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "ZebulonLevine https://drive.google.com/open?id=12ColnJvOtz18CTVoc9p1HeKm4R3hjHV7\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Downloading...\n",
-      "From: https://drive.google.com/uc?id=12ColnJvOtz18CTVoc9p1HeKm4R3hjHV7\n",
-      "To: /Users/alex/Documents/weissmanlab/assets/img/people/ZebulonLevine.jpg\n",
-      "100%|██████████| 11.4k/11.4k [00:00<00:00, 25.4MB/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "JosephReplogle https://drive.google.com/open?id=1ycj11mfsZUJiOY9RFpyb7svJ9n9vCGSm\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Downloading...\n",
-      "From: https://drive.google.com/uc?id=1ycj11mfsZUJiOY9RFpyb7svJ9n9vCGSm\n",
-      "To: /Users/alex/Documents/weissmanlab/assets/img/people/JosephReplogle.jpg\n",
-      "100%|██████████| 968k/968k [00:00<00:00, 7.15MB/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "XiaojieQiu https://drive.google.com/open?id=14JxH-Gx2PkGrvIdslelK6CgbahXjb7L7\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Downloading...\n",
-      "From: https://drive.google.com/uc?id=14JxH-Gx2PkGrvIdslelK6CgbahXjb7L7\n",
-      "To: /Users/alex/Documents/weissmanlab/assets/img/people/XiaojieQiu.jpg\n",
-      "100%|██████████| 16.5k/16.5k [00:00<00:00, 16.5MB/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "ReubenSaunders https://drive.google.com/open?id=10yqkD80mUAibxDNiJWbtOaT9azrITN72\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Downloading...\n",
-      "From: https://drive.google.com/uc?id=10yqkD80mUAibxDNiJWbtOaT9azrITN72\n",
-      "To: /Users/alex/Documents/weissmanlab/assets/img/people/ReubenSaunders.jpg\n",
-      "100%|██████████| 398k/398k [00:00<00:00, 6.58MB/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "MattJones https://drive.google.com/open?id=1rl68JZd9UYCybIeylNaRMxtVB4ktF3HJ\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Downloading...\n",
-      "From: https://drive.google.com/uc?id=1rl68JZd9UYCybIeylNaRMxtVB4ktF3HJ\n",
-      "To: /Users/alex/Documents/weissmanlab/assets/img/people/MattJones.jpg\n",
-      "100%|██████████| 561k/561k [00:00<00:00, 8.76MB/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "SarahSchumacher https://drive.google.com/open?id=1WJ5Kl7qaNTYB1kAHIrqmdt9fOOtlsKF3\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Downloading...\n",
-      "From: https://drive.google.com/uc?id=1WJ5Kl7qaNTYB1kAHIrqmdt9fOOtlsKF3\n",
-      "To: /Users/alex/Documents/weissmanlab/assets/img/people/SarahSchumacher.jpg\n",
-      "100%|██████████| 117k/117k [00:00<00:00, 4.44MB/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "TessaBertozzi https://drive.google.com/open?id=1TQJiPteaOk8HthDPapEFRKNCALgAHSZS\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Downloading...\n",
-      "From: https://drive.google.com/uc?id=1TQJiPteaOk8HthDPapEFRKNCALgAHSZS\n",
-      "To: /Users/alex/Documents/weissmanlab/assets/img/people/TessaBertozzi.jpg\n",
-      "100%|██████████| 2.70M/2.70M [00:00<00:00, 14.7MB/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "AnneOdera https://drive.google.com/open?id=1BPMTR0JQd6V5aXAZXH9SZZyEUm54-6_d\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Downloading...\n",
-      "From: https://drive.google.com/uc?id=1BPMTR0JQd6V5aXAZXH9SZZyEUm54-6_d\n",
-      "To: /Users/alex/Documents/weissmanlab/assets/img/people/AnneOdera.jpg\n",
-      "100%|██████████| 274k/274k [00:00<00:00, 7.57MB/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "AlexLeNail https://drive.google.com/open?id=1V8zAqzjdeIdUFCUeWB1lfqZI7ZRyx0la\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Downloading...\n",
-      "From: https://drive.google.com/uc?id=1V8zAqzjdeIdUFCUeWB1lfqZI7ZRyx0la\n",
-      "To: /Users/alex/Documents/weissmanlab/assets/img/people/AlexLeNail.jpg\n",
-      "100%|██████████| 857k/857k [00:00<00:00, 10.9MB/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "YiChen nan\n",
-      "AtharvOak https://drive.google.com/open?id=1AW-fszVxhPoQbhk56kCzeOxANBBjE7M0\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Downloading...\n",
-      "From: https://drive.google.com/uc?id=1AW-fszVxhPoQbhk56kCzeOxANBBjE7M0\n",
-      "To: /Users/alex/Documents/weissmanlab/assets/img/people/AtharvOak.jpg\n",
