diff --git a/.env b/.env
new file mode 100644
index 0000000..cfab316
--- /dev/null
+++ b/.env
@@ -0,0 +1,3 @@
+CONF_VER=7.1.0
+ELST_VER=7.11.0
+TZ_SET=Australia/Sydney
diff --git a/.gitignore b/.gitignore
index bfe5a6e..ee211a9 100644
--- a/.gitignore
+++ b/.gitignore
@@ -7,3 +7,4 @@ config/mastodon-sink-s3-aws.json
 notebooks/demo.ipynb
 duckdb/init-s3.sql
 data_tmp/*
+docker-compose-orig.yml
diff --git a/README.md b/README.md
index 009ebf1..18a1392 100644
--- a/README.md
+++ b/README.md
@@ -25,6 +25,8 @@ python mastodonlisten.py --baseURL https://data-folks.masto.host/ --enableKafka
 
 confluent-hub install confluentinc/kafka-connect-s3:10.3.0
 
+curl -X PUT -H  "Content-Type:application/json" localhost:8083/connectors/mastodon-sink-s3/config -d '@./config/mastodon-sink-s3-minio.json'
+
 curl -X PUT -H  "Content-Type:application/json" localhost:8083/connectors/mastodon-sink-s3/config -d '@./config/mastodon-sink-s3.json'
 
 curl -X PUT -H  "Content-Type:application/json" localhost:8083/connectors/mastodon-sink-s3-aws/config -d '@./config/mastodon-sink-s3-aws.json'
diff --git a/avro/mastodon-topic-value.avsc b/avro/mastodon-topic-value.avsc
index 60ad009..bf9fe20 100644
--- a/avro/mastodon-topic-value.avsc
+++ b/avro/mastodon-topic-value.avsc
@@ -12,7 +12,7 @@
             "name": "created_at", 
             "type": ["null","int"],
             "logicalType": "date",
-            "default" : "null" 
+            "default" : null 
         },
         {
             "name": "created_at_str",
diff --git a/config/mastodon-sink-s3-minio.json b/config/mastodon-sink-s3-minio.json
new file mode 100644
index 0000000..94b7800
--- /dev/null
+++ b/config/mastodon-sink-s3-minio.json
@@ -0,0 +1,16 @@
+{
+    "name": "mastodon-sink-s3",
+    "connector.class": "io.confluent.connect.s3.S3SinkConnector",
+    "topics": "mastodon-topic",
+    "format.class": "io.confluent.connect.s3.format.parquet.ParquetFormat",
+    "flush.size": "10",
+    "s3.bucket.name": "mastodon",
+    "aws.access.key.id": "minio",
+    "aws.secret.access.key": "minio123",
+    "storage.class": "io.confluent.connect.s3.storage.S3Storage",
+    "store.url": "http://minio:9000"
+}
+
+  
+
+
diff --git a/docs/app_usage.png b/docs/app_usage.png
index 55a0b36..8331e99 100644
Binary files a/docs/app_usage.png and b/docs/app_usage.png differ
diff --git a/duckdb/go.sql b/duckdb/go.sql
index 303db98..f94fd8a 100644
--- a/duckdb/go.sql
+++ b/duckdb/go.sql
@@ -31,3 +31,92 @@ order by 1,2
 
 -- select username, bot, count(*) from xx group by 1,2 order by 3 desc;
 
+ as select * 
+
+
+
+-- old backup
+create table toots
+as
+select  m_id          
+, created_at    
+, created_at_str
+, app           
+, url           
+, base_url      
+, language      
+, favourites    
+, username      
+, bot           
+, tags          
+, characters    
+, mastodon_text 
+FROM read_parquet('../xx.parquet');
+
+insert into toots
+select
+  m_id          
+, created_at    
+, created_at_str
+, app           
+, url           
+, base_url      
+, language      
+, favourites    
+, username      
+, bot           
+, tags          
+, characters    
+, mastodon_text
+from read_parquet('*.parquet');
+
+insert into toots
+select
+  m_id          
+, created_at    
+, created_at_str
+, app           
+, url           
+, base_url      
+, language      
+, favourites    
+, username      
+, bot           
+, tags          
+, characters    
+, mastodon_text
+from read_parquet('20230213/mastodon-topic/partition=0/*.parquet');
+
+
+
+create table all_toots
+as
+select
+  m_id          
+, created_at    
+, app           
+, url           
+, base_url      
+, language      
+, favourites    
+, username      
+, bot           
+, tags          
+, characters    
+, mastodon_text
+from toots
+group by
+  m_id          
+, created_at    
+, app           
+, url           
+, base_url      
+, language      
+, favourites    
+, username      
+, bot           
+, tags          
+, characters    
+, mastodon_text;
+
+COPY all_toots TO 'all_toots.parquet' (FORMAT PARQUET);
\ No newline at end of file
diff --git a/kafka-connect/Dockerfile b/kafka-connect/Dockerfile
new file mode 100644
index 0000000..56f21c2
--- /dev/null
+++ b/kafka-connect/Dockerfile
@@ -0,0 +1,6 @@
+# FROM confluentinc/cp-server-connect-base:7.3.1
+FROM confluentinc/cp-server-connect:7.1.0
+
+RUN   confluent-hub install --no-prompt confluentinc/kafka-connect-s3:10.3.0
+
+# ENTRYPOINT ["tail", "-f", "/dev/null"]
diff --git a/notebooks/mastodon-analysis.ipynb b/notebooks/mastodon-analysis.ipynb
index af86429..0be6fa8 100644
--- a/notebooks/mastodon-analysis.ipynb
+++ b/notebooks/mastodon-analysis.ipynb
@@ -12,7 +12,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 114,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -23,7 +23,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 115,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -47,7 +47,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 116,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -84,7 +84,7 @@
        "Index: []"
       ]
      },
-     "execution_count": 116,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -97,7 +97,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 117,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -127,18 +127,18 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>931000</td>\n",
+       "      <td>1622149</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "    Count\n",
-       "0  931000"
+       "     Count\n",
+       "0  1622149"
       ]
      },
-     "execution_count": 117,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -169,331 +169,13 @@
     ", tags\n",
     ", characters\n",
     ", mastodon_text\n",
-    "FROM read_parquet('../data_tmp/mastodon-topic*');\n",
+    "FROM read_parquet('../data_tmp/all_toots.parquet');\n",
     "\n",
     "create table mastodon_toot as\n",
     "select mr.*, ln.language_name\n",
     "from mastodon_toot_raw mr left outer join language ln on (mr.language = ln.lang_iso);"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 136,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>m_id</th>\n",
-       "      <th>created_at</th>\n",
-       "      <th>created_at_str</th>\n",
-       "      <th>app</th>\n",
-       "      <th>url</th>\n",
-       "      <th>base_url</th>\n",
-       "      <th>language</th>\n",
-       "      <th>favourites</th>\n",
-       "      <th>username</th>\n",
-       "      <th>bot</th>\n",
-       "      <th>tags</th>\n",
-       "      <th>characters</th>\n",
-       "      <th>words</th>\n",
-       "      <th>mastodon_text</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>109832377918139816</td>\n",
-       "      <td>1675909087</td>\n",
-       "      <td>2023 02 09 13:18:07</td>\n",
-       "      <td></td>\n",
-       "      <td>https://nafo.uk/@worldeconomicfella/1098323768...</td>\n",
-       "      <td>https://mastodon.social</td>\n",
-       "      <td>nl</td>\n",
-       "      <td>0</td>\n",
-       "      <td>worldeconomicfella</td>\n",
-       "      <td>False</td>\n",
-       "      <td>1</td>\n",
-       "      <td>252</td>\n",
-       "      <td>32</td>\n",
-       "      <td>RT Nafodog1#BREAKING 📌🇹🇷The family of 8 earthq...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>109832378032950296</td>\n",
-       "      <td>1675909088</td>\n",
-       "      <td>2023 02 09 13:18:08</td>\n",
-       "      <td></td>\n",
-       "      <td>https://nafo.uk/@worldeconomicfella/1098323769...</td>\n",
-       "      <td>https://mastodon.social</td>\n",
-       "      <td>nl</td>\n",
-       "      <td>0</td>\n",
-       "      <td>worldeconomicfella</td>\n",
-       "      <td>False</td>\n",
-       "      <td>1</td>\n",
-       "      <td>252</td>\n",
-       "      <td>32</td>\n",
-       "      <td>RT Nafodog1#BREAKING 📌🇹🇷The family of 8 earthq...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>109832381764060301</td>\n",
-       "      <td>1675909145</td>\n",
-       "      <td>2023 02 09 13:19:05</td>\n",
-       "      <td></td>\n",
-       "      <td>https://nafo.uk/@worldeconomicfella/1098323806...</td>\n",
-       "      <td>https://mastodon.social</td>\n",
-       "      <td>nl</td>\n",
-       "      <td>0</td>\n",
-       "      <td>worldeconomicfella</td>\n",
-       "      <td>False</td>\n",
-       "      <td>1</td>\n",
-       "      <td>252</td>\n",
-       "      <td>32</td>\n",
-       "      <td>RT Nafodog1#BREAKING 📌🇹🇷The family of 8 earthq...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>109832381777969202</td>\n",
-       "      <td>1675909146</td>\n",
-       "      <td>2023 02 09 13:19:06</td>\n",
-       "      <td></td>\n",
-       "      <td>https://nafo.uk/@worldeconomicfella/1098323807...</td>\n",
-       "      <td>https://mastodon.social</td>\n",
-       "      <td>nl</td>\n",
-       "      <td>0</td>\n",
-       "      <td>worldeconomicfella</td>\n",
-       "      <td>False</td>\n",
-       "      <td>1</td>\n",
-       "      <td>252</td>\n",
-       "      <td>32</td>\n",
-       "      <td>RT Nafodog1#BREAKING 📌🇹🇷The family of 8 earthq...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>109832385757027759</td>\n",
-       "      <td>1675909206</td>\n",
-       "      <td>2023 02 09 13:20:06</td>\n",
-       "      <td></td>\n",
-       "      <td>https://nafo.uk/@worldeconomicfella/1098323847...</td>\n",
-       "      <td>https://mastodon.social</td>\n",
-       "      <td>nl</td>\n",
-       "      <td>0</td>\n",
-       "      <td>worldeconomicfella</td>\n",
-       "      <td>False</td>\n",
-       "      <td>1</td>\n",
-       "      <td>252</td>\n",
-       "      <td>32</td>\n",
-       "      <td>RT Nafodog1#BREAKING 📌🇹🇷The family of 8 earthq...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>534</th>\n",
-       "      <td>109832767258736553</td>\n",
-       "      <td>1675915028</td>\n",
-       "      <td>2023 02 09 14:57:08</td>\n",
-       "      <td></td>\n",
-       "      <td>https://nafo.uk/@worldeconomicfella/1098327662...</td>\n",
-       "      <td>https://mastodon.social</td>\n",
-       "      <td>nl</td>\n",
-       "      <td>0</td>\n",
-       "      <td>worldeconomicfella</td>\n",
-       "      <td>False</td>\n",
-       "      <td>1</td>\n",
-       "      <td>252</td>\n",
-       "      <td>32</td>\n",
-       "      <td>RT Nafodog1#BREAKING 📌🇹🇷The family of 8 earthq...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>535</th>\n",
-       "      <td>109832771010404322</td>\n",
-       "      <td>1675915085</td>\n",
-       "      <td>2023 02 09 14:58:05</td>\n",
-       "      <td></td>\n",
-       "      <td>https://nafo.uk/@worldeconomicfella/1098327699...</td>\n",
-       "      <td>https://mastodon.social</td>\n",
-       "      <td>nl</td>\n",
-       "      <td>0</td>\n",
-       "      <td>worldeconomicfella</td>\n",
-       "      <td>False</td>\n",
-       "      <td>1</td>\n",
-       "      <td>252</td>\n",
-       "      <td>32</td>\n",
-       "      <td>RT Nafodog1#BREAKING 📌🇹🇷The family of 8 earthq...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>536</th>\n",
-       "      <td>109832771095549258</td>\n",
-       "      <td>1675915086</td>\n",
-       "      <td>2023 02 09 14:58:06</td>\n",
-       "      <td></td>\n",
-       "      <td>https://nafo.uk/@worldeconomicfella/1098327700...</td>\n",
-       "      <td>https://mastodon.social</td>\n",
-       "      <td>nl</td>\n",
-       "      <td>0</td>\n",
-       "      <td>worldeconomicfella</td>\n",
-       "      <td>False</td>\n",
-       "      <td>1</td>\n",
-       "      <td>252</td>\n",
-       "      <td>32</td>\n",
-       "      <td>RT Nafodog1#BREAKING 📌🇹🇷The family of 8 earthq...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>537</th>\n",
-       "      <td>109832775092671772</td>\n",
-       "      <td>1675915147</td>\n",
-       "      <td>2023 02 09 14:59:07</td>\n",
-       "      <td></td>\n",
-       "      <td>https://nafo.uk/@worldeconomicfella/1098327740...</td>\n",
-       "      <td>https://mastodon.social</td>\n",
-       "      <td>nl</td>\n",
-       "      <td>0</td>\n",
-       "      <td>worldeconomicfella</td>\n",
-       "      <td>False</td>\n",
-       "      <td>1</td>\n",
-       "      <td>252</td>\n",
-       "      <td>32</td>\n",
-       "      <td>RT Nafodog1#BREAKING 📌🇹🇷The family of 8 earthq...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>538</th>\n",
-       "      <td>109832775292738156</td>\n",
-       "      <td>1675915150</td>\n",
-       "      <td>2023 02 09 14:59:10</td>\n",
-       "      <td></td>\n",
-       "      <td>https://nafo.uk/@worldeconomicfella/1098327740...</td>\n",
-       "      <td>https://mastodon.social</td>\n",
-       "      <td>nl</td>\n",
-       "      <td>0</td>\n",
-       "      <td>worldeconomicfella</td>\n",
-       "      <td>False</td>\n",
-       "      <td>1</td>\n",
-       "      <td>252</td>\n",
-       "      <td>32</td>\n",
-       "      <td>RT Nafodog1#BREAKING 📌🇹🇷The family of 8 earthq...</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>539 rows × 14 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                   m_id  created_at       created_at_str app  \\\n",
-       "0    109832377918139816  1675909087  2023 02 09 13:18:07       \n",
-       "1    109832378032950296  1675909088  2023 02 09 13:18:08       \n",
-       "2    109832381764060301  1675909145  2023 02 09 13:19:05       \n",
-       "3    109832381777969202  1675909146  2023 02 09 13:19:06       \n",
-       "4    109832385757027759  1675909206  2023 02 09 13:20:06       \n",
-       "..                  ...         ...                  ...  ..   \n",
-       "534  109832767258736553  1675915028  2023 02 09 14:57:08       \n",
-       "535  109832771010404322  1675915085  2023 02 09 14:58:05       \n",
-       "536  109832771095549258  1675915086  2023 02 09 14:58:06       \n",
-       "537  109832775092671772  1675915147  2023 02 09 14:59:07       \n",
-       "538  109832775292738156  1675915150  2023 02 09 14:59:10       \n",
-       "\n",
-       "                                                   url  \\\n",
-       "0    https://nafo.uk/@worldeconomicfella/1098323768...   \n",
-       "1    https://nafo.uk/@worldeconomicfella/1098323769...   \n",
-       "2    https://nafo.uk/@worldeconomicfella/1098323806...   \n",
-       "3    https://nafo.uk/@worldeconomicfella/1098323807...   \n",
-       "4    https://nafo.uk/@worldeconomicfella/1098323847...   \n",
-       "..                                                 ...   \n",
-       "534  https://nafo.uk/@worldeconomicfella/1098327662...   \n",
-       "535  https://nafo.uk/@worldeconomicfella/1098327699...   \n",
-       "536  https://nafo.uk/@worldeconomicfella/1098327700...   \n",
-       "537  https://nafo.uk/@worldeconomicfella/1098327740...   \n",
-       "538  https://nafo.uk/@worldeconomicfella/1098327740...   \n",
-       "\n",
-       "                    base_url language  favourites            username    bot  \\\n",
-       "0    https://mastodon.social       nl           0  worldeconomicfella  False   \n",
-       "1    https://mastodon.social       nl           0  worldeconomicfella  False   \n",
-       "2    https://mastodon.social       nl           0  worldeconomicfella  False   \n",
-       "3    https://mastodon.social       nl           0  worldeconomicfella  False   \n",
-       "4    https://mastodon.social       nl           0  worldeconomicfella  False   \n",
-       "..                       ...      ...         ...                 ...    ...   \n",
-       "534  https://mastodon.social       nl           0  worldeconomicfella  False   \n",
-       "535  https://mastodon.social       nl           0  worldeconomicfella  False   \n",
-       "536  https://mastodon.social       nl           0  worldeconomicfella  False   \n",
-       "537  https://mastodon.social       nl           0  worldeconomicfella  False   \n",
-       "538  https://mastodon.social       nl           0  worldeconomicfella  False   \n",
-       "\n",
-       "     tags  characters  words  \\\n",
-       "0       1         252     32   \n",
-       "1       1         252     32   \n",
-       "2       1         252     32   \n",
-       "3       1         252     32   \n",
-       "4       1         252     32   \n",
-       "..    ...         ...    ...   \n",
-       "534     1         252     32   \n",
-       "535     1         252     32   \n",
-       "536     1         252     32   \n",
-       "537     1         252     32   \n",
-       "538     1         252     32   \n",
-       "\n",
-       "                                         mastodon_text  \n",
-       "0    RT Nafodog1#BREAKING 📌🇹🇷The family of 8 earthq...  \n",
-       "1    RT Nafodog1#BREAKING 📌🇹🇷The family of 8 earthq...  \n",
-       "2    RT Nafodog1#BREAKING 📌🇹🇷The family of 8 earthq...  \n",
-       "3    RT Nafodog1#BREAKING 📌🇹🇷The family of 8 earthq...  \n",
-       "4    RT Nafodog1#BREAKING 📌🇹🇷The family of 8 earthq...  \n",
-       "..                                                 ...  \n",
-       "534  RT Nafodog1#BREAKING 📌🇹🇷The family of 8 earthq...  \n",
-       "535  RT Nafodog1#BREAKING 📌🇹🇷The family of 8 earthq...  \n",
-       "536  RT Nafodog1#BREAKING 📌🇹🇷The family of 8 earthq...  \n",
-       "537  RT Nafodog1#BREAKING 📌🇹🇷The family of 8 earthq...  \n",
-       "538  RT Nafodog1#BREAKING 📌🇹🇷The family of 8 earthq...  \n",
-       "\n",
-       "[539 rows x 14 columns]"
-      ]
-     },
-     "execution_count": 136,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "%%sql\n",
-    "\n",
-    "select *\n",
-    "from  read_parquet('../data_tmp/mastodon-topic*')\n",
-    "where username = 'worldeconomicfella'\n",
-    ";"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -504,7 +186,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 143,
+   "execution_count": 70,
    "metadata": {},
    "outputs": [
     {
@@ -522,12 +204,13 @@
     "from mastodon_toot\n",
     "where app is not null \n",
     "and app <> ''\n",
-    "and app <> 'Web';"
+    "and bot='False'\n",
+    ";"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 144,
+   "execution_count": 71,
    "metadata": {},
    "outputs": [
     {
@@ -536,13 +219,13 @@
        "<AxesSubplot: xlabel='count', ylabel='app'>"
       ]
      },
-     "execution_count": 144,
+     "execution_count": 71,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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deffs2aM777xT7u7uqlOnjlatWlXkOnbs2KG7775bHh4eCgwMVL9+/XT8+HGzPSEhQR07dtSkSZMUGhqqwMBADRw48ILBc968eapXr54kqVq1arLZbDpw4MBl1Wuz2TR9+nS1b99eXl5eeuWVV4o9x/m3JZw4cUKPPvqo2rdvr1mzZql+/fqqWrWq+vbtq/nz52vJkiX64IMPJElffvmlQkJCNGHCBEVHR6t69epq3bq1Zs+eLQ8Pj2LPBQAAypYyG24lqU+fPkpMTDQ/z507V7179y7S78SJExo2bJi2bNmiNWvWyMnJSZ06dVJBQYEk6c0339Qnn3yiDz74QOnp6VqwYIEZYjdv3ixJSkxMVFZWlvl52bJlGjJkiIYPH66dO3fqscceU+/evZWcnCxJKigoUOfOneXq6qqNGzdqxowZGjlyZJG64uLiFBAQoM2bN+vDDz/U6tWrNWjQILt+ycnJ2rdvn5KTkzV//nzNmzdP8+bNK3ZOunbtqtWrV0uSNm3apKysLIWFhV2y3kJjxoxRp06dtGPHDvXp0+eSfwZffvml/vrrLz355JNF2tq1a6datWpp0aJFkqSQkBBlZWVp3bp1lxy3UG5urnJycuw2AABgXS6OLsCRevTooVGjRumXX36RJKWkpCgpKUlr166163f//ffbfZ47d66Cg4O1a9cuRUdHKyMjQzVr1lSzZs1ks9lUpUoVs29wcLAkyd/fXyEhIeb+SZMmKSEhQQMGDJAkDRs2TBs2bNCkSZN01113afXq1dq9e7dWrlypSpUqSZLGjh2rNm3amGMsXLhQp0+f1rvvvisvLy9J0tSpU9WuXTu9+uqrqlixoiQpICBAU6dOlbOzs2rXrq22bdtqzZo1evTRR4vMSeEKcGHthTVfqt5CDz30ULH/g3AhP/30kyQpKiqq2PbatWubfR588EGtXLlSzZs3V0hIiG677Ta1bNlSDz/8sHx9fYs9fty4cXrxxRcvux4AAFC6lemV2+DgYLVt21bz5s1TYmKi2rZtq6CgoCL99uzZo+7du6tatWry9fU1V2UzMjIknfvRf2pqqiIjIzV48GB9+eWXlzx3WlqaYmNj7fbFxsYqLS3NbA8LCzODrSQ1bdq0yBi33HKLGWwLxygoKFB6erq5r27dunJ2djY/h4aG6tChQ5es8UrqLdSwYcMrGrdQ4X21F+Ps7KzExET9+uuvmjBhgipXrqyxY8eqbt26ysrKKvaYUaNGKTs729wyMzOvqj4AAFA6lOlwK527NWHevHmaP3/+BX+M3q5dOx0+fFizZ8/Wxo0btXHjRkkyn9Bv0KCB9u/fr5deekmnTp1Sly5d9MADD1y3a7iUcuXK2X222WzmLRUl7fygfTlq1aolSUVCcqG0tDSzT6HKlSurZ8+emjp1qn788UedPn1aM2bMKPZ4Nzc3+fr62m0AAMC6yny4bd26tfLy8pSfn6+4uLgi7X/99ZfS09P13HPPqWXLloqKitKRI0eK9PP19VXXrl01e/ZsLV68WB999JEOHz4s6Vy4/PvT/FFRUUpJSbHbl5KSojp16pjtmZmZdiuSGzZsKDLG9u3bdeLECbsxnJycFBkZeYUzcXGXqvdq/etf/1L58uU1efLkIm2ffPKJuWp+IQEBAQoNDbWbAwAAUHaV6XtupXM/6i5cNTz/R/eFAgICFBgYqFmzZik0NFQZGRl6+umn7fq89tprCg0NVUxMjJycnPThhx8qJCRE/v7+ks69HWDNmjWKjY2Vm5ubAgICNGLECHXp0kUxMTFq1aqVPv30Uy1dutR8mKtVq1aqVauWevXqpYkTJyonJ0fPPvus3Xnj4+P1wgsvqFevXhozZoz++OMPPf744+rZs6d5v21JuVS9V8vLy0szZ85Ut27d1K9fPw0aNEi+vr5as2aNRowYoQceeEBdunSRJM2cOVOpqanq1KmTqlevbt5v/OOPP+qtt94qicsEAAClXJlfuZV00R9XOzk5KSkpSVu3blV0dLSeeOIJTZw40a6Pj4+PJkyYoIYNG6pRo0Y6cOCAPv/8czk5nZveyZMna9WqVQoLCzNfM9axY0dNmTJFkyZNUt26dTVz5kwlJiaqRYsW5nmXLVumU6dOqXHjxurbt2+RV2t5enpq5cqVOnz4sBo1aqQHHnhALVu21NSpU0t4hi5d7z/xwAMPKDk5WRkZGbrjjjsUGRmp119/Xc8++6ySkpJks9kkSY0bN9bx48fVv39/1a1bV82bN9eGDRv08ccfq3nz5v+4DgAAUPrZjMt5kgewiJycHPn5+anxq43l4lHmf3ABADe8lMdTLt0Jllf4/Ts7O/uSz8+wcgsAAADLINwCAADAMgi3AAAAsAzCLQAAACyDcAsAAADLINwCAADAMgi3AAAAsAxe9IkyaVX/VZd8Tx4AACh9WLkFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG77lFmfRt6zbycuE/fwD4u+brvnZ0CcA/wsotAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwixvKmDFjVL9+fUeXAQAASinCLa6YzWa76DZmzBhHlwgAAMooF0cXgNInKyvL/Hrx4sUaPXq00tPTzX3e3t6OKAsAAICVW1y5kJAQc/Pz85PNZjM/z5gxQ82aNbPr/8Ybb6hq1arm57Vr16px48by8vKSv7+/YmNj9csvvxR7rn379qlatWoaNGiQXnzxRUVHRxfpU79+fT3//PPFHp+bm6ucnBy7DQAAWBfhFtfVmTNn1LFjRzVv3lw//PCD1q9fr379+slmsxXp+8MPP6hZs2Z66KGHNHXqVD3yyCNKS0vT5s2bzT7btm3TDz/8oN69exd7vnHjxsnPz8/cwsLCrtm1AQAAxyPc4rrKyclRdna27rvvPlWvXl1RUVHq1auXwsPD7fp99913atGihZ588km9/PLLkqSbbrpJcXFxSkxMNPslJiaqefPmqlatWrHnGzVqlLKzs80tMzPz2l0cAABwOMItrqvy5csrISFBcXFxateunaZMmWJ3D68kZWRk6J577tHo0aM1fPhwu7ZHH31UixYt0unTp5WXl6eFCxeqT58+Fzyfm5ubfH197TYAAGBdhFuUKCcnJxmGYbcvPz/f7nNiYqLWr1+v22+/XYsXL1atWrW0YcMGsz04OFiNGzfWokWLitwj265dO7m5uWnZsmX69NNPlZ+frwceeODaXRAAAChVCLcoUcHBwTp48KBdwE1NTS3SLyYmRqNGjdJ3332n6OhoLVy40Gzz8PDQZ599Jnd3d8XFxenYsWNmm4uLi3r16qXExEQlJiaqW7du8vDwuKbXBAAASg/CLUpUixYt9Mcff2jChAnat2+fpk2bpi+++MJs379/v0aNGqX169frl19+0Zdffqk9e/YoKirKbhwvLy8tX75cLi4uatOmjY4fP2629e3bV1999ZVWrFhx0VsSAABA2UO4RYmKiorS22+/rWnTpumWW27Rpk2b9OSTT5rtnp6e2r17t+6//37VqlVL/fr108CBA/XYY48VGcvb21tffPGFDMNQ27ZtdeLECUlSzZo1dfvtt6t27dpq0qTJdbs2AABw47MZf79BErjBGYahmjVrasCAARo2bNgVHZuTkyM/Pz8tb3q7vFz4HSYA8HfN133t6BKAIgq/f2dnZ1/y4XC+u6NU+eOPP5SUlKSDBw9e8N22AACg7CLcolSpUKGCgoKCNGvWLAUEBDi6HAAAcIMh3KJU4S4aAABwMTxQBgAAAMsg3AIAAMAyCLcAAACwDMItAAAALIMHylAmNVvxxSXfkwcAAEofVm4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJbBe25RJs185gt5uHk6ugwApdygye0cXQKAv2HlFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuL1KNptNH3/88TU/z6xZsxQWFiYnJye98cYb1/x8JSUhIUEdO3b8x+O0aNFCQ4cOvWifqlWrlqq5AQAA145Dw21CQoJsNpv69+9fpG3gwIGy2WxKSEgosfNdr0BaUnJycjRo0CCNHDlS//vf/9SvX79rcp5FixbJ2dlZAwcOvCbj/xNLly7VSy+95OgyAABAKeHwlduwsDAlJSXp1KlT5r7Tp09r4cKFCg8Pd2BljpeRkaH8/Hy1bdtWoaGh8vT0vKpx8vPzL9o+Z84cPfXUU1q0aJFOnz59Vee4Unl5eZfVr3z58vLx8bnG1QAAAKtweLht0KCBwsLCtHTpUnPf0qVLFR4erpiYGLu+K1asULNmzeTv76/AwEDdd9992rdvn9mel5enQYMGKTQ0VO7u7qpSpYrGjRsn6dyPriWpU6dOstls5mdJmj59uqpXry5XV1dFRkbqvffeszvvnj17dOedd8rd3V116tTRqlWrilzHjh07dPfdd8vDw0OBgYHq16+fjh8/brYX/ph+0qRJCg0NVWBgoAYOHHjB4Dlv3jzVq1dPklStWjXZbDYdOHDgsuq12WyaPn262rdvLy8vL73yyivFnkOS9u/fr++++05PP/20atWqZffnUFiHv7+/Vq5cqaioKHl7e6t169bKysoy+5w9e1bDhg0z/1yeeuopGYZhN06LFi00aNAgDR06VEFBQYqLi5Mkff3112rcuLHc3NwUGhqqp59+WmfOnLE77vzbEg4dOqR27drJw8NDERERWrBgwQWvTZJyc3OVk5NjtwEAAOtyeLiVpD59+igxMdH8PHfuXPXu3btIvxMnTmjYsGHasmWL1qxZIycnJ3Xq1EkFBQWSpDfffFOffPKJPvjgA6Wnp2vBggVmiN28ebMkKTExUVlZWebnZcuWaciQIRo+fLh27typxx57TL1791ZycrIkqaCgQJ07d5arq6s2btyoGTNmaOTIkUXqiouLU0BAgDZv3qwPP/xQq1ev1qBBg+z6JScna9++fUpOTtb8+fM1b948zZs3r9g56dq1q1avXi1J2rRpk7KyshQWFnbJeguNGTNGnTp10o4dO9SnT58Lzn1iYqLatm0rPz8/9ejRQ3PmzCnS5+TJk5o0aZLee+89rVu3ThkZGXryySfN9smTJ2vevHmaO3euvv32Wx0+fFjLli0rMs78+fPl6uqqlJQUzZgxQ//73/907733qlGjRtq+fbumT5+uOXPm6OWXX75gvQkJCcrMzFRycrKWLFmit99+W4cOHbpg/3HjxsnPz8/cwsLCLtgXAACUfjbj70ts11FCQoKOHj2q2bNnKywsTOnp6ZKk2rVrKzMzU3379pW/v/8FA+Cff/6p4OBg7dixQ9HR0Ro8eLB+/PFHrV69WjabrUh/m82mZcuW2T3oFBsbq7p162rWrFnmvi5duujEiRNavny5vvzyS7Vt21a//PKLKlWqJOncCnKbNm3MsWbPnq2RI0cqMzNTXl5ekqTPP/9c7dq102+//aaKFSsqISFBa9eu1b59++Ts7Gyex8nJSUlJScVeX2pqqmJiYrR//34zpF+q3sLrHDp0qF5//fWLzn9BQYGqVq2qt956Sx06dNCff/6pypUra/fu3YqIiJB0buW2d+/e2rt3r6pXry5Jevvtt/Wf//xHBw8elCRVqlRJTzzxhEaMGCFJOnPmjCIiInTrrbea9zi3aNFCOTk5+v77783zP/vss/roo4+UlpZm/nm9/fbbGjlypLKzs+Xk5KQWLVqofv36euONN/TTTz8pMjJSmzZtUqNGjSRJu3fvVlRUlF5//fViHzzLzc1Vbm6u+TknJ0dhYWGaMDBJHm5Xd5sHABQaNLmdo0sAyoScnBz5+fkpOztbvr6+F+17Q6zcBgcHq23btpo3b565khgUFFSk3549e9S9e3dVq1ZNvr6+ZuDLyMiQdC4sp6amKjIyUoMHD9aXX355yXOnpaUpNjbWbl9sbKzS0tLM9rCwMDPYSlLTpk2LjHHLLbeYwbZwjIKCAjOwS1LdunXNYCtJoaGhF111vJp6CzVs2PCSY61atUonTpzQvffeK0kKCgrSPffco7lz59r18/T0NIPt3+vOzs5WVlaWmjRpYra7uLgUe/5bb721yLU0bdrU7n9EYmNjdfz4cf36669Fjk9LS5OLi4vdOLVr15a/v/8Fr9HNzU2+vr52GwAAsC4XRxdQqE+fPuaP8adNm1Zsn3bt2qlKlSqaPXu2KlWqpIKCAkVHR5sPJzVo0ED79+/XF198odWrV6tLly5q1aqVlixZct2u42LKlStn99lms5m3VJS084P2hcyZM0eHDx+Wh4eHua+goEA//PCDXnzxRTk5nft/n+LqvpoF/8upCQAA4J+4IVZuJal169bKy8tTfn6++bDR+f766y+lp6frueeeU8uWLRUVFaUjR44U6efr66uuXbtq9uzZWrx4sT766CMdPnxY0rmQdvbsWbv+UVFRSklJsduXkpKiOnXqmO2ZmZl2D1Bt2LChyBjbt2/XiRMn7MZwcnJSZGTkFc7ExV2q3sv1119/6b///a+SkpKUmppqbtu2bdORI0cua9Vbkvz8/BQaGqqNGzea+86cOaOtW7de1rWsX7/eLiinpKTIx8dHN910U5H+tWvXLjJ2enq6jh49elm1AgAA67thVm6dnZ3NH62f/6P7QgEBAQoMDNSsWbMUGhqqjIwMPf3003Z9XnvtNYWGhiomJkZOTk768MMPFRISYv7YumrVqlqzZo1iY2Pl5uamgIAAjRgxQl26dFFMTIxatWqlTz/9VEuXLjUf5mrVqpVq1aqlXr16aeLEicrJydGzzz5rd974+Hi98MIL6tWrl8aMGaM//vhDjz/+uHr27KmKFSuW6Dxdqt7L9d577ykwMFBdunQpcn/yvffeqzlz5qh169aXNdaQIUM0fvx41axZU7Vr19Zrr712WYFzwIABeuONN/T4449r0KBBSk9P1wsvvKBhw4aZq8bni4yMVOvWrfXYY49p+vTpcnFx0dChQ+1WngEAQNl2w6zcSrroPZGFD15t3bpV0dHReuKJJzRx4kS7Pj4+PpowYYIaNmyoRo0a6cCBA/r888/NoDR58mStWrVKYWFh5mvGOnbsqClTpmjSpEmqW7euZs6cqcTERLVo0cI877Jly3Tq1Ck1btxYffv2LfJqLU9PT61cuVKHDx9Wo0aN9MADD6hly5aaOnVqCc/Qpeu9XHPnzjVfi/Z3999/vz755BP9+eeflzXW8OHD1bNnT/Xq1UtNmzaVj4+POnXqdMnjKleurM8//1ybNm3SLbfcov79++uRRx7Rc889d8FjEhMTValSJTVv3lydO3dWv379VKFChcuqEwAAWJ9D35YAXG+FT1vytgQAJYG3JQDXR6l7WwIAAABQEq76ntuzZ89q2bJl5n2yUVFR6tixo1xcbpjbeAEAAFDGXFUS/fHHH9W+fXsdPHjQfBvAq6++quDgYH366aeKjo4u0SIBAACAy3FVtyX07dtXdevW1a+//qrvv/9e33//vTIzM3XzzTerX79+JV0jAAAAcFmuauU2NTVVW7ZsUUBAgLkvICBAr7zyivlrUQEAAIDr7apWbmvVqqXff/+9yP5Dhw6pRo0a/7goAAAA4GpcVbgdN26cBg8erCVLlujXX3/Vr7/+qiVLlmjo0KF69dVXlZOTY24AAADA9XJV77k9/7dHFf4SgMJhzv9ss9mK/LpbwJGu5D15AADgxnAl37+v6p7b5OTkqyoMAAAAuJauKtw2b968pOsAAAAA/rGr/o0LR44c0Zw5c8xf4lCnTh317t1b5cuXL7HiAAAAgCtxVQ+UrVu3TlWrVtWbb76pI0eO6MiRI3rzzTcVERGhdevWlXSNAAAAwGW5qgfK6tWrp6ZNm2r69OlydnaWdO7X8Q4YMEDfffedduzYUeKFAiWBB8oAACh9ruT791Wt3O7du1fDhw83g60kOTs7a9iwYdq7d+/VDAkAAAD8Y1cVbhs0aGDea3u+tLQ03XLLLf+4KAAAAOBqXNUDZYMHD9aQIUO0d+9e3XbbbZKkDRs2aNq0aRo/frx++OEHs+/NN99cMpUCJWjioz3lXq6co8tAKfTs+0scXQIA4CL+8S9xKHZQm41f4oAbUuE9O891aU+4xVUh3ALA9XfNf4nD/v37r6owAAAA4Fq6qnBbpUoVSdKuXbuUkZGhvLw8s81ms6ldu3YlUx0AAABwBa4q3P7888/q1KmTduzYYd6CIJ0LtpK4FQEAAAAOcVVvSxgyZIgiIiJ06NAheXp6aufOnVq3bp0aNmyotWvXlnCJAAAAwOW5qpXb9evX66uvvlJQUJCcnJzk7OysZs2aady4cRo8eLC2bdtW0nUCAAAAl3RVK7dnz56Vj4+PJCkoKEi//fabpHP34qanp5dcdQAAAMAVuKqV2+joaG3fvl0RERFq0qSJJkyYIFdXV82aNUvVqlUr6RoBAACAy3JV4fa5557TiRMnJEn/+c9/dN999+mOO+5QYGCgFi9eXKIFAgAAAJfrqsJtXFyc+XWNGjW0e/duHT58WAEBAeYbEwAAAIDr7aruuS1O+fLlCbY3mISEBNlsNvXv379I28CBA2Wz2ZSQkHBZY61du1Y2m01Hjx69ohoOHDggm82m1NTUKzrOUeMCAIDSrcTCLW5MYWFhSkpK0qlTp8x9p0+f1sKFCxUeHu7AygAAAEoe4dbiGjRooLCwMC1dutTct3TpUoWHhysmJsbcV1BQoHHjxikiIkIeHh665ZZbtGTJEknnVknvuusuSTJvPSlc8V2xYoWaNWsmf39/BQYG6r777tO+ffvMcSMiIiRJMTExstlsatGihdn2zjvvKCoqSu7u7qpdu7befvtts61Pnz66+eablZubK0nKy8tTTEyMHn744UuOe77c3Fzl5OTYbQAAwLoIt2VAnz59lJiYaH6eO3euevfubddn3LhxevfddzVjxgz9+OOPeuKJJ9SjRw99/fXXCgsL00cffSRJSk9PV1ZWlqZMmSJJOnHihIYNG6YtW7ZozZo1cnJyUqdOnVRQUCBJ2rRpkyRp9erVysrKMkP2ggULNHr0aL3yyitKS0vT2LFj9fzzz2v+/PmSpDfffFMnTpzQ008/LUl69tlndfToUU2dOvWi4/7duHHj5OfnZ25hYWH/fEIBAMAN66oeKEPp0qNHD40aNUq//PKLJCklJUVJSUnmb5PLzc3V2LFjtXr1ajVt2lSSVK1aNX377beaOXOmmjdvrvLly0uSKlSoIH9/f3Ps+++/3+5cc+fOVXBwsHbt2qXo6GgFBwdLkgIDAxUSEmL2e+GFFzR58mR17txZ0rmV2F27dmnmzJnq1auXvL299f7776t58+by8fHRG2+8oeTkZPn6+krSBcf9u1GjRmnYsGHm55ycHAIuAAAWRrgtA4KDg9W2bVvNmzdPhmGobdu2CgoKMtv37t2rkydP6p577rE7rvBWgIvZs2ePRo8erY0bN+rPP/80V2wzMjIUHR1d7DEnTpzQvn379Mgjj+jRRx819585c0Z+fn7m56ZNm+rJJ5/USy+9pJEjR6pZs2ZXfO1ubm5yc3O74uMAAEDpRLgtI/r06aNBgwZJkqZNm2bXdvz4cUnS8uXLVblyZbu2SwXDdu3aqUqVKpo9e7YqVaqkgoICRUdHKy8v74LHFJ5v9uzZatKkiV2bs7Oz+XVBQYFSUlLk7OysvXv3XuIKAQAACLdlRuvWrZWXlyebzWb3nmJJqlOnjtzc3JSRkaHmzZsXe7yrq6ukc796udBff/2l9PR0zZ49W3fccYck6dtvv73kcRUrVlSlSpX0888/Kz4+/oI1T5w4Ubt379bXX3+tuLg4JSYmmvcKFzcuAAAA4baMcHZ2Vlpamvn1+Xx8fPTkk0/qiSeeUEFBgZo1a6bs7GylpKTI19dXvXr1UpUqVWSz2fTZZ5/p3nvvlYeHhwICAhQYGKhZs2YpNDRUGRkZ5gNghSpUqCAPDw+tWLFCN910k9zd3eXn56cXX3xRgwcPlp+fn1q3bq3c3Fxt2bJFR44c0bBhw7Rt2zaNHj1aS5YsUWxsrF577TUNGTJEzZs3V7Vq1S44LgAAKNt4W0IZ4uvraz6Q9XcvvfSSnn/+eY0bN05RUVFq3bq1li9fbr5yq3LlynrxxRf19NNPq2LFiho0aJCcnJyUlJSkrVu3Kjo6Wk888YQmTpxoN66Li4vefPNNzZw5U5UqVVKHDh0kSX379tU777yjxMRE1atXT82bN9e8efMUERGh06dPq0ePHkpISFC7du0kSf369dNdd92lnj176uzZsxccFwAAlG02wzAMRxcBXC85OTny8/PTc13ay71cOUeXg1Lo2feXOLoEAChzCr9/Z2dnX3ChrhArtwAAALAMwi0AAAAsg3ALAAAAyyDcAgAAwDIItwAAALAMwi0AAAAsg3ALAAAAy+A9tyhTruQ9eQAA4MbAe24BAABQJhFuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFiGi6MLABwhfeLX8nb3cnQZuIFEPXu3o0sAAJQAVm4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbOJzNZtPHH3/s6DIAAIAFEG6hgwcPasiQIapRo4bc3d1VsWJFxcbGavr06Tp58mSJnWfMmDGqX79+kf1ZWVlq06ZNiZ0HAACUXS6OLgCO9fPPPys2Nlb+/v4aO3as6tWrJzc3N+3YsUOzZs1S5cqV1b59+2taQ0hIyDUdHwAAlB2s3JZxAwYMkIuLi7Zs2aIuXbooKipK1apVU4cOHbR8+XK1a9dO0rlbB9555x116tRJnp6eqlmzpj755BNznHnz5snf399u7I8//lg2m81sf/HFF7V9+3bZbDbZbDbNmzfPHPv82xIyMzPVpUsX+fv7q3z58urQoYMOHDhgthcef/5WtWrVYq8vNzdXOTk5dhsAALAuwm0Z9tdff+nLL7/UwIED5eXlVWyfwnAqSS+++KK6dOmiH374Qffee6/i4+N1+PDhyzpX165dNXz4cNWtW1dZWVnKyspS165di/TLz89XXFycfHx89M033yglJUXe3t5q3bq18vLyJMk8PisrS3v37lWNGjV05513FnvecePGyc/Pz9zCwsIuq14AAFA6EW7LsL1798owDEVGRtrtDwoKkre3t7y9vTVy5Ehzf0JCgrp3764aNWpo7NixOn78uDZt2nRZ5/Lw8JC3t7dcXFwUEhKikJAQeXh4FOm3ePFiFRQU6J133lG9evUUFRWlxMREZWRkaO3atZJkHl+xYkWNGDFCfn5+mjlzZrHnHTVqlLKzs80tMzPzMmcHAACURtxziyI2bdqkgoICxcfHKzc319x/8803m197eXnJ19dXhw4dKtFzb9++XXv37pWPj4/d/tOnT2vfvn12+5555hmtX79eW7ZsKTYoS5Kbm5vc3NxKtEYAAHDjItyWYTVq1JDNZlN6errd/mrVqklSkcBYrlw5u882m00FBQWSJCcnJxmGYdeen59/xTUdP35ct956qxYsWFCkLTg42Pz6/fff1+uvv661a9eqcuXKV3weAABgTdyWUIYFBgbqnnvu0dSpU3XixIl/NFZwcLCOHTtmN05qaqpdH1dXV509e/ai4zRo0EB79uxRhQoVVKNGDbvNz89PkrR+/Xr17dtXM2fO1G233faP6gYAANZCuC3j3n77bZ05c0YNGzbU4sWLlZaWpvT0dL3//vvavXu3nJ2dL2ucJk2ayNPTU88884z27dunhQsXmm9DKFS1alXt379fqamp+vPPP+1ueSgUHx+voKAgdejQQd98843279+vtWvXavDgwfr111918OBBderUSd26dVNcXJwOHjyogwcP6o8//iiJ6QAAAKUc4baMq169urZt26ZWrVpp1KhRuuWWW9SwYUO99dZbevLJJ/XSSy9d1jjly5fX+++/r88//1z16tXTokWLNGbMGLs+999/v1q3bq277rpLwcHBWrRoUZFxPD09tW7dOoWHh6tz586KiorSI488otOnT8vX11e7d+/W77//rvnz5ys0NNTcGjVqVBLTAQAASjmb8fcbJQELy8nJkZ+fnzY994m83Yt//RnKpqhn73Z0CQCACyj8/p2dnS1fX9+L9mXlFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGS6OLgBwhMgRzS/5njwAAFD6sHILAAAAyyDcAgAAwDIItwAAALAMwi0AAAAsg3ALAAAAyyDcAgAAwDIItwAAALAM3nOLMmncuHFyc3NzdBm4iDFjxji6BABAKcTKLQAAACyDcAsAAADLINwCAADAMgi3AAAAsAzCLQAAACyDcAsAAADLINwCAADAMgi3AAAAsAzCLQAAACyDcFuGHThwQDabTampqY4uBQAAoEQQbq+ThIQEdezYscTGy8nJ0bPPPqvatWvL3d1dISEhatWqlZYuXSrDMErsPCXl119/laurq6Kjox1dCgAAsDDCbSl09OhR3X777Xr33Xc1atQoff/991q3bp26du2qp556StnZ2Y4usYh58+apS5cuysnJ0caNGx1dDgAAsCjCrQMUFBRowoQJqlGjhtzc3BQeHq5XXnnFbM/MzFSXLl3k7++v8uXLq0OHDjpw4IDZ/swzz+jAgQPauHGjevXqpTp16qhWrVp69NFHlZqaKm9vb0mSzWbTxx9/bHduf39/zZs3z27f7t27dfvtt8vd3V3R0dH6+uuv7dp37typNm3ayNvbWxUrVlTPnj31559/mu1LlixRvXr15OHhocDAQLVq1UonTpww2w3DUGJionr27KmHHnpIc+bMsRu/8PaIpKSkC9axdu1a2Ww2LV++XDfffLPc3d112223aefOnRed69zcXOXk5NhtAADAugi3DjBq1CiNHz9ezz//vHbt2qWFCxeqYsWKkqT8/HzFxcXJx8dH33zzjVJSUuTt7a3WrVsrLy9PBQUFSkpKUnx8vCpVqlRkbG9vb7m4uFxRPSNGjNDw4cO1bds2NW3aVO3atdNff/0l6dwq8d13362YmBht2bJFK1as0O+//64uXbpIkrKystS9e3f16dNHaWlpWrt2rTp37mx3a0RycrJOnjypVq1aqUePHkpKSrILv5dTx/l9Jk+erM2bNys4OFjt2rVTfn7+Ba9t3Lhx8vPzM7ewsLArmhsAAFC6EG6vs2PHjmnKlCmaMGGCevXqperVq6tZs2bq27evJGnx4sUqKCjQO++8o3r16ikqKkqJiYnKyMjQ2rVr9eeff+rIkSOqXbt2idU0aNAg3X///YqKitL06dPl5+dnrq5OnTpVMTExGjt2rGrXrq2YmBjNnTtXycnJ+umnn5SVlaUzZ86oc+fOqlq1qurVq6cBAwaYq8eSNGfOHHXr1