-      "100%|██████████| 626k/626k [00:00<00:00, 8.41MB/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CristenMuresan https://drive.google.com/open?id=14lJw4f2eAHCqmJ3z6O_zqd8CxpfBG9am\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Downloading...\n",
-      "From: https://drive.google.com/uc?id=14lJw4f2eAHCqmJ3z6O_zqd8CxpfBG9am\n",
-      "To: /Users/alex/Documents/weissmanlab/assets/img/people/CristenMuresan.jpg\n",
-      "100%|██████████| 1.12M/1.12M [00:00<00:00, 9.71MB/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "GayathriMuthukumar https://drive.google.com/open?id=1acceshE6cnXyvun9ehg_5EQhADp-gn26\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Downloading...\n",
-      "From: https://drive.google.com/uc?id=1acceshE6cnXyvun9ehg_5EQhADp-gn26\n",
-      "To: /Users/alex/Documents/weissmanlab/assets/img/people/GayathriMuthukumar.jpg\n",
-      "100%|██████████| 5.27M/5.27M [00:00<00:00, 17.1MB/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "KaterinaPopova https://drive.google.com/open?id=1pUpF7EhZn8E7RWAQJMKqZkDf5Z65PT9s\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Downloading...\n",
-      "From: https://drive.google.com/uc?id=1pUpF7EhZn8E7RWAQJMKqZkDf5Z65PT9s\n",
-      "To: /Users/alex/Documents/weissmanlab/assets/img/people/KaterinaPopova.jpg\n",
-      "100%|██████████| 120k/120k [00:00<00:00, 4.43MB/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "YuanchengLu https://drive.google.com/open?id=1uH4d9gunYYbGys_pbbOdjgG-ZFjv8Zyx\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Downloading...\n",
-      "From: https://drive.google.com/uc?id=1uH4d9gunYYbGys_pbbOdjgG-ZFjv8Zyx\n",
-      "To: /Users/alex/Documents/weissmanlab/assets/img/people/YuanchengLu.jpg\n",
-      "100%|██████████| 266k/266k [00:00<00:00, 6.95MB/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "KatieYost https://drive.google.com/open?id=15BWQLjHXdd5f-6h_klvKl87e1t4Kx0gU\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Downloading...\n",
-      "From: https://drive.google.com/uc?id=15BWQLjHXdd5f-6h_klvKl87e1t4Kx0gU\n",
-      "To: /Users/alex/Documents/weissmanlab/assets/img/people/KatieYost.jpg\n",
-      "100%|██████████| 742k/742k [00:00<00:00, 10.5MB/s]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "JeffHussmann nan\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "for id, url in survey_responses.set_index('id')['img'].items():\n",
-    "    print(id, url)\n",
-    "    if type(url) == str:\n",
-    "        change_to = 'assets/img/people/'+id+'.jpg'\n",
-    "        gdown.download(\"https://drive.google.com/uc?id={}\".format(url.split('id=')[-1]), change_to, quiet=False)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 57,
-   "id": "74f66f3d-4a49-4d73-991e-e62c9416f419",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'JeffHussmann',\n",
-       " 'JosephReplogle',\n",
-       " 'KaterinaPopova',\n",
-       " 'LakshmiMiller-Vedam',\n",
-       " 'MattJones',\n",
-       " 'ReubenSaunders',\n",
-       " 'RichardShe',\n",
-       " 'XiaojieQiu'}"
-      ]
-     },
-     "execution_count": 57,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "set(people.id) & set(survey_responses.id)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 58,
-   "id": "7d2f4403-4974-4908-8d1c-bacb7e100f52",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "people = pd.concat((survey_responses, people)).drop_duplicates(subset=['id'], keep='first')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 61,
-   "id": "d84fa7d0-7baa-415a-b106-0757dba17200",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "people = people.drop('img', axis=1)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 63,
-   "id": "14da890a-1c09-49d0-9bea-f88a671e4408",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "people.to_csv('old_site_and_survey_people.csv', index=False)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 64,
-   "id": "8cd15a5b-b5cd-47ed-b7ec-94b7343114c2",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "pd.DataFrame(people).to_clipboard()"
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "ce98febf-fc16-4529-b8d6-2630646bb4fe",
@@ -6021,7 +5482,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 16,
    "id": "e6707396-53be-4d3c-a270-0077d0dae0d3",
    "metadata": {},
    "outputs": [],
@@ -6051,9 +5512,17 @@
     "# id must be both the publication first/last, and the name of the image. Name is just the display name."