k3Ozs6Kjo5WtWrV9OGHH15RHYVeeOEF3XPPPapXr57mz5+v33//XcuWLbvgtY0aNUrZ2dnmlpmZWUKzBgAAbkSE2+ssLS1Nubm5atmyZbHt27dv1969e+Xj4yNvb295e3urfPnyOn36tPbt23dNHhZr2rSp+bWLi4saNmyotLQ0s57k5GSzFm9vbzNY79u3T7fccotatmypevXq6cEHH9Ts2bN15MgRc7yjR49q6dKl6tGjh7mvR48eRULrpeoork/58uUVGRlZpM/53Nzc5Ovra7cBAADrurKfX+Mf8/DwuGj78ePHdeutt2rBggVF2oKDg+Xj4yN/f3/t3r37kuey2WxFwvDFfoR/oXratWunV199tUhbaGionJ2dtWrVKn333Xf68ssv9dZbb+nZZ5/Vxo0bFRERoYULF+r06dNq0qSJeZxhGCooKNBPP/2kWrVqXVE9AAAAF8PK7XVWs2ZNeXh4aM2aNcW2N2jQQHv27FGFChVUo0YNu83Pz09OTk7q1q2bFixYoN9++63I8cePH9eZM2cknQvDWVlZZtuePXt08uTJIsds2LDB/PrMmTPaunWroqKizHp+/PFHVa1atUg9Xl5eks6F6NjYWL344ovatm2bXF1dzVsF5syZo+HDhys1NdXctm/frjvuuENz58697DqK63PkyBH99NNPRfoAAICyi3B7nbm7u2vkyJF66qmn9O6772rfvn3asGGD+WP6+Ph4BQUFqUOHDvrmm2+0f/9+rV27VoMHD9avv/4qSXrllVcUFhamJk2a6N1339WuXbu0Z88ezZ07VzExMTp+/Lgk6e6779bUqVO1bds2bdmyRf3791e5cuWK1DRt2jQtW7ZMu3fv1sCBA3XkyBH16dNHkjRw4EAdPnxY3bt31+bNm7Vv3z6tXLlSvXv31tmzZ7Vx40aNHTtWW7ZsUUZGhpYuXao//vhDUVFRSk1N1ffff6++ffsqOjrabuvevbvmz59vBvFL1VHoP//5j9asWaOdO3cqISFBQUFBJfr+YAAAULpxW4IDPP/883JxcdHo0aP122+/KTQ0VP3795ckeXp6at26dRo5cqQ6d+6sY8eOqXLlymrZsqV5v2j58uW1YcMGjR8/Xi+//LJ++eUXBQQEqF69epo4caL8/PwkSZMnT1bv3r11xx13qFKlSpoyZYq2bt1apJ7x48dr/PjxSk1NVY0aNfTJJ58oKChIklSpUiWlpKRo5MiR+te//qXc3FxVqVJFrVu3lpOTk3x9fbVu3Tq98cYbysnJUZUqVTR58mS1adNGjz/+uOrUqVPsw2+dOnXSoEGD9Pnnn+vmm2++ZB3n1zpkyBDt2bNH9evX16effipXV9eS+8MBAAClms24EX+dFcqUAwcOKCIiQtu2bVP9+vWL7bN27VrdddddOnLkiPz9/a/6XDk5OfLz89PTTz8tNze3qx4H196YMWMcXQIA4AZR+P07Ozv7kg+Hc1sCAAAALINwCwAAAMvgnls4XNWqVS/5/t4WLVpck3f8AgAAa2HlFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbvuUWZciXvyQMAADcG3nMLAACAMolwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMtwcXQBgCMsXXaXPD2dHV0GLqDLg5scXQIAoJRi5RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEW/wjCQkJ6tixo/m1zWYrsr3zzjvF7r+SrUWLFpdsBwAAcHF0AbCW1q1bKzEx0W5fQECA7rvvPvPzkCFDlJOTY9cvLy9Prq6ukqTFixdr9OjRSk9PL7Y9MzNTjRs31urVq1W3bl1JMtsAAEDZRrhFiXJzc1NISEiR/efv8/DwUG5ubrH9JMnPz082m+2C7adPn5YkBQYGXrBPodzcXOXm5pqfc3JyLnkNAACg9OK2BFjauHHj5OfnZ25hYWGOLgkAAFxDhFuUqM8++0ze3t7m9uCDDzq0nlGjRik7O9vcMjMzHVoPAAC4trgtASXqrrvu0vTp083PXl5eDqzm3G0Sbm5uDq0BAABcP4RblCgvLy/VqFHD0WUAAIAyitsSAAAAYBmEWwAAAFgG4RYAAACWYTMMw3B0EcD1kpOTIz8/PyXOayBPT2dHl4ML6PLgJkeXAAC4gRR+/87Ozpavr+9F+7JyCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDBdHFwA4QudOyZd8Tx4AACh9WLkFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBm8Cgxl0u0fr5azp5ejy8D/t/2BOEeXAACwCFZuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYlpkWLFho6dKgkqWrVqnrjjTdKdPxrMSYAALAWF0cXAFyuzZs3y8vLy/xss9m0bNkydezY0XFFAQCAGwrhFjekvLw8ubq62u0LDg52UDUAAKC04LYEXJUTJ07o4Ycflre3t0JDQzV58uQL9n3ooYfUtWtXu335+fkKCgrSu+++K+ncLQ2DBg3S0KFDFRQUpLi4uCLjnH9bQtWqVSVJnTp1ks1mMz//XW5urnJycuw2AABgXYRbXJURI0bo66+/1n//+199+eWXWrt2rb7//vti+8bHx+vTTz/V8ePHzX0rV67UyZMn1alTJ3Pf/Pnz5erqqpSUFM2YMeOi59+8ebMkKTExUVlZWebnvxs3bpz8/PzMLSws7EovFQAAlCKEW1yx48ePa86cOZo0aZJatmypevXqaf78+Tpz5kyx/ePi4uTl5aVly5aZ+xYuXKj27dvLx8fH3FezZk1NmDBBkZGRioyMvGgNhbco+Pv7KyQk5IK3LIwaNUrZ2dnmlpmZeaWXCwAAShHCLa7Yvn37lJeXpyZNmpj7ypcvf8FA6uLioi5dumjBggWSzt3S8N///lfx8fF2/W699dYSr9XNzU2+vr52GwAAsC4eKMN1ER8fr+bNm+vQoUNatWqVPDw81Lp1a7s+578JAQAA4GqwcosrVr16dZUrV04bN2409x05ckQ//fTTBY+5/fbbFRYWpsWLF2vBggV68MEHVa5cuX9UR7ly5XT27Nl/NAYAALAWwi2umLe3tx555BGNGDFCX331lXbu3KmEhAQ5OV38P6eHHnpIM2bM0KpVq4rcklCc2rVr292n+3dVq1bVmjVrdPDgQR05cuSKrwMAAFgP4RZXZeLEibrjjjvUrl07tWrVSs2aNbvkPbPx8fHatWuXKleurNjY2EueIz09XdnZ2Rdsnzx5slatWqWwsDDFxMRc8TUAAADrsRmGYTi6COB6ycnJkZ+fn+rO/0jOntzje6PY/kDR9xoDAFCo8Pt3dnb2JR8OZ+UWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZLo4uAHCE7zq2uuR78gAAQOnDyi0AAAAsg3ALAAAAy+C2BJQphb9tOicnx8GVAACAy1X4fbvw+/jFEG5Rpvz111+SpLCwMAdXAgAArtSxY8fk5+d30T6EW5Qp5cuXlyRlZGRc8i9HWZaTk6OwsDBlZmby4N1FME+Xh3m6PMzT5WOuLo+V5skwDB07dkyVKlW6ZF/CLcoUJ6dzt5n7+fmV+r/o14Ovry/zdBmYp8vDPF0e5unyMVeXxyrzdLmLUjxQBgAAAMsg3AIAAMAyCLcoU9zc3PTCCy/Izc3N0aXc0Jiny8M8XR7m6fIwT5ePubo8ZXWebMblvFMBAAAAKAVYuQUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuEWZMm3aNFWtWlXu7u5q0qSJNm3a5OiSrplx48apUaNG8vHxUYUKFdSxY0elp6fb9Tl9+rQGDhyowMBAeXt76/7779fvv/9u1ycjI0Nt27aVp6enKlSooBEjRujMmTN2fdauXasGDRrIzc1NNWrU0Lx586715V0T48ePl81m09ChQ819zNH/+d///qcePXooMDBQHh4eqlevnrZs2WK2G4ah0aNHKzQ0VB4eHmrVqpX27NljN8bhw4cVHx8vX19f+fv765FHHtHx48ft+vzwww+644475O7urrCwME2YMOG6XF9JOHv2rJ5//nlFRETIw8ND1atX10svvaTzn90ui/O0bt06tWvXTpUqVZLNZtPHH39s13495+TDDz9U7dq15e7urnr16unzzz8v8eu9Whebp/z8fI0cOVL16tWTl5eXKlWqpIcffli//fab3RhlYZ4uyQDKiKSkJMPV1dWYO3eu8eOPPxqPPvqo4e/vb/z++++OLu2aiIuLMxITE42dO3caqampxr333muEh4cbx48fN/v079/fCAsLM9asWWNs2bLFuO2224zbb7/dbD9z5owRHR1ttGrVyti2bZvx+eefG0FBQcaoUaPMPj///LPh6elpDBs2zNi1a5fx1ltvGc7OzsaKFSuu6/X+U5s2bTKqVq1q3HzzzcaQIUPM/czROYcPHzaqVKliJCQkGBs3bjR+/vlnY+XKlcbevXvNPuPHjzf8/PyMjz/+2Ni+fbvRvn17IyIiwjh16pTZp3Xr1sYtt9xibNiwwfjmm2+MGjVqGN27dzfbs7OzjYoVKxrx8fHGzp07jUWLFhkeHh7GzJkzr+v1Xq1XXnnFCAwMND777DNj//79xocffmh4e3sbU6ZMMfuUxXn6/PPPjWeffdZYunSpIclYtmyZXfv1mpOUlBTD2dnZmDBhgrFr1y7jueeeM8qVK2fs2LHjms/B5bjYPB09etRo1aqVsXjxYmP37t3G+vXrjcaNGxu33nqr3RhlYZ4uhXCLMqNx48bGwIEDzc9nz541KlWqZIwbN86BVV0/hw4dMiQZX3/9tWEY5/6hLFeunPHhhx+afdLS0gxJxvr16w3DOPcPrZOTk3Hw4EGzz/Tp0w1fX18jNzfXMAzDeOqpp4y6devanatr165GXFzctb6kEnPs2DGjZs2axqpVq4zmzZub4ZY5+j8jR440mjVrdsH2goICIyQkxJg4caK57+jRo4abm5uxaNEiwzAMY9euXYYkY/PmzWafL774wrDZbMb//vc/wzAM4+233zYCAgLMuSs8d2RkZElf0jXRtm1bo0+fPnb7OnfubMTHxxuGwTwZhlEktF3POenSpYvRtm1bu3qaNGliPPbYYyV6jSWhuP8J+LtNmzYZkoxffvnFMIyyOU/F4bYElAl5eXnaunWrWrVqZe5zcnJSq1attH79egdWdv1kZ2dLksqXLy9J2rp1q/Lz8+3mpHbt2goPDzfnZP369apXr54qVqxo9omLi1NOTo5+/PFHs8/5YxT2KU3zOnDgQLVt27bIdTBH/+eTTz5Rw4YN9eCDD6pChQqKiYnR7Nmzzfb9+/fr4MGDdtfp5+enJk2a2M2Vv7+/GjZsaPZp1aqVnJyctHHjRrPPnXfeKVdXV7NPXFyc0tPTdeTIkWt9mf/Y7bffrjVr1uinn36SJG3fvl3ffvut2rRpI4l5Ks71nBMr/F08X3Z2tmw2m/z9/SUxT4UItygT/vzzT509e9YugEhSxYoVdfDgQQdVdf0UFBRo6NChio2NVXR0tCTp4MGDcnV1Nf9RLHT+nBw8eLDYOStsu1ifnJwcnTp16lpcTolKSkrS999/r3HjxhVpY47+z88//6zp06erZs2aWrlypf79739r8ODBmj9/vqT/u9aL/R07ePCgKlSoYNfu4uKi8uXLX9F83siefvppdevWTbVr11a5cuUUExOjoUOHKj4+XhLzVJzrOScX6lPa5kw69zzAyJEj1b17d/n6+kpingq5OLoAANfewIEDtXPnTn377beOLuWGkpmZqSFDhmjVqlVyd3d3dDk3tIKCAjVs2FBjx46VJMXExGjnzp2aMWOGevXq5eDqbhwffPCBFixYoIULF6pu3bpKTU3V0KFDValSJeYJJSY/P19dunSRYRiaPn26o8u54bByizIhKChIzs7ORZ5y//333xUSEuKgqq6PQYMG6bPPPlNycrJuuukmc39ISIjy8vJ09OhRu/7nz0lISEixc1bYdrE+vr6+8vDwKOnLKVFbt27VoUOH1KBBA7m4uMjFxUVff/213nzzTbm4uKhixYplfo4KhYaGqk6dOnb7oqKilJGRIen/rvVif8dCQkJ06NAhu/YzZ87o8OHDVzSfN7IRI0aYq7f16tVTz5499cQTT5g/GWCeirqec3KhPqVpzgqD7S+//KJVq1aZq7YS81SIcIsywdXVVbfeeqvWrFlj7isoKNCaNWvUtGlTB1Z27RiGoUGDBmnZsmX66quvFBERYdd+6623qly5cnZzkp6eroyMDHNOmjZtqh07dtj9Y1n4j2lh0GnatKndGIV9SsO8tmzZUjt27FBqaqq5NWzYUPHx8ebXZX2OCsXGxhZ5ldxPP/2kKlWqSJIiIiIUEhJid505OTnauHGj3VwdPXpUW7duNft89dVXKigoUJMmTcw+69atU35+vtln1apVioyMVEBAwDW7vpJy8uRJOTnZf2t1dnZWQUGBJOapONdzTkr738XCYLtnzx6tXr1agYGBdu3M0//n6CfagOslKSnJcHNzM+bNm2fs2rXL6Nevn+Hv72/3lLuV/Pvf/zb8/PyMtWvXGllZWeZ28uRJs0///v2N8PBw46uvvjK2bNliNG3a1GjatKnZXviaq3/9619GamqqsWLFCiM4OLjY11yNGDHCSEtLM6ZNm1bqXnN1vvPflmAYzFGhTZs2GS4uLsYrr7xi7Nmzx1iwYIHh6elpvP/++2af8ePHG/7+/sZ///tf44cffjA6dOhQ7OucYmJijI0bNxrffvutUbNmTbvXFB09etSoWLGi0bNnT2Pnzp1GUlKS4enpecO+4urvevXqZVSuXNl8FdjSpUuNoKAg46mnnjL7lMV5OnbsmLFt2zZj27ZthiTjtddeM7Zt22Y+5X+95iQlJcVwcXExJk2aZKSlpRkvvPDCDfWKq4vNU15entG+fXvjpptuMlJTU+3+XT//zQdlYZ4uhXCLMuWtt94ywsPDDVdXV6Nx48bGhg0bHF3SNSOp2C0xMdHsc+rUKWPAgAFGQECA4enpaXTq1MnIysqyG+fAgQNGmzZtDA8PDyMoKMgYPny4kZ+fb9cnOTnZqF+/vuHq6mpUq1bN7hylzd/DLXP0fz799FMjOjracHNzM2rXrm3MmjXLrr2goMB4/vnnjYoVKxpubm5Gy5YtjfT0dLs+f/31l9G9e3fD29vb8PX1NXr37m0cO3bMrs/27duNZs2aGW5ubkblypWN8ePHX/NrKyk5OTnGkCFDjPDwcMPd3d2oVq2a8eyzz9qFj7I4T8nJycX+e9SrVy/DMK7vnHzwwQdGrVq1DFdXV6Nu3brG8uXLr9l1X6mLzdP+/fsv+O96cnKyOUZZmKdLsRnGeb82BQAAACjFuOcWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQCUeQcOHJDNZlNqaqqjSwHwDxFuAQAAYBmEWwCAwxUUFGjChAmqUaOG3NzcFB4erldeeUWStGPHDt19993y8PBQYGCg+vXrp+PHj5vHtmjRQkOHDrUbr2PHjkpISDA/V61aVWPHjlWfPn3k4+Oj8PBwzZo1y2yPiIiQJMXExMhms6lFixbX7FoBXFuEWwCAw40aNUrjx4/X888/r127dmnhwoWqWLGiTpw4obi4OAUEBGjz5s368MMPtXr1ag0aNOiKzzF58mQ1bNhQ27Zt04ABA/Tvf/9b6enpkqRNmzZJklavXq2srCwtXbq0RK8PwPXj4ugCAABl27FjxzRlyhRNnTpVvXr1kiRVr15dzZo10+zZs3X69Gm9++678vLykiRNnTpV7dq106uvvqqKFSte9nnuvfdeDRgwQJI0cuRIvf7660pOTlZkZKSCg4MlSYGBgQoJCSnhKwRwPbFyCwBwqLS0NOXm5qply5bFtt1yyy1msJWk2NhYFRQUmKuul+vmm282v7bZbAoJCdGhQ4euvnAANyTCLQDAoTw8PP7R8U5OTjIMw25ffn5+kX7lypWz+2yz2VRQUPCPzg3gxkO4BQA4VM2aNeXh4aE1a9YUaYuKitL27dt14sQJc19KSoqcnJwUGRkpSQoODlZWVpbZfvbsWe3cufOKanB1dTWPBVC6EW4BAA7l7u6ukSNH6qmnntK7776rffv2acOGDZozZ47i4+Pl7u6uXr16aefOnUpOTtbjjz+unj17mvfb3n333Vq+fLmWL1+u3bt369///reOHj16RTVUqFBBHh4eWrFihX7//XdlZ2dfgysFcD0QbgEADvf8889r+PDhGj16tKKiotS1a1cdOnRInp6eWrlypQ4fPqxGjRrpgQceUMuWLTV16lTz2D59+qhXr156+OGH1bx5c1WrVk133XXXFZ3fxcVFb775pmbOnKlKlSqpQ4cOJX2JAK4Tm/H3G5UAAACAUoqVWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZfw/yaCSHPekJfEAAAAASUVORK5CYII=",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -557,7 +240,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 134,
+   "execution_count": 102,
    "metadata": {},
    "outputs": [
     {
@@ -581,60 +264,20 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>created_day</th>\n",
-       "      <th>num_toots</th>\n",
-       "      <th>num_users</th>\n",
-       "      <th>num_urls</th>\n",
-       "      <th>most_freq_non_bot</th>\n",
-       "      <th>most_freq_bot</th>\n",
-       "      <th>most_freq_host</th>\n",
+       "      <th>Created day</th>\n",
+       "      <th>Num toots</th>\n",
+       "      <th>Num users</th>\n",
+       "      <th>Num urls</th>\n",
+       "      <th>Most freq non-bot</th>\n",
+       "      <th>Most freq bot</th>\n",
+       "      <th>Most freq host</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>2023/02/04 Sat</td>\n",
-       "      <td>125977</td>\n",
-       "      <td>34756</td>\n",
-       "      <td>3514</td>\n",
-       "      <td>IzumiHal</td>\n",
-       "      <td>hkgpress</td>\n",
-       "      <td>https://mastodon.social</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>2023/02/05 Sun</td>\n",
-       "      <td>207464</td>\n",
-       "      <td>49241</td>\n",
-       "      <td>4310</td>\n",
-       "      <td>gnutiez</td>\n",
-       "      <td>ua</td>\n",
-       "      <td>https://mastodon.social</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>2023/02/06 Mon</td>\n",
-       "      <td>45293</td>\n",
-       "      <td>17846</td>\n",
-       "      <td>2255</td>\n",
-       "      <td>gnutiez</td>\n",
-       "      <td>nieuws</td>\n",
-       "      <td>https://mastodon.social</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>2023/02/07 Tue</td>\n",
-       "      <td>106522</td>\n",
-       "      <td>30701</td>\n",
-       "      <td>3350</td>\n",
-       "      <td>gnutiez</td>\n",
-       "      <td>cnexnews</td>\n",
-       "      <td>https://mastodon.social</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
        "      <td>2023/02/08 Wed</td>\n",
-       "      <td>204744</td>\n",
+       "      <td>188503</td>\n",
        "      <td>49649</td>\n",
        "      <td>4372</td>\n",
        "      <td>gnutiez</td>\n",
@@ -642,7 +285,7 @@
        "      <td>https://mastodon.social</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5</th>\n",
+       "      <th>1</th>\n",
        "      <td>2023/02/09 Thu</td>\n",
        "      <td>166096</td>\n",
        "      <td>48532</td>\n",
@@ -652,54 +295,71 @@
        "      <td>https://mastodon.social</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>6</th>\n",
+       "      <th>2</th>\n",
        "      <td>2023/02/10 Fri</td>\n",
-       "      <td>74904</td>\n",
-       "      <td>29111</td>\n",
-       "      <td>3092</td>\n",
-       "      <td>bloombergnews</td>\n",
+       "      <td>207877</td>\n",
+       "      <td>54230</td>\n",
+       "      <td>4608</td>\n",
+       "      <td>gnutiez</td>\n",
        "      <td>cnexnews</td>\n",
        "      <td>https://mastodon.social</td>\n",
        "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2023/02/11 Sat</td>\n",
+       "      <td>213085</td>\n",
+       "      <td>54624</td>\n",
+       "      <td>4649</td>\n",
+       "      <td>EwonRael</td>\n",
+       "      <td>cnexnews</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2023/02/12 Sun</td>\n",
+       "      <td>201201</td>\n",
+       "      <td>49977</td>\n",
+       "      <td>4507</td>\n",
+       "      <td>EwonRael</td>\n",
+       "      <td>J1gold</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "      created_day  num_toots  num_users  num_urls   most_freq_non_bot  \\\n",
-       "0  2023/02/04 Sat     125977      34756      3514            IzumiHal   \n",
-       "1  2023/02/05 Sun     207464      49241      4310             gnutiez   \n",
-       "2  2023/02/06 Mon      45293      17846      2255             gnutiez   \n",
-       "3  2023/02/07 Tue     106522      30701      3350             gnutiez   \n",
-       "4  2023/02/08 Wed     204744      49649      4372             gnutiez   \n",
-       "5  2023/02/09 Thu     166096      48532      4227  worldeconomicfella   \n",
-       "6  2023/02/10 Fri      74904      29111      3092       bloombergnews   \n",
+       "      Created day  Num toots  Num users  Num urls   Most freq non-bot  \\\n",
+       "0  2023/02/08 Wed     188503      49649      4372             gnutiez   \n",
+       "1  2023/02/09 Thu     166096      48532      4227  worldeconomicfella   \n",
+       "2  2023/02/10 Fri     207877      54230      4608             gnutiez   \n",
+       "3  2023/02/11 Sat     213085      54624      4649            EwonRael   \n",
+       "4  2023/02/12 Sun     201201      49977      4507            EwonRael   \n",
        "\n",
-       "  most_freq_bot           most_freq_host  \n",
-       "0      hkgpress  https://mastodon.social  \n",
-       "1            ua  https://mastodon.social  \n",
-       "2        nieuws  https://mastodon.social  \n",
+       "  Most freq bot           Most freq host  \n",
+       "0      cnexnews  https://mastodon.social  \n",
+       "1      cnexnews  https://mastodon.social  \n",
+       "2      cnexnews  https://mastodon.social  \n",
        "3      cnexnews  https://mastodon.social  \n",
-       "4      cnexnews  https://mastodon.social  \n",
-       "5      cnexnews  https://mastodon.social  \n",
-       "6      cnexnews  https://mastodon.social  "
+       "4        J1gold  https://mastodon.social  "
       ]
      },
-     "execution_count": 134,
+     "execution_count": 102,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "%%sql\n",
-    "select strftime(created_tz, '%Y/%m/%d %a') as created_day\n",
-    ", count(*) as num_toots\n",
-    ", count(distinct(username)) as num_users\n",
-    ", count(distinct(from_instance)) as num_urls\n",
-    ", mode(case when bot='False' then username end) as most_freq_non_bot\n",
-    ", mode(case when bot='True' then username end) as most_freq_bot\n",
-    ", mode(base_url) as most_freq_host\n",
+    "select strftime(created_tz, '%Y/%m/%d %a') as \"Created day\"\n",
+    ", count(*) as \"Num toots\"\n",
+    ", count(distinct(username)) as \"Num users\"\n",
+    ", count(distinct(from_instance)) as \"Num urls\"\n",
+    ", mode(case when bot='False' then username end) as \"Most freq non-bot\"\n",
+    ", mode(case when bot='True' then username end) as \"Most freq bot\"\n",
+    ", mode(base_url) as \"Most freq host\"\n",
     "from mastodon_toot\n",
+    "where created_tz between TIMESTAMP '2023-02-07 13:00:00' and TIMESTAMP '2023-02-12 12:59:59' \n",
     "group by 1\n",
     "order by 1\n",
     ";"
@@ -707,7 +367,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 150,
+   "execution_count": 106,
    "metadata": {},
    "outputs": [
     {
@@ -738,121 +398,82 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>realTuckFrumper</td>\n",
-       "      <td>2149</td>\n",
+       "      <td>mfioretti_en</td>\n",
+       "      <td>50</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>ajm_radio</td>\n",
-       "      <td>1608</td>\n",
+       "      <td>ToddPM</td>\n",
+       "      <td>50</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>bloombergnews</td>\n",
-       "      <td>1341</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>50</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>SocraticEthics</td>\n",
-       "      <td>1069</td>\n",
+       "      <td>footiebuzz</td>\n",
+       "      <td>50</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>baritonekun</td>\n",
-       "      <td>1024</td>\n",
+       "      <td>jonn</td>\n",
+       "      <td>50</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>angsuman</td>\n",
-       "      <td>885</td>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>232k_s</td>\n",
-       "      <td>805</td>\n",
+       "      <th>5392</th>\n",
+       "      <td>KydiaMusic</td>\n",
+       "      <td>20</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>gratefuldread</td>\n",
-       "      <td>684</td>\n",
+       "      <th>5393</th>\n",
+       "      <td>alexthecamel</td>\n",
+       "      <td>20</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>kanakghosh</td>\n",
-       "      <td>627</td>\n",
+       "      <th>5394</th>\n",
+       "      <td>shayneoneill</td>\n",
+       "      <td>20</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>alojapan</td>\n",
-       "      <td>592</td>\n",
+       "      <th>5395</th>\n",
+       "      <td>nengeg</td>\n",
+       "      <td>20</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>rubbercable</td>\n",
-       "      <td>581</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>knittingknots</td>\n",
-       "      <td>581</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>ataribaldessari</td>\n",
-       "      <td>574</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>cryptonewsbot</td>\n",
-       "      <td>560</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>Tacos</td>\n",
-       "      <td>547</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>diningandcooking</td>\n",
-       "      <td>516</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>Verdantsquare</td>\n",
-       "      <td>509</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>georgespolitzer</td>\n",
-       "      <td>505</td>\n",
+       "      <th>5396</th>\n",
+       "      <td>Nezchan</td>\n",
+       "      <td>20</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
+       "<p>5397 rows × 2 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "            username  num_toots\n",
-       "0    realTuckFrumper       2149\n",
-       "1          ajm_radio       1608\n",
-       "2      bloombergnews       1341\n",
-       "3     SocraticEthics       1069\n",
-       "4        baritonekun       1024\n",
-       "5           angsuman        885\n",
-       "6             232k_s        805\n",
-       "7      gratefuldread        684\n",
-       "8         kanakghosh        627\n",
-       "9           alojapan        592\n",
-       "10       rubbercable        581\n",
-       "11     knittingknots        581\n",
-       "12   ataribaldessari        574\n",
-       "13     cryptonewsbot        560\n",
-       "14             Tacos        547\n",
-       "15  diningandcooking        516\n",
-       "16     Verdantsquare        509\n",
-       "17   georgespolitzer        505"
+       "          username  num_toots\n",
+       "0     mfioretti_en         50\n",
+       "1           ToddPM         50\n",
+       "2        DevinPike         50\n",
+       "3       footiebuzz         50\n",
+       "4             jonn         50\n",
+       "...            ...        ...\n",
+       "5392    KydiaMusic         20\n",
+       "5393  alexthecamel         20\n",
+       "5394  shayneoneill         20\n",
+       "5395        nengeg         20\n",
+       "5396       Nezchan         20\n",
+       "\n",
+       "[5397 rows x 2 columns]"
       ]
      },
-     "execution_count": 150,
+     "execution_count": 106,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -865,14 +486,14 @@
     "where language = 'en'\n",
     "and bot = 'False'\n",
     "group by 1 \n",
-    "having count(*) >500\n",
+    "having count(*) between 20 and 50\n",
     "order by 2 desc\n",
     ";"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 151,
+   "execution_count": 107,
    "metadata": {},
    "outputs": [
     {
@@ -916,277 +537,1171 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>109834883567519954</td>\n",
-       "      <td>1675947320</td>\n",
-       "      <td>2023-02-09 12:55:20</td>\n",
+       "      <td>109843918895278067</td>\n",
+       "      <td>1676085188</td>\n",
+       "      <td>2023-02-11 03:13:08</td>\n",
        "      <td></td>\n",
-       "      <td>https://monads.online/@georgespolitzer/1098348...</td>\n",
-       "      <td>monads.online</td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109843918806...</td>\n",
+       "      <td>mastodon.world</td>\n",
        "      <td>https://mastodon.social</td>\n",
        "      <td>en</td>\n",
        "      <td>0</td>\n",
-       "      <td>georgespolitzer</td>\n",
+       "      <td>DevinPike</td>\n",
        "      <td>False</td>\n",
-       "      <td>0</td>\n",
-       "      <td>67</td>\n",
-       "      <td>the classic rock station played californicatio...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>220</td>\n",
+       "      <td>I repeat: Felissa Rose is a goddamned national...</td>\n",
        "      <td>English</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>109828027783780921</td>\n",
-       "      <td>1675842709</td>\n",
-       "      <td>2023-02-08 07:51:49</td>\n",
+       "      <td>109843857334524114</td>\n",
+       "      <td>1676084249</td>\n",
+       "      <td>2023-02-11 02:57:29</td>\n",
        "      <td></td>\n",
-       "      <td>https://monads.online/@georgespolitzer/1098280...</td>\n",
-       "      <td>monads.online</td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109843857203...</td>\n",
+       "      <td>mastodon.world</td>\n",
        "      <td>https://mastodon.social</td>\n",
        "      <td>en</td>\n",
        "      <td>0</td>\n",
-       "      <td>georgespolitzer</td>\n",
+       "      <td>DevinPike</td>\n",
        "      <td>False</td>\n",
-       "      <td>0</td>\n",
-       "      <td>98</td>\n",
-       "      <td>is making this a free speech issue really the ...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>136</td>\n",
+       "      <td>This mall manager is an absolute spokesperson ...</td>\n",
        "      <td>English</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>109828028878056973</td>\n",
-       "      <td>1675842726</td>\n",
-       "      <td>2023-02-08 07:52:06</td>\n",
+       "      <td>109837981162695222</td>\n",
+       "      <td>1675994589</td>\n",
+       "      <td>2023-02-10 02:03:09</td>\n",
        "      <td></td>\n",
-       "      <td>https://monads.online/@georgespolitzer/1098280...</td>\n",
-       "      <td>monads.online</td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109837980957...</td>\n",
+       "      <td>mastodon.world</td>\n",
        "      <td>https://mastodon.social</td>\n",
        "      <td>en</td>\n",
        "      <td>0</td>\n",
-       "      <td>georgespolitzer</td>\n",
+       "      <td>DevinPike</td>\n",
        "      <td>False</td>\n",
-       "      <td>0</td>\n",
-       "      <td>14</td>\n",
-       "      <td>kitty :salute:</td>\n",
+       "      <td>1</td>\n",
+       "      <td>234</td>\n",
+       "      <td>Had a hunch, so I threw in SLAP SHOT (1977). A...</td>\n",
        "      <td>English</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>109828035512667129</td>\n",
-       "      <td>1675842827</td>\n",
-       "      <td>2023-02-08 07:53:47</td>\n",
+       "      <td>109843822952323390</td>\n",
+       "      <td>1676083724</td>\n",
+       "      <td>2023-02-11 02:48:44</td>\n",
        "      <td></td>\n",
-       "      <td>https://monads.online/@georgespolitzer/1098280...</td>\n",
-       "      <td>monads.online</td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109843822847...</td>\n",
+       "      <td>mastodon.world</td>\n",
        "      <td>https://mastodon.social</td>\n",
        "      <td>en</td>\n",
        "      <td>0</td>\n",
-       "      <td>georgespolitzer</td>\n",
+       "      <td>DevinPike</td>\n",
        "      <td>False</td>\n",
-       "      <td>0</td>\n",
-       "      <td>49</td>\n",
-       "      <td>can't state enough how fucking epic this is to me</td>\n",
+       "      <td>3</td>\n",
+       "      <td>134</td>\n",
+       "      <td>The more bourbon I drink, the more “natural” t...</td>\n",
        "      <td>English</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>109828040531229735</td>\n",
-       "      <td>1675842904</td>\n",
-       "      <td>2023-02-08 07:55:04</td>\n",
+       "      <td>109843939306558669</td>\n",
+       "      <td>1676085499</td>\n",
+       "      <td>2023-02-11 03:18:19</td>\n",
        "      <td></td>\n",
-       "      <td>https://monads.online/@georgespolitzer/1098280...</td>\n",
-       "      <td>monads.online</td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109843939278...</td>\n",
+       "      <td>mastodon.world</td>\n",
        "      <td>https://mastodon.social</td>\n",
        "      <td>en</td>\n",
        "      <td>0</td>\n",
-       "      <td>georgespolitzer</td>\n",
+       "      <td>DevinPike</td>\n",
        "      <td>False</td>\n",
-       "      <td>0</td>\n",
-       "      <td>48</td>\n",
-       "      <td>enough about mankind, let's hear about womanmean</td>\n",
+       "      <td>3</td>\n",
+       "      <td>89</td>\n",
+       "      <td>“Why do you do this?” #TheLastDriveIn #MutantF...</td>\n",
        "      <td>English</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>500</th>\n",
-       "      <td>109834190000470298</td>\n",
-       "      <td>1675936737</td>\n",
-       "      <td>2023-02-09 09:58:57</td>\n",
+       "      <th>5</th>\n",
+       "      <td>109843924911540418</td>\n",
+       "      <td>1676085280</td>\n",
+       "      <td>2023-02-11 03:14:40</td>\n",
        "      <td></td>\n",
-       "      <td>https://monads.online/@georgespolitzer/1098341...</td>\n",
-       "      <td>monads.online</td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109843924885...</td>\n",
+       "      <td>mastodon.world</td>\n",
        "      <td>https://mastodon.social</td>\n",
        "      <td>en</td>\n",
        "      <td>0</td>\n",
-       "      <td>georgespolitzer</td>\n",
+       "      <td>DevinPike</td>\n",
        "      <td>False</td>\n",
-       "      <td>0</td>\n",
-       "      <td>81</td>\n",
-       "      <td>it's so funny to me that the only alcohol my m...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>132</td>\n",
+       "      <td>HOLY GOD MILLER’S OUTPOST AND CASUAL CORNER I ...</td>\n",
        "      <td>English</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>501</th>\n",
-       "      <td>109834191180541377</td>\n",
-       "      <td>1675936755</td>\n",
-       "      <td>2023-02-09 09:59:15</td>\n",
+       "      <th>6</th>\n",
+       "      <td>109843882627528212</td>\n",
+       "      <td>1676084635</td>\n",
+       "      <td>2023-02-11 03:03:55</td>\n",
        "      <td></td>\n",
-       "      <td>https://monads.online/@georgespolitzer/1098341...</td>\n",
-       "      <td>monads.online</td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109843882545...</td>\n",
+       "      <td>mastodon.world</td>\n",
        "      <td>https://mastodon.social</td>\n",
        "      <td>en</td>\n",
        "      <td>0</td>\n",
-       "      <td>georgespolitzer</td>\n",
+       "      <td>DevinPike</td>\n",
        "      <td>False</td>\n",
-       "      <td>0</td>\n",
-       "      <td>52</td>\n",
-       "      <td>she didn't even know that cinnamon liquor is c...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>133</td>\n",
+       "      <td>HOLY GOD MILLER’S CROSSONG AND CASUAL CORNER I...</td>\n",
        "      <td>English</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>502</th>\n",
-       "      <td>109803530775376536</td>\n",
-       "      <td>1675468914</td>\n",
-       "      <td>2023-02-04 00:01:54</td>\n",
+       "      <th>7</th>\n",
+       "      <td>109852668169351867</td>\n",
+       "      <td>1676218692</td>\n",
+       "      <td>2023-02-12 16:18:12</td>\n",
        "      <td></td>\n",
-       "      <td>https://monads.online/@georgespolitzer/1098035...</td>\n",
-       "      <td>monads.online</td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109852668105...</td>\n",
+       "      <td>mastodon.world</td>\n",
        "      <td>https://mastodon.social</td>\n",
        "      <td>en</td>\n",
        "      <td>0</td>\n",
-       "      <td>georgespolitzer</td>\n",
+       "      <td>DevinPike</td>\n",
        "      <td>False</td>\n",
        "      <td>0</td>\n",
-       "      <td>24</td>\n",
-       "      <td>tv tropes sucks Ass lmao</td>\n",
+       "      <td>239</td>\n",
+       "      <td>It’s 2023, and “trunk rattle” is still a thing...</td>\n",
        "      <td>English</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>503</th>\n",
-       "      <td>109803533957776427</td>\n",
-       "      <td>1675468963</td>\n",
-       "      <td>2023-02-04 00:02:43</td>\n",
+       "      <th>8</th>\n",
+       "      <td>109849180746062567</td>\n",
+       "      <td>1676165478</td>\n",
+       "      <td>2023-02-12 01:31:18</td>\n",
        "      <td></td>\n",
-       "      <td>https://monads.online/@georgespolitzer/1098035...</td>\n",
-       "      <td>monads.online</td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109849180717...</td>\n",
+       "      <td>mastodon.world</td>\n",
        "      <td>https://mastodon.social</td>\n",
        "      <td>en</td>\n",
        "      <td>0</td>\n",
-       "      <td>georgespolitzer</td>\n",
+       "      <td>DevinPike</td>\n",
        "      <td>False</td>\n",
-       "      <td>0</td>\n",
-       "      <td>166</td>\n",
-       "      <td>I don't have daddy issues because I never had ...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>149</td>\n",
+       "      <td>Question for the peanut gallery:Do any of you ...</td>\n",
        "      <td>English</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>504</th>\n",
-       "      <td>109803554545539721</td>\n",
-       "      <td>1675469277</td>\n",
-       "      <td>2023-02-04 00:07:57</td>\n",
+       "      <th>9</th>\n",
+       "      <td>109843780616124776</td>\n",
+       "      <td>1676083078</td>\n",
+       "      <td>2023-02-11 02:37:58</td>\n",
        "      <td></td>\n",
-       "      <td>https://monads.online/@georgespolitzer/1098035...</td>\n",
-       "      <td>monads.online</td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109843780587...</td>\n",
+       "      <td>mastodon.world</td>\n",
        "      <td>https://mastodon.social</td>\n",
        "      <td>en</td>\n",
        "      <td>0</td>\n",
-       "      <td>georgespolitzer</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3</td>\n",
+       "      <td>95</td>\n",
+       "      <td>BRENNAN LAYING DOWN THE LAW #TheLastDriveIn @D...</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>109843789065279130</td>\n",
+       "      <td>1676083207</td>\n",
+       "      <td>2023-02-11 02:40:07</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109843789037...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3</td>\n",
+       "      <td>132</td>\n",
+       "      <td>Wet Seal sold surf clothes, swim gear, Et Al. ...</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>109838740900536189</td>\n",
+       "      <td>1676006178</td>\n",
+       "      <td>2023-02-10 05:16:18</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109838740833...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>5</td>\n",
+       "      <td>122</td>\n",
+       "      <td>Only I could pull a tricep muscle playing Beat...</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>109844064575074075</td>\n",