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "d4665bcf",
+   "metadata": {},
+   "source": [
+    "## Update people page"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 17,
    "id": "006f6993-ac2b-4298-ad0f-ff149387735f",
    "metadata": {},
    "outputs": [],
@@ -6067,7 +5536,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 18,
    "id": "1898b1f0-9b78-48c5-bf38-ac1db5fb4158",
    "metadata": {},
    "outputs": [],
@@ -6088,7 +5557,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 19,
    "id": "02ddcce2-a14f-43f0-b507-2d1d86843a18",
    "metadata": {},
    "outputs": [
@@ -6140,13 +5609,13 @@
        "4  Maria Gould  Admin Assistant  mgould@wi.mit.edu  MariaGould  False  NaN"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "people[ ~people.id.isin(old_people_data.id)]\n"
+    "people[ ~people.id.isin(old_people_data.id)]"
    ]
   },
   {
@@ -6159,7 +5628,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 20,
    "id": "368d3214-2842-403f-adfb-521f50a19f7c",
    "metadata": {},
    "outputs": [
@@ -6195,23 +5664,23 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>47</th>\n",
-       "      <td>Audrey Lim</td>\n",
-       "      <td>Undergrad</td>\n",
-       "      <td>alim@wi.mit.edu</td>\n",
-       "      <td>AudreyLim</td>\n",
-       "      <td>True</td>\n",
+       "      <th>116</th>\n",
+       "      <td>Gene-Wei Li</td>\n",
+       "      <td>Post-doc</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>Gene-WeiLi</td>\n",
+       "      <td>True</td>\n",
+       "      <td>PI, Associate Professor of Biology &amp; HHMI Inve...</td>\n",
        "      <td>current</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>46</th>\n",
-       "      <td>Audrey Lim</td>\n",
-       "      <td>Undergrad</td>\n",
-       "      <td>alim@wi.mit.edu</td>\n",
-       "      <td>AudreyLim</td>\n",
-       "      <td>False</td>\n",
+       "      <th>116</th>\n",
+       "      <td>Gene-Wei Li</td>\n",
+       "      <td>Post-doc</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>Gene-WeiLi</td>\n",
+       "      <td>True</td>\n",
+       "      <td>PI &amp; Associate Professor of Biology | Massachu...</td>\n",
        "      <td>previous</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -6219,12 +5688,16 @@
        "</div>"
       ],
       "text/plain": [
-       "          name        pos            email         id   alum  now    update\n",
-       "47  Audrey Lim  Undergrad  alim@wi.mit.edu  AudreyLim   True  NaN   current\n",
-       "46  Audrey Lim  Undergrad  alim@wi.mit.edu  AudreyLim  False  NaN  previous"
+       "            name       pos email          id  alum  \\\n",
+       "116  Gene-Wei Li  Post-doc   NaN  Gene-WeiLi  True   \n",
+       "116  Gene-Wei Li  Post-doc   NaN  Gene-WeiLi  True   \n",
+       "\n",
+       "                                                   now    update  \n",
+       "116  PI, Associate Professor of Biology & HHMI Inve...   current  \n",
+       "116  PI & Associate Professor of Biology | Massachu...  previous  "
       ]
      },
-     "execution_count": 6,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -6246,7 +5719,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 21,
    "id": "f1233203-5d3a-455d-8ced-5faa1da00d73",
    "metadata": {},
    "outputs": [
@@ -6281,17 +5754,29 @@
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>42</th>\n",
+       "      <td>Haarika Kathi</td>\n",
+       "      <td>Technician</td>\n",
+       "      <td>hkathi@wi.mit.edu</td>\n",
+       "      <td>HaarikaKathi</td>\n",
+       "      <td>False</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>previous</td>\n",
+       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "Empty DataFrame\n",
-       "Columns: [name, pos, email, id, alum, now, update]\n",
-       "Index: []"
+       "             name         pos              email            id   alum  now  \\\n",
+       "42  Haarika Kathi  Technician  hkathi@wi.mit.edu  HaarikaKathi  False  NaN   \n",
+       "\n",
+       "      update  \n",
+       "42  previous  "
       ]
      },
-     "execution_count": 7,
+     "execution_count": 21,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -6312,7 +5797,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 22,
    "id": "922ec1a1-b130-4595-a994-0ae9fe3d4f64",
    "metadata": {},
    "outputs": [],
@@ -6323,7 +5808,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 23,
    "id": "e43cf38b-3bf5-489e-912b-c081151b2fb9",
    "metadata": {},
    "outputs": [],
@@ -6340,17 +5825,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 24,
    "id": "b72f7d29-d480-4646-8afb-f7bb3f49a9aa",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "20581"
+       "20657"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -6370,7 +5855,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "py-env",
    "language": "python",
    "name": "python3"
   },