+       "      <td>1676087426</td>\n",
+       "      <td>2023-02-11 03:50:26</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109844064351...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3</td>\n",
+       "      <td>125</td>\n",
+       "      <td>Am … am I supposed to be cheering for Eric in ...</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>109844126527474772</td>\n",
+       "      <td>1676088356</td>\n",
+       "      <td>2023-02-11 04:05:56</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109844126214...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3</td>\n",
+       "      <td>135</td>\n",
+       "      <td>“LEMME SHOW YA SOMETHIN!” Sweet Jebus - Eric i...</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>109844155543921638</td>\n",
+       "      <td>1676088799</td>\n",
+       "      <td>2023-02-11 04:13:19</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109844155420...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3</td>\n",
+       "      <td>196</td>\n",
+       "      <td>THE MIRACLE AT MORGAN’S CREEK is one of the fi...</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>109842141171569893</td>\n",
+       "      <td>1676058063</td>\n",
+       "      <td>2023-02-10 19:41:03</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109842140697...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>5</td>\n",
+       "      <td>78</td>\n",
+       "      <td>ALWAYS. JUDGING.#Kieran #CatsOfMastodon #Weigi...</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>109843885257037828</td>\n",
+       "      <td>1676084675</td>\n",
+       "      <td>2023-02-11 03:04:35</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109843885226...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3</td>\n",
+       "      <td>133</td>\n",
+       "      <td>HOLY GOD MILLER’S CROSSING AND CASUAL CORNER I...</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>109843955334784089</td>\n",
+       "      <td>1676085744</td>\n",
+       "      <td>2023-02-11 03:22:24</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109843955302...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3</td>\n",
+       "      <td>132</td>\n",
+       "      <td>Vic Damone wouldn’t sell the mall manager’s ki...</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>109843784576355027</td>\n",
+       "      <td>1676083144</td>\n",
+       "      <td>2023-02-11 02:39:04</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109843784541...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3</td>\n",
+       "      <td>95</td>\n",
+       "      <td>BRENNAN LAYING DOWN THE LAW #TheLastDriveIn #M...</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>109843869663793697</td>\n",
+       "      <td>1676084439</td>\n",
+       "      <td>2023-02-11 03:00:39</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109843869390...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3</td>\n",
+       "      <td>169</td>\n",
+       "      <td>Mitzi Shore loved this kid. Absolutely loved h...</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>109844213634136843</td>\n",
+       "      <td>1676089685</td>\n",
+       "      <td>2023-02-11 04:28:05</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109844213600...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3</td>\n",
+       "      <td>206</td>\n",
+       "      <td>“Please evacuate the mall.”THEY’RE NOT ALREADY...</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>109843804674934283</td>\n",
+       "      <td>1676083449</td>\n",
+       "      <td>2023-02-11 02:44:09</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109843804295...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3</td>\n",
+       "      <td>111</td>\n",
+       "      <td>Ahhhh, that time-honored acronym of FADCIG. #T...</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>109843965641331385</td>\n",
+       "      <td>1676085901</td>\n",
+       "      <td>2023-02-11 03:25:01</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109843965610...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3</td>\n",
+       "      <td>168</td>\n",
+       "      <td>I’ve never seen this film before, but maybe th...</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>109843513839277352</td>\n",
+       "      <td>1676079008</td>\n",
+       "      <td>2023-02-11 01:30:08</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109843513700...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3</td>\n",
+       "      <td>137</td>\n",
+       "      <td>Okay, #MutantFam… did anyone else’s countdown ...</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>109843798448954421</td>\n",
+       "      <td>1676083350</td>\n",
+       "      <td>2023-02-11 02:42:30</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109843798409...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3</td>\n",
+       "      <td>149</td>\n",
+       "      <td>Anyone want to lay odds that no one at the She...</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>109836651227712963</td>\n",
+       "      <td>1675974293</td>\n",
+       "      <td>2023-02-09 20:24:53</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109836650982...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>1</td>\n",
+       "      <td>451</td>\n",
+       "      <td>In July 2000, a concert benefiting the Nordoff...</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>109843809586241822</td>\n",
+       "      <td>1676083520</td>\n",
+       "      <td>2023-02-11 02:45:20</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109843809393...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3</td>\n",
+       "      <td>151</td>\n",
+       "      <td>True story: I married a lesbian condom shop ma...</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>109844141546032249</td>\n",
+       "      <td>1676088585</td>\n",
+       "      <td>2023-02-11 04:09:45</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109844141508...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3</td>\n",
+       "      <td>194</td>\n",
+       "      <td>I would give my eye teeth to have John Brennan...</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>109844157403467782</td>\n",
+       "      <td>1676088827</td>\n",
+       "      <td>2023-02-11 04:13:47</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109844157364...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3</td>\n",
+       "      <td>196</td>\n",
+       "      <td>THE MIRACLE AT MORGAN’S CREEK is one of the fi...</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>109844215405255145</td>\n",
+       "      <td>1676089712</td>\n",
+       "      <td>2023-02-11 04:28:32</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109844215375...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3</td>\n",
+       "      <td>206</td>\n",
+       "      <td>“Please evacuate the mall.”THEY’RE NOT ALREADY...</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>109844119255598090</td>\n",
+       "      <td>1676088251</td>\n",
+       "      <td>2023-02-11 04:04:11</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109844119216...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3</td>\n",
+       "      <td>152</td>\n",
+       "      <td>I could have happily gone the rest of my life ...</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>109844190548739240</td>\n",
+       "      <td>1676089333</td>\n",
+       "      <td>2023-02-11 04:22:13</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109844190503...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3</td>\n",
+       "      <td>115</td>\n",
+       "      <td>Uh-oh. Fire. I smell some synchronicity, here....</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>109849178483082445</td>\n",
+       "      <td>1676165443</td>\n",
+       "      <td>2023-02-12 01:30:43</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109849178417...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3</td>\n",
+       "      <td>142</td>\n",
+       "      <td>Question for the peanut gallery:Do any of you ...</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>109843782391978159</td>\n",
+       "      <td>1676083105</td>\n",
+       "      <td>2023-02-11 02:38:25</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109843782358...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3</td>\n",
+       "      <td>95</td>\n",
+       "      <td>BRENNAN LAYING DOWN THE LAW #TheLastDriveIn @D...</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>109831231994562631</td>\n",
+       "      <td>1675891604</td>\n",
+       "      <td>2023-02-08 21:26:44</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109831231032...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>2</td>\n",
+       "      <td>200</td>\n",
+       "      <td>A question for those who have lived in both #D...</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>109844109705602057</td>\n",
+       "      <td>1676088099</td>\n",
+       "      <td>2023-02-11 04:01:39</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109844109663...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3</td>\n",
+       "      <td>147</td>\n",
+       "      <td>Did the fire burn Eric’s vocal cords? Or does ...</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>109843986053237242</td>\n",
+       "      <td>1676086213</td>\n",
+       "      <td>2023-02-11 03:30:13</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109843986010...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3</td>\n",
+       "      <td>154</td>\n",
+       "      <td>It’s so easy to dig in to people’s graves to c...</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>109844004046301735</td>\n",
+       "      <td>1676086487</td>\n",
+       "      <td>2023-02-11 03:34:47</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109844004006...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3</td>\n",
+       "      <td>95</td>\n",
+       "      <td>ONE HUNDRED FORTY TV FILMS! #TheLastDriveIn #M...</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>109843990484515953</td>\n",
+       "      <td>1676086281</td>\n",
+       "      <td>2023-02-11 03:31:21</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109843990327...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3</td>\n",
+       "      <td>107</td>\n",
+       "      <td>FAST &amp; FURIOUS ZERO: SHERMAN OAKS DRIFT #TheLa...</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39</th>\n",
+       "      <td>109843970543500845</td>\n",
+       "      <td>1676085976</td>\n",
+       "      <td>2023-02-11 03:26:16</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109843970495...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3</td>\n",
+       "      <td>196</td>\n",
+       "      <td>There’s something really off-putting about Pet...</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40</th>\n",
+       "      <td>109843728401832158</td>\n",
+       "      <td>1676082281</td>\n",
+       "      <td>2023-02-11 02:24:41</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109843728370...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3</td>\n",
+       "      <td>156</td>\n",
+       "      <td>Is there EVER a killer’s POV that isn’t shot w...</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>41</th>\n",
+       "      <td>109830750831110350</td>\n",
+       "      <td>1675884260</td>\n",
+       "      <td>2023-02-08 19:24:20</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109830750413...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
        "      <td>False</td>\n",
        "      <td>0</td>\n",
-       "      <td>30</td>\n",
-       "      <td>killed the damn boar in nier 🥳</td>\n",
+       "      <td>300</td>\n",
+       "      <td>Last night, I had my first ketamine infusion t...</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>42</th>\n",
+       "      <td>109843766726475578</td>\n",
+       "      <td>1676082866</td>\n",
+       "      <td>2023-02-11 02:34:26</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109843766682...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3</td>\n",
+       "      <td>121</td>\n",
+       "      <td>This guard makes Paul Blart look like Harry Ca...</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>43</th>\n",
+       "      <td>109843733885190483</td>\n",
+       "      <td>1676082365</td>\n",
+       "      <td>2023-02-11 02:26:05</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109843733838...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3</td>\n",
+       "      <td>106</td>\n",
+       "      <td>Pre-Weasel Pauly Shore. Still grating. #TheLas...</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>44</th>\n",
+       "      <td>109844206268424330</td>\n",
+       "      <td>1676089573</td>\n",
+       "      <td>2023-02-11 04:26:13</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109844206225...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3</td>\n",
+       "      <td>174</td>\n",
+       "      <td>… and if she had bigger shoulder pads, Eric wo...</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45</th>\n",
+       "      <td>109844231932032045</td>\n",
+       "      <td>1676089965</td>\n",
+       "      <td>2023-02-11 04:32:45</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109844231903...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3</td>\n",
+       "      <td>258</td>\n",
+       "      <td>How DARE they not let Eric’s eye open suddenly...</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>46</th>\n",
+       "      <td>109852843057555643</td>\n",
+       "      <td>1676221375</td>\n",
+       "      <td>2023-02-12 17:02:55</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109852842878...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>7</td>\n",
+       "      <td>280</td>\n",
+       "      <td>I have no real interest in either #SuperbowlLV...</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>47</th>\n",
+       "      <td>109844169259377263</td>\n",
+       "      <td>1676089009</td>\n",
+       "      <td>2023-02-11 04:16:49</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109844169217...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3</td>\n",
+       "      <td>237</td>\n",
+       "      <td>The Britney Spears / Jason Alexander marriage ...</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>48</th>\n",
+       "      <td>109844197568076260</td>\n",
+       "      <td>1676089440</td>\n",
+       "      <td>2023-02-11 04:24:00</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109844197533...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3</td>\n",
+       "      <td>133</td>\n",
+       "      <td>“You get sequins or shoulder pads, Morgan. You...</td>\n",
+       "      <td>English</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>49</th>\n",
+       "      <td>109843759304647992</td>\n",
+       "      <td>1676082753</td>\n",
+       "      <td>2023-02-11 02:32:33</td>\n",
+       "      <td></td>\n",
+       "      <td>https://mastodon.world/@DevinPike/109843759227...</td>\n",
+       "      <td>mastodon.world</td>\n",
+       "      <td>https://mastodon.social</td>\n",
+       "      <td>en</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DevinPike</td>\n",
+       "      <td>False</td>\n",
+       "      <td>3</td>\n",
+       "      <td>237</td>\n",
+       "      <td>Ahhhhhh, the changing booths with zero privacy...</td>\n",
        "      <td>English</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>505 rows × 15 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                   m_id  created_at          created_tz app  \\\n",
-       "0    109834883567519954  1675947320 2023-02-09 12:55:20       \n",
-       "1    109828027783780921  1675842709 2023-02-08 07:51:49       \n",
-       "2    109828028878056973  1675842726 2023-02-08 07:52:06       \n",
-       "3    109828035512667129  1675842827 2023-02-08 07:53:47       \n",
-       "4    109828040531229735  1675842904 2023-02-08 07:55:04       \n",
-       "..                  ...         ...                 ...  ..   \n",
-       "500  109834190000470298  1675936737 2023-02-09 09:58:57       \n",
-       "501  109834191180541377  1675936755 2023-02-09 09:59:15       \n",
-       "502  109803530775376536  1675468914 2023-02-04 00:01:54       \n",
-       "503  109803533957776427  1675468963 2023-02-04 00:02:43       \n",
-       "504  109803554545539721  1675469277 2023-02-04 00:07:57       \n",
+       "                  m_id  created_at          created_tz app  \\\n",
+       "0   109843918895278067  1676085188 2023-02-11 03:13:08       \n",
+       "1   109843857334524114  1676084249 2023-02-11 02:57:29       \n",
+       "2   109837981162695222  1675994589 2023-02-10 02:03:09       \n",
+       "3   109843822952323390  1676083724 2023-02-11 02:48:44       \n",
+       "4   109843939306558669  1676085499 2023-02-11 03:18:19       \n",
+       "5   109843924911540418  1676085280 2023-02-11 03:14:40       \n",
+       "6   109843882627528212  1676084635 2023-02-11 03:03:55       \n",
+       "7   109852668169351867  1676218692 2023-02-12 16:18:12       \n",
+       "8   109849180746062567  1676165478 2023-02-12 01:31:18       \n",
+       "9   109843780616124776  1676083078 2023-02-11 02:37:58       \n",
+       "10  109843789065279130  1676083207 2023-02-11 02:40:07       \n",
+       "11  109838740900536189  1676006178 2023-02-10 05:16:18       \n",
+       "12  109844064575074075  1676087426 2023-02-11 03:50:26       \n",
+       "13  109844126527474772  1676088356 2023-02-11 04:05:56       \n",
+       "14  109844155543921638  1676088799 2023-02-11 04:13:19       \n",
+       "15  109842141171569893  1676058063 2023-02-10 19:41:03       \n",
+       "16  109843885257037828  1676084675 2023-02-11 03:04:35       \n",
+       "17  109843955334784089  1676085744 2023-02-11 03:22:24       \n",
+       "18  109843784576355027  1676083144 2023-02-11 02:39:04       \n",
+       "19  109843869663793697  1676084439 2023-02-11 03:00:39       \n",
+       "20  109844213634136843  1676089685 2023-02-11 04:28:05       \n",
+       "21  109843804674934283  1676083449 2023-02-11 02:44:09       \n",
+       "22  109843965641331385  1676085901 2023-02-11 03:25:01       \n",
+       "23  109843513839277352  1676079008 2023-02-11 01:30:08       \n",
+       "24  109843798448954421  1676083350 2023-02-11 02:42:30       \n",
+       "25  109836651227712963  1675974293 2023-02-09 20:24:53       \n",
+       "26  109843809586241822  1676083520 2023-02-11 02:45:20       \n",
+       "27  109844141546032249  1676088585 2023-02-11 04:09:45       \n",
+       "28  109844157403467782  1676088827 2023-02-11 04:13:47       \n",
+       "29  109844215405255145  1676089712 2023-02-11 04:28:32       \n",
+       "30  109844119255598090  1676088251 2023-02-11 04:04:11       \n",
+       "31  109844190548739240  1676089333 2023-02-11 04:22:13       \n",
+       "32  109849178483082445  1676165443 2023-02-12 01:30:43       \n",
+       "33  109843782391978159  1676083105 2023-02-11 02:38:25       \n",
+       "34  109831231994562631  1675891604 2023-02-08 21:26:44       \n",
+       "35  109844109705602057  1676088099 2023-02-11 04:01:39       \n",
+       "36  109843986053237242  1676086213 2023-02-11 03:30:13       \n",
+       "37  109844004046301735  1676086487 2023-02-11 03:34:47       \n",
+       "38  109843990484515953  1676086281 2023-02-11 03:31:21       \n",
+       "39  109843970543500845  1676085976 2023-02-11 03:26:16       \n",
+       "40  109843728401832158  1676082281 2023-02-11 02:24:41       \n",
+       "41  109830750831110350  1675884260 2023-02-08 19:24:20       \n",
+       "42  109843766726475578  1676082866 2023-02-11 02:34:26       \n",
+       "43  109843733885190483  1676082365 2023-02-11 02:26:05       \n",
+       "44  109844206268424330  1676089573 2023-02-11 04:26:13       \n",
+       "45  109844231932032045  1676089965 2023-02-11 04:32:45       \n",
+       "46  109852843057555643  1676221375 2023-02-12 17:02:55       \n",
+       "47  109844169259377263  1676089009 2023-02-11 04:16:49       \n",
+       "48  109844197568076260  1676089440 2023-02-11 04:24:00       \n",
+       "49  109843759304647992  1676082753 2023-02-11 02:32:33       \n",
        "\n",
-       "                                                   url  from_instance  \\\n",
-       "0    https://monads.online/@georgespolitzer/1098348...  monads.online   \n",
-       "1    https://monads.online/@georgespolitzer/1098280...  monads.online   \n",
-       "2    https://monads.online/@georgespolitzer/1098280...  monads.online   \n",
-       "3    https://monads.online/@georgespolitzer/1098280...  monads.online   \n",
-       "4    https://monads.online/@georgespolitzer/1098280...  monads.online   \n",
-       "..                                                 ...            ...   \n",
-       "500  https://monads.online/@georgespolitzer/1098341...  monads.online   \n",
-       "501  https://monads.online/@georgespolitzer/1098341...  monads.online   \n",
-       "502  https://monads.online/@georgespolitzer/1098035...  monads.online   \n",
-       "503  https://monads.online/@georgespolitzer/1098035...  monads.online   \n",
-       "504  https://monads.online/@georgespolitzer/1098035...  monads.online   \n",
+       "                                                  url   from_instance  \\\n",
+       "0   https://mastodon.world/@DevinPike/109843918806...  mastodon.world   \n",
+       "1   https://mastodon.world/@DevinPike/109843857203...  mastodon.world   \n",
+       "2   https://mastodon.world/@DevinPike/109837980957...  mastodon.world   \n",
+       "3   https://mastodon.world/@DevinPike/109843822847...  mastodon.world   \n",
+       "4   https://mastodon.world/@DevinPike/109843939278...  mastodon.world   \n",
+       "5   https://mastodon.world/@DevinPike/109843924885...  mastodon.world   \n",
+       "6   https://mastodon.world/@DevinPike/109843882545...  mastodon.world   \n",
+       "7   https://mastodon.world/@DevinPike/109852668105...  mastodon.world   \n",
+       "8   https://mastodon.world/@DevinPike/109849180717...  mastodon.world   \n",
+       "9   https://mastodon.world/@DevinPike/109843780587...  mastodon.world   \n",
+       "10  https://mastodon.world/@DevinPike/109843789037...  mastodon.world   \n",
+       "11  https://mastodon.world/@DevinPike/109838740833...  mastodon.world   \n",
+       "12  https://mastodon.world/@DevinPike/109844064351...  mastodon.world   \n",
+       "13  https://mastodon.world/@DevinPike/109844126214...  mastodon.world   \n",
+       "14  https://mastodon.world/@DevinPike/109844155420...  mastodon.world   \n",
+       "15  https://mastodon.world/@DevinPike/109842140697...  mastodon.world   \n",
+       "16  https://mastodon.world/@DevinPike/109843885226...  mastodon.world   \n",
+       "17  https://mastodon.world/@DevinPike/109843955302...  mastodon.world   \n",
+       "18  https://mastodon.world/@DevinPike/109843784541...  mastodon.world   \n",
+       "19  https://mastodon.world/@DevinPike/109843869390...  mastodon.world   \n",
+       "20  https://mastodon.world/@DevinPike/109844213600...  mastodon.world   \n",
+       "21  https://mastodon.world/@DevinPike/109843804295...  mastodon.world   \n",
+       "22  https://mastodon.world/@DevinPike/109843965610...  mastodon.world   \n",
+       "23  https://mastodon.world/@DevinPike/109843513700...  mastodon.world   \n",
+       "24  https://mastodon.world/@DevinPike/109843798409...  mastodon.world   \n",
+       "25  https://mastodon.world/@DevinPike/109836650982...  mastodon.world   \n",
+       "26  https://mastodon.world/@DevinPike/109843809393...  mastodon.world   \n",
+       "27  https://mastodon.world/@DevinPike/109844141508...  mastodon.world   \n",
+       "28  https://mastodon.world/@DevinPike/109844157364...  mastodon.world   \n",
+       "29  https://mastodon.world/@DevinPike/109844215375...  mastodon.world   \n",
+       "30  https://mastodon.world/@DevinPike/109844119216...  mastodon.world   \n",
+       "31  https://mastodon.world/@DevinPike/109844190503...  mastodon.world   \n",
+       "32  https://mastodon.world/@DevinPike/109849178417...  mastodon.world   \n",
+       "33  https://mastodon.world/@DevinPike/109843782358...  mastodon.world   \n",
+       "34  https://mastodon.world/@DevinPike/109831231032...  mastodon.world   \n",
+       "35  https://mastodon.world/@DevinPike/109844109663...  mastodon.world   \n",
+       "36  https://mastodon.world/@DevinPike/109843986010...  mastodon.world   \n",
+       "37  https://mastodon.world/@DevinPike/109844004006...  mastodon.world   \n",
+       "38  https://mastodon.world/@DevinPike/109843990327...  mastodon.world   \n",
+       "39  https://mastodon.world/@DevinPike/109843970495...  mastodon.world   \n",
+       "40  https://mastodon.world/@DevinPike/109843728370...  mastodon.world   \n",
+       "41  https://mastodon.world/@DevinPike/109830750413...  mastodon.world   \n",
+       "42  https://mastodon.world/@DevinPike/109843766682...  mastodon.world   \n",
+       "43  https://mastodon.world/@DevinPike/109843733838...  mastodon.world   \n",
+       "44  https://mastodon.world/@DevinPike/109844206225...  mastodon.world   \n",
+       "45  https://mastodon.world/@DevinPike/109844231903...  mastodon.world   \n",
+       "46  https://mastodon.world/@DevinPike/109852842878...  mastodon.world   \n",
+       "47  https://mastodon.world/@DevinPike/109844169217...  mastodon.world   \n",
+       "48  https://mastodon.world/@DevinPike/109844197533...  mastodon.world   \n",
+       "49  https://mastodon.world/@DevinPike/109843759227...  mastodon.world   \n",
        "\n",
-       "                    base_url language  favourites         username    bot  \\\n",
-       "0    https://mastodon.social       en           0  georgespolitzer  False   \n",
-       "1    https://mastodon.social       en           0  georgespolitzer  False   \n",
-       "2    https://mastodon.social       en           0  georgespolitzer  False   \n",
-       "3    https://mastodon.social       en           0  georgespolitzer  False   \n",
-       "4    https://mastodon.social       en           0  georgespolitzer  False   \n",
-       "..                       ...      ...         ...              ...    ...   \n",
-       "500  https://mastodon.social       en           0  georgespolitzer  False   \n",
-       "501  https://mastodon.social       en           0  georgespolitzer  False   \n",
-       "502  https://mastodon.social       en           0  georgespolitzer  False   \n",
-       "503  https://mastodon.social       en           0  georgespolitzer  False   \n",
-       "504  https://mastodon.social       en           0  georgespolitzer  False   \n",
+       "                   base_url language  favourites   username    bot  tags  \\\n",
+       "0   https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "1   https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "2   https://mastodon.social       en           0  DevinPike  False     1   \n",
+       "3   https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "4   https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "5   https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "6   https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "7   https://mastodon.social       en           0  DevinPike  False     0   \n",
+       "8   https://mastodon.social       en           0  DevinPike  False     4   \n",
+       "9   https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "10  https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "11  https://mastodon.social       en           0  DevinPike  False     5   \n",
+       "12  https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "13  https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "14  https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "15  https://mastodon.social       en           0  DevinPike  False     5   \n",
+       "16  https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "17  https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "18  https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "19  https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "20  https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "21  https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "22  https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "23  https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "24  https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "25  https://mastodon.social       en           0  DevinPike  False     1   \n",
+       "26  https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "27  https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "28  https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "29  https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "30  https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "31  https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "32  https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "33  https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "34  https://mastodon.social       en           0  DevinPike  False     2   \n",
+       "35  https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "36  https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "37  https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "38  https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "39  https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "40  https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "41  https://mastodon.social       en           0  DevinPike  False     0   \n",
+       "42  https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "43  https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "44  https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "45  https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "46  https://mastodon.social       en           0  DevinPike  False     7   \n",
+       "47  https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "48  https://mastodon.social       en           0  DevinPike  False     3   \n",
+       "49  https://mastodon.social       en           0  DevinPike  False     3   \n",
        "\n",
-       "     tags  characters                                      mastodon_text  \\\n",
-       "0       0          67  the classic rock station played californicatio...   \n",
-       "1       0          98  is making this a free speech issue really the ...   \n",
-       "2       0          14                                     kitty :salute:   \n",
-       "3       0          49  can't state enough how fucking epic this is to me   \n",
-       "4       0          48   enough about mankind, let's hear about womanmean   \n",
-       "..    ...         ...                                                ...   \n",
-       "500     0          81  it's so funny to me that the only alcohol my m...   \n",
-       "501     0          52  she didn't even know that cinnamon liquor is c...   \n",
-       "502     0          24                           tv tropes sucks Ass lmao   \n",
-       "503     0         166  I don't have daddy issues because I never had ...   \n",
-       "504     0          30                     killed the damn boar in nier 🥳   \n",
+       "    characters                                      mastodon_text  \\\n",
+       "0          220  I repeat: Felissa Rose is a goddamned national...   \n",
+       "1          136  This mall manager is an absolute spokesperson ...   \n",
+       "2          234  Had a hunch, so I threw in SLAP SHOT (1977). A...   \n",
+       "3          134  The more bourbon I drink, the more “natural” t...   \n",
+       "4           89  “Why do you do this?” #TheLastDriveIn #MutantF...   \n",
+       "5          132  HOLY GOD MILLER’S OUTPOST AND CASUAL CORNER I ...   \n",
+       "6          133  HOLY GOD MILLER’S CROSSONG AND CASUAL CORNER I...   \n",
+       "7          239  It’s 2023, and “trunk rattle” is still a thing...   \n",
+       "8          149  Question for the peanut gallery:Do any of you ...   \n",
+       "9           95  BRENNAN LAYING DOWN THE LAW #TheLastDriveIn @D...   \n",
+       "10         132  Wet Seal sold surf clothes, swim gear, Et Al. ...   \n",
+       "11         122  Only I could pull a tricep muscle playing Beat...   \n",
+       "12         125  Am … am I supposed to be cheering for Eric in ...   \n",
+       "13         135  “LEMME SHOW YA SOMETHIN!” Sweet Jebus - Eric i...   \n",
+       "14         196  THE MIRACLE AT MORGAN’S CREEK is one of the fi...   \n",
+       "15          78  ALWAYS. JUDGING.#Kieran #CatsOfMastodon #Weigi...   \n",
+       "16         133  HOLY GOD MILLER’S CROSSING AND CASUAL CORNER I...   \n",
+       "17         132  Vic Damone wouldn’t sell the mall manager’s ki...   \n",
+       "18          95  BRENNAN LAYING DOWN THE LAW #TheLastDriveIn #M...   \n",
+       "19         169  Mitzi Shore loved this kid. Absolutely loved h...   \n",
+       "20         206  “Please evacuate the mall.”THEY’RE NOT ALREADY...   \n",
+       "21         111  Ahhhh, that time-honored acronym of FADCIG. #T...   \n",
+       "22         168  I’ve never seen this film before, but maybe th...   \n",
+       "23         137  Okay, #MutantFam… did anyone else’s countdown ...   \n",
+       "24         149  Anyone want to lay odds that no one at the She...   \n",
+       "25         451  In July 2000, a concert benefiting the Nordoff...   \n",
+       "26         151  True story: I married a lesbian condom shop ma...   \n",
+       "27         194  I would give my eye teeth to have John Brennan...   \n",
+       "28         196  THE MIRACLE AT MORGAN’S CREEK is one of the fi...   \n",
+       "29         206  “Please evacuate the mall.”THEY’RE NOT ALREADY...   \n",
+       "30         152  I could have happily gone the rest of my life ...   \n",
+       "31         115  Uh-oh. Fire. I smell some synchronicity, here....   \n",
+       "32         142  Question for the peanut gallery:Do any of you ...   \n",
+       "33          95  BRENNAN LAYING DOWN THE LAW #TheLastDriveIn @D...   \n",
+       "34         200  A question for those who have lived in both #D...   \n",
+       "35         147  Did the fire burn Eric’s vocal cords? Or does ...   \n",
+       "36         154  It’s so easy to dig in to people’s graves to c...   \n",
+       "37          95  ONE HUNDRED FORTY TV FILMS! #TheLastDriveIn #M...   \n",
+       "38         107  FAST & FURIOUS ZERO: SHERMAN OAKS DRIFT #TheLa...   \n",
+       "39         196  There’s something really off-putting about Pet...   \n",
+       "40         156  Is there EVER a killer’s POV that isn’t shot w...   \n",
+       "41         300  Last night, I had my first ketamine infusion t...   \n",
+       "42         121  This guard makes Paul Blart look like Harry Ca...   \n",
+       "43         106  Pre-Weasel Pauly Shore. Still grating. #TheLas...   \n",
+       "44         174  … and if she had bigger shoulder pads, Eric wo...   \n",
+       "45         258  How DARE they not let Eric’s eye open suddenly...   \n",
+       "46         280  I have no real interest in either #SuperbowlLV...   \n",
+       "47         237  The Britney Spears / Jason Alexander marriage ...   \n",
+       "48         133  “You get sequins or shoulder pads, Morgan. You...   \n",
+       "49         237  Ahhhhhh, the changing booths with zero privacy...   \n",
        "\n",
-       "    language_name  \n",
-       "0         English  \n",
-       "1         English  \n",
-       "2         English  \n",
-       "3         English  \n",
-       "4         English  \n",
-       "..            ...  \n",
-       "500       English  \n",
-       "501       English  \n",
-       "502       English  \n",
-       "503       English  \n",
-       "504       English  \n",
-       "\n",
-       "[505 rows x 15 columns]"
+       "   language_name  \n",
+       "0        English  \n",
+       "1        English  \n",
+       "2        English  \n",
+       "3        English  \n",
+       "4        English  \n",
+       "5        English  \n",
+       "6        English  \n",
+       "7        English  \n",
+       "8        English  \n",
+       "9        English  \n",
+       "10       English  \n",
+       "11       English  \n",
+       "12       English  \n",
+       "13       English  \n",
+       "14       English  \n",
+       "15       English  \n",
+       "16       English  \n",
+       "17       English  \n",
+       "18       English  \n",
+       "19       English  \n",
+       "20       English  \n",
+       "21       English  \n",
+       "22       English  \n",
+       "23       English  \n",
+       "24       English  \n",
+       "25       English  \n",
+       "26       English  \n",
+       "27       English  \n",
+       "28       English  \n",
+       "29       English  \n",
+       "30       English  \n",
+       "31       English  \n",
+       "32       English  \n",
+       "33       English  \n",
+       "34       English  \n",
+       "35       English  \n",
+       "36       English  \n",
+       "37       English  \n",
+       "38       English  \n",
+       "39       English  \n",
+       "40       English  \n",
+       "41       English  \n",
+       "42       English  \n",
+       "43       English  \n",
+       "44       English  \n",
+       "45       English  \n",
+       "46       English  \n",
+       "47       English  \n",
+       "48       English  \n",
+       "49       English  "
       ]
      },
-     "execution_count": 151,
+     "execution_count": 107,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1195,13 +1710,13 @@
     "%%sql\n",
     "select *\n",
     "from mastodon_toot\n",
-    "where username = 'georgespolitzer'\n",
+    "where username = 'DevinPike'\n",
     ";"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 137,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
@@ -1226,22 +1741,45 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 138,
+   "execution_count": 68,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<AxesSubplot: xlabel='created_hour', ylabel='num'>"
+       "[<matplotlib.axis.XTick at 0x36b70b4f0>,\n",
+       " <matplotlib.axis.XTick at 0x36b70b4c0>,\n",
+       " <matplotlib.axis.XTick at 0x36b3c95e0>,\n",
+       " <matplotlib.axis.XTick at 0x36c278a00>,\n",
+       " <matplotlib.axis.XTick at 0x36c278af0>,\n",
+       " <matplotlib.axis.XTick at 0x36c278250>,\n",
+       " <matplotlib.axis.XTick at 0x36c3a7df0>,\n",
+       " <matplotlib.axis.XTick at 0x36b553c40>,\n",
+       " <matplotlib.axis.XTick at 0x36bec98e0>,\n",
+       " <matplotlib.axis.XTick at 0x36ccf6850>,\n",
+       " <matplotlib.axis.XTick at 0x36ccf6d60>,\n",
+       " <matplotlib.axis.XTick at 0x36ce97850>,\n",
+       " <matplotlib.axis.XTick at 0x36ce97070>,\n",
+       " <matplotlib.axis.XTick at 0x36ce97910>,\n",
+       " <matplotlib.axis.XTick at 0x36bec9850>,\n",
+       " <matplotlib.axis.XTick at 0x36d015a00>,\n",
+       " <matplotlib.axis.XTick at 0x36d015070>,\n",
+       " <matplotlib.axis.XTick at 0x36d15fa00>,\n",
+       " <matplotlib.axis.XTick at 0x36d015370>,\n",
+       " <matplotlib.axis.XTick at 0x36d15f580>,\n",
+       " <matplotlib.axis.XTick at 0x36d3523d0>,\n",
+       " <matplotlib.axis.XTick at 0x36d352bb0>,\n",
+       " <matplotlib.axis.XTick at 0x36d4373d0>,\n",
+       " <matplotlib.axis.XTick at 0x36d352850>]"
       ]
      },
-     "execution_count": 138,
+     "execution_count": 68,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -1252,7 +1790,8 @@
    ],
    "source": [
     "# sns.lineplot(data=mastodon_usage_df, x=\"created_hour\", y=\"num\")\n",
-    "sns.lineplot(data=mastodon_usage_df, x=\"created_hour\", y=\"num\", hue=\"created_day\")"
+    "df = mastodon_usage_df[mastodon_usage_df['created_day'].isin(['2023/02/04 Sat', '2023/02/05 Sun', '2023/02/11 Sat', '2023/02/12 Sun'] ) ]\n",
+    "sns.lineplot(data=df  , x=\"created_hour\", y=\"num\", hue=\"created_day\").set_xticks(range(24))"
    ]
   },
   {
@@ -1265,7 +1804,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 139,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
@@ -1285,7 +1824,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 140,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
@@ -1294,13 +1833,13 @@
        "<AxesSubplot: xlabel='count', ylabel='language_name'>"
       ]
      },
-     "execution_count": 140,
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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",
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LjXZ2dgAAXV1dAP9dxrSwsFAaHXvO2NhY/F3apVctrf//9YLnl2FLWqZQKAAAQUFBOHLkCBYtWgR7e3vo6uqib9++yM/PL7Xd5+08b4OIiIhqNrUs3urUqYPOnTtj5cqVGD9+fKnFl5ubG+7cuQNNTU3Y2NhUeV5xcXHw9/dH7969AfxXPKanp1d5v0RERKQ+1PKeNwBYvXo1CgsL4e7ujp9//hkpKSlITU3Fjz/+iKtXr6JWrVrw9vaGh4cHevXqhcOHDyM9PR2nTp3C9OnTkZCQUOk5OTg4iA89JCcn49NPP+WIGhEREb0WtRx5A4CGDRviwoULmDdvHoKDg/HXX39BKpWicePGCAoKwtixYyGRSLB//35Mnz4dw4YNw71792Bubo62bduK97BVpiVLlmD48OHw9PRE3bp1MXXqVL7Wg4iIiF6LRBAEobqToMoll8thZGSE+IVdINPVevUGaqpRwK/VnQIREVG5Pf/7nZOTA0NDw1Lj1HbkjQDHL7aVefKJiIhI9ajtPW9ERERE6ojFGxEREZEK4WVTNXYisi/0q/met/Yj91Vr/0REROqGI29EREREKoTFGxEREZEKqdHFm0QiwZ49e0pdHxsbC4lEguzs7LeWExEREVFZ1Lp4u3PnDsaPHw87OztIpVJYWlrCz88PMTEx5dre09MTmZmZMDIyquJMiYiIiMpHbR9YSE9Ph5eXF4yNjbFw4UK4uLigoKAAhw4dQkBAAK5evfrKNrS1tWFubv4WsiUiIiIqH7UdeXv++atz586hT58+cHR0RJMmTTBp0iScOXNGjPv333/Ru3dv6OnpwcHBAXv37hXXvXzZNDIyEsbGxjh06BCcnZ0hk8ng6+uLzMxMpb43btwIZ2dn6OjooFGjRli9erW4Lj8/H+PGjYOFhQV0dHRgbW2N8PBwcX12djZGjBgBU1NTGBoaomPHjkhOTq6io0RERESqRi2LtwcPHuDgwYMICAiAvr5+sfXGxsbi79DQUPTv3x8XL15E165dMWjQIDx48KDUtp88eYJFixZh8+bN+P3335GRkYGgoCBx/ZYtWzBr1iyEhYUhJSUF8+bNw8yZMxEVFQUAWL58Ofbu3Yvt27cjNTUVW7ZsgY2Njbh9v379kJWVhQMHDiAxMRFubm7o1KlTmTnl5eVBLpcrTURERKSe1PKy6Y0bNyAIAho1avTKWH9/fwwcOBAAMG/ePCxfvhznzp2Dr69vifEFBQVYu3YtGjZsCAAYN24cvvnmG3H97NmzsXjxYnz88ccAAFtbW1y5cgXr1q3D0KFDkZGRAQcHB7Rp0wYSiQTW1tbitidPnsS5c+eQlZUFqVQKAFi0aBH27NmDnTt34osvvigxp/DwcISGhpbjyBAREZGqU8uRN0EQyh3r6uoq/tbX14ehoSGysrJKjdfT0xMLNwCwsLAQ4x8/foy0tDR8/vnnkMlk4jR37lykpaUB+K9YTEpKgpOTEyZMmIDDhw+LbSUnJyM3Nxd16tRR2v7WrVvi9iUJDg5GTk6OON2+fbvc+09ERESqRS1H3hwcHCCRSMr1UIKWlvIXCCQSCRQKxWvFPy8Wc3NzAQAbNmxA69atleJq1aoFAHBzc8OtW7dw4MAB/Pbbb+jfvz+8vb2xc+dO5ObmwsLCArGxscX6ffFS78ukUqk4UkdERETqTS2LNxMTE/j4+GDVqlWYMGFCsfvesrOzyyyGKsrMzAz169fHzZs3MWjQoFLjDA0NMWDAAAwYMAB9+/aFr68vHjx4ADc3N9y5cweamppK98ERERERPaeWxRsArFq1Cl5eXmjVqhW++eYbuLq6orCwEEeOHMGaNWuQkpJSJf2GhoZiwoQJMDIygq+vL/Ly8pCQkICHDx9i0qRJWLJkCSwsLNCiRQtoaGhgx44dMDc3h7GxMby9veHh4YFevXphwYIFcHR0xD///IN9+/ahd+/ecHd3r5KciYiISHWobfFmZ2eH8+fPIywsDJMnT0ZmZiZMTU3x/vvvY82aNVXW74gRI6Cnp4eFCxfiq6++gr6+PlxcXBAYGAgAMDAwwIIFC3D9+nXUqlULLVu2xP79+6Gh8d/th/v378f06dMxbNgw3Lt3D+bm5mjbti3MzMyqLGciIiJSHRLhde7uJ5Ugl8thZGSE6GWdoa+r9eoNqlD7kfuqtX8iIiJV8fzvd05ODgwNDUuNU9uRNwI+9N9Z5sknIiIi1aOWrwohIiIiUlcs3oiIiIhUCIs3IiIiIhXCe97U2J4fP4aebtWf4r7DDlZ5H0RERPQfjrwRERERqRAWb0REREQqhMXbOyQyMrJKPttFRERE6qNGF2/+/v6QSCTFphs3blR3akREREQlqvEPLPj6+mLTpk1Ky0xNTZXm8/Pzoa2t/TbTIiIiIipRjR55AwCpVApzc3OlqVOnThg3bhwCAwNRt25d+Pj4AAAuX76MLl26QCaTwczMDIMHD8a///4rttW+fXtMmDABU6ZMgYmJCczNzRESEqLUX3Z2NkaNGgUzMzPo6OigadOmiI6OVoo5dOgQnJ2dIZPJ4Ovri8zMzDL3IS8vD3K5XGkiIiIi9VTji7fSREVFQVtbG3FxcVi7di2ys7PRsWNHtGjRAgkJCTh48CDu3r2L/v37F9tOX18fZ8+exYIFC/DNN9/gyJEjAACFQoEuXbogLi4OP/74I65cuYKIiAjUqlVL3P7JkydYtGgRNm/ejN9//x0ZGRkICgoqM9fw8HAYGRmJk6WlZeUfECIiInon1OgP0/v7++PHH3+Ejo6OuKxLly64d+8e5HI5zp8/Ly6fO3cuTpw4gUOHDonL/vrrL1haWiI1NRWOjo5o3749ioqKcOLECTGmVatW6NixIyIiInD48GF06dIFKSkpcHR0LJZPZGQkhg0bhhs3bqBhw4YAgNWrV+Obb77BnTt3St2PvLw85OXlifNyuRyWlpaIWtWJ73kjIiJSEfwwfTl16NABa9asEef19fUxcOBAvP/++0pxycnJOHbsGGQyWbE20tLSxGLM1dVVaZ2FhQWysrIAAElJSXjvvfdKLNye09PTEwu3l7cvjVQqhVQqLTOGiIiI1EONL9709fVhb29f4vIX5ebmws/PD/Pnzy8Wa2FhIf7W0tJSWieRSKBQKAAAurq6r8ynpO1r8OAoERERvaTGF2/l5ebmhl27dsHGxgaamhU7bK6urvjrr79w7dq1MkffiIiIiErDBxbKKSAgAA8ePMDAgQMRHx+PtLQ0HDp0CMOGDUNRUVG52mjXrh3atm2LPn364MiRI7h16xYOHDiAgwd5zxgRERGVD4u3cqpfvz7i4uJQVFSEjz76CC4uLggMDISxsTE0NMp/GHft2oWWLVti4MCBaNy4MaZMmVLu4o+IiIioRj9tqq6eP63Cp02JiIhUB582JfT6bHeZJ5+IiIhUDy+bEhEREakQFm9EREREKoSXTdXY99t6Q7eK7nkbNfjQq4OIiIio0nHkjYiIiEiFsHgjIiIiUiEs3t6C9u3bIzAwsNJjiYiIqOZR6+Lt3r17GDNmDKysrCCVSmFubg4fHx/ExcW91Tx2796NOXPmvNU+iYiISD2p9QMLffr0QX5+PqKiomBnZ4e7d+8iJiYG9+/ff6t5mJiYvNX+iIiISH2p7chbdnY2Tpw4gfnz56NDhw6wtrZGq1atEBwcjB49egAAJBIJ1qxZgy5dukBXVxd2dnbYuXOnUjtTp06Fo6Mj9PT0YGdnh5kzZ6KgoEBcHxISgubNm2Pz5s2wsbGBkZERPvnkEzx69EiMeflS6OrVq+Hg4AAdHR2YmZmhb9++Sn0qFApMmTIFJiYmMDc3R0hISOUfICIiIlJJalu8yWQyyGQy7NmzB3l5eaXGzZw5E3369EFycjIGDRqETz75BCkpKeJ6AwMDREZG4sqVK1i2bBk2bNiApUuXKrWRlpaGPXv2IDo6GtHR0Th+/DgiIiJK7C8hIQETJkzAN998g9TUVBw8eBBt27ZViomKioK+vj7Onj2LBQsW4JtvvsGRI0dK3Ye8vDzI5XKliYiIiNST2hZvmpqaiIyMRFRUFIyNjeHl5YVp06bh4sWLSnH9+vXDiBEj4OjoiDlz5sDd3R0rVqwQ18+YMQOenp6wsbGBn58fgoKCsH37dqU2FAoFIiMj0bRpU3z44YcYPHgwYmJiSswrIyMD+vr66N69O6ytrdGiRQtMmDBBKcbV1RWzZ8+Gg4MDhgwZAnd391LbA4Dw8HAYGRmJk6Wl5eseLiIiIlIRalu8Af/d8/bPP/9g79698PX1RWxsLNzc3BAZGSnGeHh4KG3j4eGhNPL2888/w8vLC+bm5pDJZJgxYwYyMjKUtrGxsYGBgYE4b2FhgaysrBJz6ty5M6ytrWFnZ4fBgwdjy5YtePLkiVKMq6ur0nxZ7QFAcHAwcnJyxOn27dulxhIREZFqU+viDQB0dHTQuXNnzJw5E6dOnYK/vz9mz55drm1Pnz6NQYMGoWvXroiOjsaFCxcwffp05OfnK8VpaWkpzUskEigUihLbNDAwwPnz57F161ZYWFhg1qxZaNasGbKzsyvUHgBIpVIYGhoqTURERKSe1L54e1njxo3x+PFjcf7MmTNK68+cOQNnZ2cAwKlTp2BtbY3p06fD3d0dDg4O+PPPP984B01NTXh7e2PBggW4ePEi0tPTcfTo0Tdul4iIiNSf2r4q5P79++jXrx+GDx8OV1dXGBgYICEhAQsWLEDPnj3FuB07dsDd3R1t2rTBli1bcO7cOXz33XcAAAcHB2RkZGDbtm1o2bIl9u3bh19++eWN8oqOjsbNmzfRtm1b1K5dG/v374dCoYCTk9MbtUtEREQ1g9oWbzKZDK1bt8bSpUuRlpaGgoICWFpaYuTIkZg2bZoYFxoaim3btmHs2LGwsLDA1q1b0bhxYwBAjx498OWXX2LcuHHIy8tDt27dMHPmzDd6dYexsTF2796NkJAQPHv2DA4ODti6dSuaNGnyprtMRERENYBEEAShupOoLhKJBL/88gt69epV3alUKrlcDiMjIyxd1xG6ulVTn48afKhK2iUiIqqpnv/9zsnJKfP+dbUdeSNg+Ce/8OEFIiIiNVPjHlggIiIiUmU1euStBl8xJiIiIhXFkTciIiIiFVKjR97UXfju3pDqvf4pDunPhxGIiIjeVRx5IyIiIlIhLN6IiIiIVAiLt3dIeno6JBIJkpKSqjsVIiIiekexeHuJv78/JBIJJBIJtLS0YGZmhs6dO+P7778v8+PwL4uNjYVEIlH64DwRERHRm2LxVgJfX19kZmYiPT0dBw4cQIcOHTBx4kR0794dhYWF1Z0eERER1WAs3koglUphbm6OBg0awM3NDdOmTcOvv/6KAwcOIDIyssTLm9nZ2ZBIJIiNjUV6ejo6dOgAAKhduzYkEgn8/f0BAAqFAgsWLIC9vT2kUimsrKwQFham1P/NmzfRoUMH6OnpoVmzZjh9+nSZ+ebl5UEulytNREREpJ5YvJVTx44d0axZM+zevfuVsZaWlti1axcAIDU1FZmZmVi2bBkAIDg4GBEREZg5cyauXLmCn376CWZmZkrbT58+HUFBQUhKSoKjoyMGDhxY5ohfeHg4jIyMxMnS0vIN9pSIiIjeZXzP22to1KgRLl68+Mq4WrVqwcTEBABQr149GBsbAwAePXqEZcuWYeXKlRg6dCgAoGHDhmjTpo3S9kFBQejWrRsAIDQ0FE2aNMGNGzfQqFGjEvsLDg7GpEmTxHm5XM4CjoiISE2xeHsNgiBAIpFUePuUlBTk5eWhU6dOZca5urqKvy0sLAAAWVlZpRZvUqkUUqm0wnkRERGR6uBl09eQkpICW1tbaGj8d9he/DZqQUHBK7fX1dUtVz9aWlri7+fF4us86UpERETqi8VbOR09ehSXLl1Cnz59YGpqCgDIzMwU17/8bjZtbW0AQFFRkbjMwcEBurq6iImJqfqEiYiISC3xsmkJ8vLycOfOHRQVFeHu3bs4ePAgwsPD0b17dwwZMgS1atXCBx98gIiICNja2iIrKwszZsxQasPa2hoSiQTR0dHo2rUrdHV1IZPJMHXqVEyZMgXa2trw8vLCvXv38Mcff+Dzzz+vpr0lIiIiVcKRtxIcPHgQFhYWsLGxga+vL44dO4bly5fj119/Ra1atQAA33//PQoLC/H+++8jMDAQc+fOVWqjQYMGCA0Nxddffw0zMzOMGzcOADBz5kxMnjwZs2bNgrOzMwYMGICsrKy3vo9ERESkmiTCizdukVqQy+UwMjLC15s6Qqr3+oOrIf0PVUFWREREVJbnf79zcnJgaGhYahwvm6qx4I9/KfPkExERkerhZVMiIiIiFcLijYiIiEiF8LKpGuuz7zNo6mmVGXOg5663lA0RERFVBo68EREREamQChdv2dnZ2LhxI4KDg/HgwQMAwPnz5/H3339XWnJEREREpKxCxdvFixfh6OiI+fPnY9GiRcjOzgYA7N69G8HBwZWZn0rx9/dHr169xPn27dsjMDCw2vIhIiIi9VOh4m3SpEnw9/fH9evXoaOjIy7v2rUrfv/990pL7m16sfCqrKJr9+7dmDNnzhu3Q0RERPRchR5YiI+Px7p164otb9CgAe7cufPGSakLExOT6k6BiIiI1EyFRt6kUinkcnmx5deuXRM/2q6q/P39cfz4cSxbtgwSiQQSiQTp6ekoKirC559/DltbW+jq6sLJyQnLli0rs62XR/A2b94Md3d3GBgYwNzcHJ9++qnSp7FiY2MhkUgQExMDd3d36OnpwdPTE6mpqVW1u0RERKRiKlS89ejRA9988w0KCgoAABKJBBkZGZg6dSr69OlTqQm+bcuWLYOHhwdGjhyJzMxMZGZmwtLSEgqFAu+99x527NiBK1euYNasWZg2bRq2b99e7rYLCgowZ84cJCcnY8+ePUhPT4e/v3+xuOnTp2Px4sVISEiApqYmhg8fXma7eXl5kMvlShMRERGppwpdNl28eDH69u2LevXq4enTp2jXrh3u3LkDDw8PhIWFVXaOb5WRkRG0tbWhp6cHc3NzcXmtWrUQGhoqztva2uL06dPYvn07+vfvX662XyzC7OzssHz5crRs2RK5ubmQyWTiurCwMLRr1w4A8PXXX6Nbt2549uyZ0v2FLwoPD1fKjYiIiNRXhYo3IyMjHDlyBCdPnsTFixeRm5sLNzc3eHt7V3Z+75RVq1bh+++/R0ZGBp4+fYr8/Hw0b9683NsnJiYiJCQEycnJePjwIRQKBQAgIyMDjRs3FuNcXV3F3xYWFgCArKwsWFlZldhucHAwJk2aJM7L5XJYWlq+zq4RERGRinijLyy0adMGbdq0qaxc3mnbtm1DUFAQFi9eDA8PDxgYGGDhwoU4e/ZsubZ//PgxfHx84OPjgy1btsDU1BQZGRnw8fFBfn6+UqyW1v//KoJEIgEAsdAriVQqhVQqrcBeERERkaqpcPEWHx+PY8eOISsrq1hhsWTJkjdOrDppa2ujqKhIaVlcXBw8PT0xduxYcVlaWlq527x69Sru37+PiIgIcVQsISGhchImIiKiGqNCxdu8efMwY8YMODk5wczMTBwdAqD0W1XZ2Njg7NmzSE9Ph0wmg4mJCRwcHPDDDz/g0KFDsLW1xebNmxEfHw9bW9tytWllZQVtbW2sWLECo0ePxuXLl/kOOCIiInptFSreli1bhu+//77EJyXVQVBQEIYOHYrGjRvj6dOnuHXrFkaNGoULFy5gwIABkEgkGDhwIMaOHYsDBw6Uq01TU1NERkZi2rRpWL58Odzc3LBo0SL06NGjiveGiIiI1IlEEAThdTeysLDA77//DgcHh6rIid6QXC6HkZERvH/yg6aeVpmxB3ruektZERERUVme//3OycmBoaFhqXEVKt4WLFiAf/75B99+++2b5EhVpLwnn4iIiN4d5f37XaHLpkFBQejWrRsaNmyIxo0bKz0dCfz3TU8iIiIiqnwVKt4mTJiAY8eOoUOHDqhTp45aPKRAREREpAoqVLxFRUVh165d6NatW2XnQ0RERERlqFDxZmJigoYNG1Z2LlTJ+vxvAbT0in9Sa3/vGdWQDREREVWGCn2YPiQkBLNnz8aTJ08qOx8iIiIiKkOFRt6WL1+OtLQ0mJmZwcbGptgDC+fPn6+U5IiIiIhIWYWKt169elVyGkRERERUHhUq3mbPnl0pnfv7+yMqKgrAfx9jt7KywpAhQzBt2jRoalbss6v+/v7Izs7Gnj17KiVHIiIiondJhT9MX1l8fX2xadMm5OXlYf/+/QgICICWlhaCg4Nfq52ioiK+soSIiIjUXoUeWCgqKsKiRYvQqlUrmJubw8TERGl6HVKpFObm5rC2tsaYMWPg7e2NvXv34uHDhxgyZAhq164NPT09dOnSBdevXxe3i4yMhLGxMfbu3YvGjRtDKpVi+PDhiIqKwq+//gqJRAKJRILY2FjExsZCIpEgOztb3D4pKQkSiQTp6enisg0bNsDS0hJ6enro3bs3lixZAmNjY3G9v79/sUvGgYGBaN++vTivUCgQHh4OW1tb6OrqolmzZti5c6e4/uHDhxg0aBBMTU2hq6sLBwcHbNq0SVx/+/Zt9O/fH8bGxjAxMUHPnj2VcixJXl4e5HK50kRERETqqULFW2hoKJYsWYIBAwYgJycHkyZNwscffwwNDQ2EhIS8UUK6urrIz8+Hv78/EhISsHfvXpw+fRqCIKBr164oKCgQY588eYL58+dj48aN+OOPP7B8+XL0798fvr6+yMzMRGZmJjw9PcvVb1xcHEaPHo2JEyciKSkJnTt3RlhY2GvnHx4ejh9++AFr167FH3/8gS+//BKfffYZjh8/DgCYOXMmrly5ggMHDiAlJQVr1qxB3bp1AQAFBQXw8fGBgYEBTpw4gbi4OMhkMvj6+iI/P7/MPo2MjMTJ0tLytfMmIiIi1VChy6ZbtmzBhg0b0K1bN4SEhGDgwIFo2LAhXF1dcebMGUyYMOG12xQEATExMTh06BC6dOmCPXv2IC4uTiy+tmzZAktLS+zZswf9+vUD8F+xs3r1ajRr1kxsR1dXF3l5eTA3N3+t/lesWIEuXbogKCgIAODo6IhTp04hOjq63G3k5eVh3rx5+O233+Dh4QEAsLOzw8mTJ7Fu3Tq0a9cOGRkZaNGiBdzd3QEANjY24vY///wzFAoFNm7cKF4C3rRpE4yNjREbG4uPPvqoxH6Dg4MxadIkcV4ul7OAIyIiUlMVKt7u3LkDFxcXAIBMJkNOTg4AoHv37pg5c+ZrtRUdHQ2ZTIaCggIoFAp8+umn+PjjjxEdHY3WrVuLcXXq1IGTkxNSUlLEZdra2nB1da3ILhSTmpqK3r17Ky1r1arVaxVvN27cwJMnT9C5c2el5fn5+WjRogUAYMyYMejTpw/Onz+Pjz76CL169RIL1OTkZNy4cQMGBgZK2z979gxpaWml9iuVSiGVSsudJxEREamuChVv7733HjIzM2FlZYWGDRvi8OHDcHNzQ3x8/GsXER06dMCaNWugra2N+vXrQ1NTE3v37i3Xtrq6uuV6SEFD47+rw4IgiMtevPxaXhoaGkptvNxObm4uAGDfvn1o0KCBUtzz49KlSxf8+eef2L9/P44cOYJOnTohICAAixYtQm5uLt5//31s2bKlWN+mpqavnS8RERGpnwoVb71790ZMTAxat26N8ePH47PPPsN3332HjIwMfPnll6/Vlr6+Puzt7ZWWOTs7o7CwEGfPnhVHpe7fv4/U1FQ0bty4zPa0tbVRVFSktOx54ZOZmYnatWsD+O+BhRc5OTkhPj5eadnL86amprh8+bLSsqSkJPElxc8fnMjIyEC7du1KzdHU1BRDhw7F0KFD8eGHH+Krr77CokWL4Obmhp9//hn16tWDoaFhmftJRERENVOFireIiAjx94ABA2BlZYXTp0/DwcEBfn5+b5yUg4MDevbsiZEjR2LdunUwMDDA119/jQYNGqBnz55lbmtjY4NDhw4hNTUVderUgZGREezt7WFpaYmQkBCEhYXh2rVrWLx4sdJ248ePR9u2bbFkyRL4+fnh6NGjOHDggNLIXseOHbFw4UL88MMP8PDwwI8//ojLly+Ll0QNDAwQFBSEL7/8EgqFAm3atEFOTg7i4uJgaGiIoUOHYtasWXj//ffRpEkT5OXlITo6Gs7OzgCAQYMGYeHChejZsye++eYbvPfee/jzzz+xe/duTJkyBe+9994bH1siIiJSbRV62vRlHh4emDRpUqUUbs9t2rQJ77//Prp37w4PDw8IgoD9+/cX+xTXy0aOHAknJye4u7vD1NQUcXFx0NLSwtatW3H16lW4urpi/vz5mDt3rtJ2Xl5eWLt2LZYsWYJmzZrh4MGD+PLLL6Gj8/8/7O7j44OZM2diypQpaNmyJR49eoQhQ4YotTNnzhzMnDkT4eHhcHZ2hq+vL/bt2wdbW1sA/40MBgcHw9XVFW3btkWtWrWwbds2AICenh5+//13WFlZ4eOPP4azszM+//xzPHv2jCNxREREBACQCC/fxFVO169fx7Fjx5CVlQWFQqG0btasWZWSXHUbOXIkrl69ihMnTlR3Kq9FLpfDyMgI3j9Oh5aeTrH1+3vPqIasiIiIqCzP/37n5OSUOWhTocumGzZswJgxY1C3bl2Ym5srXVqUSCQqW7wtWrQInTt3hr6+Pg4cOICoqCisXr26utOqsF1+UzhiR0REpGYqNPJmbW2NsWPHYurUqVWRU7Xp378/YmNj8ejRI9jZ2WH8+PEYPXp0daf12spbuRMREdG7o0pH3h4+fCi+KFedbN++vbpTICIiIipThYq3fv364fDhwyo5KlWT9N27EVp6ukrL9n08ppqyISIiospQoeLN3t4eM2fOxJkzZ+Di4lLsCdCKfB6LiIiIiF6tQve8PX/tRYkNSiS4efPmGyVFb+b5NfPOmxdz5I2IiEhFVOk9b7du3apwYkRERERUcZXykt7SGBoavpOjcP7+/ujVq5fSsp07d0JHR6fYlxeIiIiI3iVVWrxV8P2/b93GjRsxaNAgrFmzBpMnT37t7SvykXsiIiKiiqjS4k0VLFiwAOPHj8e2bdswbNgwAMCaNWvQsGFDaGtrw8nJCZs3b1baRiKRYM2aNejRowf09fURFhYGAPj111/h5uYGHR0d2NnZITQ0FIWFheJ2S5YsgYuLC/T19WFpaYmxY8ciNzdXXB8ZGQljY2McOnQIzs7OkMlk8PX1RWZm5ls4EkRERKQKanTxNnXqVMyZMwfR0dHo3bs3AOCXX37BxIkTMXnyZFy+fBmjRo3CsGHDcOzYMaVtQ0JC0Lt3b1y6dAnDhw/HiRMnMGTIEEycOBFXrlzBunXrEBkZKRZ2AKChoYHly5fjjz/+QFRUFI4ePYopU6YotfvkyRMsWrQImzdvxu+//46MjAwEBQWVuR95eXmQy+VKExEREakpoQrJZDIhLS2tKruokKFDhwra2toCACEmJkZpnaenpzBy5EilZf369RO6du0qzgMQAgMDlWI6deokzJs3T2nZ5s2bBQsLi1Lz2LFjh1CnTh1xftOmTQIA4caNG+KyVatWCWZmZmXuz+zZswUAxabOmxcLXXetVpqIiIjo3ZSTkyMAEHJycsqMq9KRtxe/efqucXV1hY2NDWbPnq106TIlJQVeXl5KsV5eXkhJSVFa5u7urjSfnJyMb775BjKZTJxGjhyJzMxMPHnyBADw22+/oVOnTmjQoAEMDAwwePBg3L9/X1wPAHp6emjYsKE4b2FhgaysrDL3JTg4GDk5OeJ0+/bt1zsYREREpDJq7AMLDRo0QGxsLP7++2/4+vri0aNHr7W9vr6+0nxubi5CQ0ORlJQkTpcuXcL169eho6OD9PR0dO/eHa6urti1axcSExOxatUqAEB+fr7YzssvPJZIJK88jlKpFIaGhkoTERERqac3Kt7y8/ORmpqqdFP+iw4cOIAGDRq8SRdVytraGsePH8edO3fEAs7Z2RlxcXFKcXFxcWjcuHGZbbm5uSE1NRX29vbFJg0NDSQmJkKhUGDx4sX44IMP4OjoiH/++acqd4+IiIjUUIVe0vvkyROMHz8eUVFRAIBr167Bzs4O48ePR4MGDfD1118DANq0aVN5mVYRS0tLxMbGokOHDvDx8cHo0aMxYsQItGjRAt7e3vjf//6H3bt347fffiuznVmzZqF79+6wsrJC3759oaGhgeTkZFy+fBlz586Fvb09CgoKsGLFCvj5+SEuLg5r1659S3tJRERE6qJCI2/BwcFITk5GbGwsdHR0xOXe3t74+eefKy25t+W9995DbGws/v33X6xZswYLFy7EokWL0KRJE6xbtw6bNm1C+/bty2zDx8cH0dHROHz4MFq2bIkPPvgAS5cuhbW1NQCgWbNmWLJkCebPn4+mTZtiy5YtCA8Pfwt7R0REROqkQt82tba2xs8//4wPPvgABgYGSE5Ohp2dHW7cuAE3Nze+qqKa8dumREREqqdKv21679491KtXr9jyx48fv9NPmNY0O3uM4MMLREREaqZCl03d3d2xb98+cf55wbZx40Z4eHhUTmZEREREVEyFRt7mzZuHLl264MqVKygsLMSyZctw5coVnDp1CsePH6/sHImIiIjo/1Ro5K1NmzZISkpCYWEhXFxccPjwYdSrVw+nT5/G+++/X9k5EhEREdH/qdADC/Rue37D40dR66Glp4fovoOqOyUiIiJ6hSp9YKG0p0klEgmkUim0tbUr0iwRERERvUKFijdjY+Mynyp977334O/vj9mzZ0NDo0q/wEVERERUo1SoeIuMjMT06dPh7++PVq1aAQDOnTuHqKgozJgxA/fu3cOiRYsglUoxbdq0Sk1YlTz/csPDhw9hbGxc3ekQERGRGqhQ8RYVFYXFixejf//+4jI/Pz+4uLhg3bp1iImJgZWVFcLCwt6J4u3OnTsICwvDvn378Pfff6NevXpo3rw5AgMD0alTp1duHxkZicDAQGRnZ1d9skRERERlqFDxdurUqRK/y9miRQucPn0awH9PpGZkZLxZdpUgPT0dXl5eMDY2xsKFC+Hi4oKCggIcOnQIAQEBuHr1anWnSERERFRuFbohzdLSEt99912x5d999x0sLS0BAPfv30ft2rXfLLtKMHbsWEgkEpw7dw59+vSBo6MjmjRpgkmTJuHMmTMAgCVLlsDFxQX6+vqwtLTE2LFjkZubC+C/S5/Dhg1DTk4OJBIJJBIJQkJCAACbN2+Gu7s7DAwMYG5ujk8//RRZWVml5nL//n0MHDgQDRo0gJ6eHlxcXLB161almPbt22PChAmYMmUKTExMYG5uLvZXmry8PMjlcqWJiIiI1FOFirdFixZh6dKlaNasGUaMGIERI0agefPm+Pbbb7F48WIAQHx8PAYMGFCpyb6uBw8e4ODBgwgICIC+vn6x9c/vQ9PQ0MDy5cvxxx9/ICoqCkePHsWUKVMAAJ6envj2229haGiIzMxMZGZmIigoCABQUFCAOXPmIDk5GXv27EF6ejr8/f1LzefZs2d4//33sW/fPly+fBlffPEFBg8ejHPnzinFRUVFQV9fH2fPnsWCBQvwzTff4MiRI6W2Gx4eDiMjI3F6XkATERGR+qnwe97S09Oxbt06pKamAgCcnJwwatQo2NjYVGZ+b+TcuXNo3bo1du/ejd69e5d7u507d2L06NH4999/AZT/nreEhAS0bNkSjx49gkwmK9cDC927d0ejRo2waNEiAP+NvBUVFeHEiRNiTKtWrdCxY0dERESU2EZeXh7y8vLEeblcDktLS77njYiISIVU6XveAMDGxgbh4eEV3fytKG9d+ttvvyE8PBxXr16FXC5HYWEhnj17hidPnkBPT6/U7RITExESEoLk5GQ8fPgQCoUCAJCRkYHGjRsXiy8qKsK8efOwfft2/P3338jPz0deXl6xPlxdXZXmLSwsyrwcK5VKIZVKy7WvREREpNre6CVsT548wdWrV3Hx4kWl6V3h4OAAiURS5kMJ6enp6N69O1xdXbFr1y4kJiZi1apVAID8/PxSt3v8+DF8fHxgaGiILVu2ID4+Hr/88kuZ2y1cuBDLli3D1KlTcezYMSQlJcHHx6dYvJaWltK8RCIRC0MiIiKq2So08nbv3j0MGzYMBw4cKHF9UVHRGyVVWUxMTODj44NVq1ZhwoQJxe57y87ORmJiIhQKBRYvXiy+UHj79u1Kcdra2sX26erVq7h//z4iIiLEe8wSEhLKzCcuLg49e/bEZ599BgBQKBS4du1aiaN0RERERCWp0Mjb8/u/zp49C11dXRw8eBBRUVFwcHDA3r17KzvHN7Jq1SoUFRWhVatW2LVrF65fv46UlBQsX74cHh4esLe3R0FBAVasWIGbN29i8+bNxV6DYmNjg9zcXMTExODff//FkydPYGVlBW1tbXG7vXv3Ys6cOWXm4uDggCNHjuDUqVNISUnBqFGjcPfu3arcfSIiIlIzFSrejh49iiVLlsDd3R0aGhqwtrbGZ599hgULFrxz98HZ2dnh/Pnz6NChAyZPnoymTZuic+fOiImJwZo1a9CsWTMsWbIE8+fPR9OmTbFly5Zi++Dp6YnRo0djwIABMDU1xYIFC2BqaorIyEjs2LEDjRs3RkREhPjQQWlmzJgBNzc3+Pj4oH379jA3N0evXr2qcO+JiIhI3VToaVNDQ0NcvHgRNjY2sLa2xk8//QQvLy/cunULTZo0wZMnT6oiVyqn50+r8GlTIiIi1VGlT5s6OTkhNTUVNjY2aNasGdatWwcbGxusXbsWFhYWFU6aKteOXgPKPPlERESkeipUvE2cOBGZmZkAgNmzZ8PX1xdbtmyBtrY2IiMjKzM/IiIiInpBhV/S+6LnrwyxsrJC3bp1KyMvegPlHXYlIiKid0eVv6T3RXp6enBzc6uMpqgSDdhzAFp6etjb16+6UyEiIqJKUqHibfjw4WWu//777yuUDBERERGVrULF28OHD5XmCwoKcPnyZWRnZ6Njx46VkhgRERERFVeh4u35Z6BepFAoMGbMGDRs2PCNk6ou7du3R/PmzfHtt99WWpvl/aj968YSERFRzfRG3zZVakhDA5MmTcLSpUsrq8kq4+/vD4lEUmxasGDBK7+S8LoGDBiAa9euVWqbREREVHNVygMLz6WlpaGwsLAym6wyvr6+2LRpk9IyU1NT1KpVq1L70dXVha6ubqW2SURERDVXhUbeJk2apDR9+eWX+OSTTzBgwAAMGDCgsnOsElKpFObm5kpTp06dEBgYKMbY2Nhg3rx5GD58OAwMDGBlZYX169eL69PT0yGRSLB792506NABenp6aNasGU6fPi3GREZGwtjYWJxPTk5Ghw4dYGBgAENDQ7z//vvFPmh/6NAhODs7QyaTwdfXV3ynHhEREVGFircLFy4oTRcvXgQALF68uFLvF3sXLF68GO7u7rhw4QLGjh2LMWPGIDU1VSlm+vTpCAoKQlJSEhwdHTFw4MBSRyAHDRqE9957D/Hx8UhMTMTXX38NLS0tcf2TJ0+waNEibN68Gb///jsyMjIQFBRUZo55eXmQy+VKExEREamnCl02PXbsWGXn8dZFR0dDJpOJ8126dCkxrmvXrhg7diwAYOrUqVi6dCmOHTsGJycnMSYoKAjdunUDAISGhqJJkya4ceMGGjVqVKy9jIwMfPXVV+I6BwcHpfUFBQVYu3at+ODHuHHj8M0335S5L+Hh4QgNDX3VLhMREZEaqLQHFlRNhw4dkJSUJE7Lly8vMc7V1VX8LZFIYG5ujqysrFJjnn/b9eWY5yZNmoQRI0bA29sbERERSEtLU1qvp6en9MSuhYVFqW09FxwcjJycHHG6fft2mfFERESkuio08taiRQtIJJJiyyUSCXR0dGBvbw9/f3906NDhjROsKvr6+rC3t39l3IuXNIH/9lGhUJQa8/y4vBzzXEhICD799FPs27cPBw4cwOzZs7Ft2zb07t271P5e9QUzqVQKqVT6yn0hIiIi1VehkTdfX1/cvHkT+vr66NChAzp06ACZTIa0tDS0bNkSmZmZ8Pb2xq+//lrZ+aoFR0dHfPnllzh8+DA+/vjjYk+9EhEREZWmQiNv//77LyZPnoyZM2cqLZ87dy7+/PNPHD58GLNnz8acOXPQs2fPSklUHTx9+hRfffUV+vbtC1tbW/z111+Ij49Hnz59qjs1IiIiUhEVGnnbvn07Bg4cWGz5J598gu3btwMABg4cWOypzJquVq1auH//PoYMGQJHR0f0798fXbp04cMGREREVG4S4VU3VJXAzMwMCxcuxJAhQ5SW//DDD/jqq69w9+5dXLlyBe3atcO9e/cqLVkqH7lcDiMjI/hGbYOWnh729vWr7pSIiIjoFZ7//c7JyYGhoWGpcRW6bDp+/HiMHj0aiYmJaNmyJQAgPj4eGzduxLRp0wD896LZ5s2bV6R5qiQ/9+pS5sknIiIi1VOhkTcA2LJlC1auXCleGnVycsL48ePx6aefAvjv/q7nT5/S21Xeyp2IiIjeHeX9+13h4o3eXSzeiIiIVE+VXjZ9Lj8/H1lZWcXeaWZlZfUmzRIRERFRKSr0tOn169fx4YcfQldXF9bW1rC1tYWtrS1sbGxga2tb2TlSBX366+nqToGIiIgqWYVG3vz9/aGpqYno6GhYWFiU+LUFIiIiIqp8FSrekpKSkJiYWOKH1+n/a9++PZo3b45vv/22ulMhIiIiNVGhy6aNGzfGv//+W9m5VAl/f39IJBJIJBJoaWnB1tYWU6ZMwbNnz6q87927d2POnDlV3g8RERHVHBUq3ubPn48pU6YgNjYW9+/fh1wuV5reNb6+vsjMzMTNmzexdOlSrFu3DrNnz67yfk1MTGBgYFDl/RAREVHNUaHizdvbG2fOnEGnTp1Qr1491K5dG7Vr14axsTFq165d2Tm+MalUCnNzc1haWqJXr17w9vbGkSNHAAA2NjbFLms2b94cISEhAABBEBASEgIrKytIpVLUr18fEyZMEGNXr14NBwcH6OjowMzMDH379hXXtW/fHoGBgeL85s2b4e7uDgMDA5ibm+PTTz9FVlaWuD42NhYSiQQxMTFwd3eHnp4ePD09+ZkxIiIiElXonrdjx45Vdh5vzeXLl3Hq1ClYW1uXK37Xrl1YunQptm3bhiZNmuDOnTtITk4GACQkJGDChAnYvHkzPD098eDBA5w4caLUtgoKCjBnzhw4OTkhKysLkyZNgr+/P/bv368UN336dCxevBimpqYYPXo0hg8fjri4uFLbzcvLQ15enjj/Lo5+EhERUeWoUPHWrl27ys6jSkVHR0Mmk6GwsBB5eXnQ0NDAypUry7VtRkYGzM3N4e3tDS0tLVhZWaFVq1biOn19fXTv3h0GBgawtrZGixYtSm1r+PDh4m87OzssX74cLVu2RG5uLmQymbguLCxMPMZff/01unXrhmfPnpX6tYrw8HB+3J6IiKiGqNBl0+eePHmCq1ev4uLFi0rTu6ZDhw5ISkrC2bNnMXToUAwbNgx9+vQp17b9+vXD06dPYWdnh5EjR+KXX35BYWEhAKBz586wtraGnZ0dBg8ejC1btuDJkyeltpWYmAg/Pz9YWVnBwMBALNAyMjKU4lxdXcXfFhYWAKB0efVlwcHByMnJEafbt2+Xa9+IiIhI9VSoeLt375442tSkSRO0aNFCaXrX6Ovrw97eHs2aNcP333+Ps2fP4rvvvgMAaGho4OUvhBUUFIi/LS0tkZqaitWrV0NXVxdjx45F27ZtUVBQAAMDA5w/fx5bt26FhYUFZs2ahWbNmiE7O7tYDo8fP4aPjw8MDQ2xZcsWxMfH45dffgHw35cqXqSlpSX+fv4OvZe/YvEiqVQKQ0NDpYmIiIjUU4WKt8DAQGRnZ+Ps2bPQ1dXFwYMHERUVBQcHB+zdu7eyc6xUGhoamDZtGmbMmIGnT5/C1NQUmZmZ4nq5XI5bt24pbaOrqws/Pz8sX74csbGxOH36NC5dugQA0NTUhLe3NxYsWICLFy8iPT0dR48eLdbv1atXcf/+fURERODDDz9Eo0aNyhxNIyIiIipJhe55O3r0KH799Ve4u7tDQ0MD1tbW6Ny5MwwNDREeHo5u3bpVdp6Vql+/fvjqq6+watUqdOzYEZGRkfDz84OxsTFmzZqFWrVqibGRkZEoKipC69atoaenhx9//FH8LFh0dDRu3ryJtm3bonbt2ti/fz8UCgWcnJyK9WllZQVtbW2sWLECo0ePxuXLl/kOOCIiInptFSreHj9+jHr16gEAateujXv37sHR0REuLi44f/58pSZYFTQ1NTFu3DgsWLAA169fx61bt9C9e3cYGRlhzpw5SiNvxsbGiIiIwKRJk1BUVAQXFxf873//Q506dWBsbIzdu3cjJCQEz549g4ODA7Zu3YomTZoU69PU1BSRkZGYNm0ali9fDjc3NyxatAg9evR4m7tOREREKk4ivHzDVzm0bNkSc+fOhY+PD3r06AFjY2OEh4dj+fLl2LlzJ9LS0qoiVyonuVwOIyMjdPvhIKIH+1R3OkRERFQOz/9+5+TklHn/eoVG3iZOnCjeJzZ79mz4+vrixx9/hLa2NqKioiqWMRERERG9UoVG3l72/JUhVlZWqFu3bmXkRW+gvJU7ERERvTsqfeRt0qRJ5e58yZIl5Y4lIiIiovIrd/F24cKFcsU9fy8ZEREREVW+chdvqvw905rKf28adn/27r00mYiIiCrujT6PRURERERvF4s3IiIiIhXC4q2SRUZGwtjYWJwPCQlB8+bNy7Xt68QSERFRzcTirQT+/v6QSCSQSCTQ1taGvb09vvnmGxQWFr52W0FBQYiJiamCLImIiKgmqtBLemsCX19fbNq0CXl5edi/fz8CAgKgpaWF4ODg12pHJpNBJpNVUZZERERU03DkrRRSqRTm5uawtrbGmDFj4O3tjb179+Lhw4cYMmQIateuDT09PXTp0gXXr18vtZ2XL4XGxsaiVatW0NfXh7GxMby8vPDnn38qbbN582bY2NjAyMgIn3zyCR49elRVu0lEREQqhsVbOenq6iI/Px/+/v5ISEjA3r17cfr0aQiCgK5du6KgoOCVbRQWFqJXr15o164dLl68iNOnT+OLL75QejdeWloa9uzZg+joaERHR+P48eOIiIgos928vDzI5XKliYiIiNQTL5u+giAIiImJwaFDh9ClSxfs2bMHcXFx8PT0BABs2bIFlpaW2LNnD/r161dmW3K5HDk5OejevTsaNmwIAHB2dlaKUSgUiIyMhIGBAQBg8ODBiImJQVhYWKnthoeHIzQ09E12k4iIiFQER95KER0dDZlMBh0dHXTp0gUDBgyAv78/NDU10bp1azGuTp06cHJyQkpKyivbNDExgb+/P3x8fODn54dly5YhMzNTKcbGxkYs3ADAwsICWVlZZbYbHByMnJwccbp9+/Zr7i0RERGpChZvpejQoQOSkpJw/fp1PH36FFFRUZXy6a9Nmzbh9OnT8PT0xM8//wxHR0ecOXNGXK+lpaUUL5FIoFAoymxTKpXC0NBQaSIiIiL1xOKtFPr6+rC3t4eVlRU0Nf+7uuzs7IzCwkKcPXtWjLt//z5SU1PRuHHjcrfdokULBAcH49SpU2jatCl++umnSs+fiIiI1BOLt9fg4OCAnj17YuTIkTh58iSSk5Px2WefoUGDBujZs+crt7916xaCg4Nx+vRp/Pnnnzh8+DCuX79e7L43IiIiotLwgYXXtGnTJkycOBHdu3dHfn4+2rZti/379xe73FkSPT09XL16FVFRUbh//z4sLCwQEBCAUaNGvYXMiYiISB1IBEEQqjsJqlxyuRxGRkbovfk8dn/WorrTISIionJ4/vc7JyenzPvXedlUjUX2aFjdKRAREVElY/FGREREpEJYvBERERGpEBZvRERERCqExZsaW/+/sr/MQERERKqHxRsRERGRCmHxVglsbGzw7bfflrq+ffv2CAwMLFdbrxNLRERENU+NKt4kEkmZU0hISJX0u3v3bsyZM6dK2iYiIqKapUZ9YSEzM1P8/fPPP2PWrFlITU0Vl8lkstdqLz8/H9ra2q+MMzExea12iYiIiEpTo0bezM3NxcnIyAgSiUScX7t2Ldq0aaMU/+2338LGxkac9/f3R69evRAWFob69evDycmpxH42btwIY2NjxMTEACh+KXT16tVwcHCAjo4OzMzM0LdvX6XtFQoFpkyZAhMTE5ibm1fZiCARERGpnho18lYZYmJiYGhoiCNHjpS4fsGCBViwYAEOHz6MVq1aFVufkJCACRMmYPPmzfD09MSDBw9w4sQJpZioqChMmjQJZ8+exenTp+Hv7w8vLy907ty5xD7z8vKQl5cnzsvl8jfYQyIiInqXsXh7Tfr6+ti4cWOJl0unTp2KzZs34/jx42jSpEmJ22dkZEBfXx/du3eHgYEBrK2t0aKF8vdHXV1dMXv2bACAg4MDVq5ciZiYmFKLt/DwcISGhr7hnhEREZEqqFGXTSuDi4tLiYXb4sWLsWHDBpw8ebLUwg0AOnfuDGtra9jZ2WHw4MHYsmULnjx5ohTj6uqqNG9hYYGsrNLf2RYcHIycnBxxun379mvuFREREakKFm//R0NDA4IgKC0rKCgoFqevr1/i9h9++CGKioqwffv2MvsxMDDA+fPnsXXrVlhYWGDWrFlo1qwZsrOzxRgtLS2lbSQSCRQKRaltSqVSGBoaKk1ERESknli8/R9TU1PcuXNHqYBLSkoq9/atWrXCgQMHMG/ePCxatKjMWE1NTXh7e2PBggW4ePEi0tPTcfTo0YqmTkRERDUI73n7P+3bt8e9e/ewYMEC9O3bFwcPHsSBAwdeaxTL09MT+/fvR5cuXaCpqVniy3ajo6Nx8+ZNtG3bFrVr18b+/fuhUChKfXKViIiI6EUcefs/zs7OWL16NVatWoVmzZrh3LlzCAoKeu122rRpg3379mHGjBlYsWJFsfXGxsbYvXs3OnbsCGdnZ6xduxZbt24t8z45IiIiouckwss3epHKk8vlMDIywsIfryNokH11p0NERETl8Pzvd05OTplX/jjypsa+8KtX3SkQERFRJWPxRkRERKRCWLwRERERqRAWb0REREQqhMUbERERkQph8UZERESkQli8EREREakQFm+VLD09HRKJRPy0VmxsLCQSidK3S0vzOrFERERUM6ld8Xbv3j2MGTMGVlZWkEqlMDc3h4+PD+Li4qolH09PT2RmZsLIyKha+iciIiL1onbfNu3Tpw/y8/MRFRUFOzs73L17FzExMbh//3615KOtrQ1zc/Nq6ZuIiIjUj1qNvGVnZ+PEiROYP38+OnToAGtra7Rq1QrBwcHo0aMHgoKC0L17dzH+22+/hUQiwcGDB8Vl9vb22Lhxozi/ceNGODs7Q0dHB40aNcLq1auV+jx37hxatGgBHR0duLu748KFC0rrX74U+ueff8LPzw+1a9eGvr4+mjRpgv379yttk5iYCHd3d+jp6cHT0xOpqamVdYiIiIhIxalV8SaTySCTybBnzx7k5eUVW9+uXTucPHkSRUVFAIDjx4+jbt26iI2NBQD8/fffSEtLQ/v27QEAW7ZswaxZsxAWFoaUlBTMmzcPM2fORFRUFAAgNzcX3bt3R+PGjZGYmIiQkJBXfsw+ICAAeXl5+P3333Hp0iXMnz8fMplMKWb69OlYvHgxEhISoKmpieHDh5fZZl5eHuRyudJEREREakpQMzt37hRq164t6OjoCJ6enkJwcLCQnJwsCIIgPHz4UNDQ0BDi4+MFhUIhmJiYCOHh4ULr1q0FQRCEH3/8UWjQoIHYVsOGDYWffvpJqf05c+YIHh4egiAIwrp164Q6deoIT58+FdevWbNGACBcuHBBEARBOHbsmABAePjwoSAIguDi4iKEhISUmPvz2N9++01ctm/fPgGAUh8vmz17tgCg2JSTk1POo0ZERETVLScnp1x/v9Vq5A347563f/75B3v37oWvry9iY2Ph5uaGyMhIGBsbo1mzZoiNjcWlS5egra2NL774AhcuXEBubi6OHz+Odu3aAQAeP36MtLQ0fP755+KInkwmw9y5c5GWlgYASElJgaurK3R0dMT+PTw8ysxvwoQJmDt3Lry8vDB79mxcvHixWIyrq6v428LCAgCQlZVVapvBwcHIyckRp9u3b5f/gBEREZFKUbviDQB0dHTQuXNnzJw5E6dOnYK/vz9mz54NAGjfvj1iY2PFQs3ExATOzs44efKkUvGWm5sLANiwYQOSkpLE6fLlyzhz5kyFcxsxYgRu3ryJwYMH49KlS3B3d8eKFSuUYrS0tMTfEokEAKBQKEptUyqVwtDQUGkiIiIi9aSWxdvLGjdujMePHwP4//e9xcTEiPe2tW/fHlu3bsW1a9fEZWZmZqhfvz5u3rwJe3t7pcnW1hYA4OzsjIsXL+LZs2diX+Up7CwtLTF69Gjs3r0bkydPxoYNGyp3h4mIiEhtqVXxdv/+fXTs2BE//vgjLl68iFu3bmHHjh1YsGABevbsCQBo27YtHj16hOjoaKXibcuWLbCwsICjo6PYXmhoKMLDw7F8+XJcu3YNly5dwqZNm7BkyRIAwKeffgqJRIKRI0fiypUr2L9/PxYtWlRmjoGBgTh06BBu3bqF8+fP49ixY3B2dq6aA0JERERqR63e8yaTydC6dWssXboUaWlpKCgogKWlJUaOHIlp06YBAGrXrg0XFxfcvXsXjRo1AvBfQadQKMRLps+NGDECenp6WLhwIb766ivo6+vDxcUFgYGBYn//+9//MHr0aLRo0QKNGzfG/Pnz0adPn1JzLCoqQkBAAP766y8YGhrC19cXS5curZoDQkRERGpHIgiCUN1JUOWSy+UwMjJCTk4O738jIiJSEeX9+61Wl02JiIiI1B2LNyIiIiIVwuKNiIiISIWweCMiIiJSISzeiIiIiFQIizciIiIiFcLi7R0TEhKC5s2bV3caRERE9I5i8VaCO3fuYPz48bCzs4NUKoWlpSX8/PwQExNT3akRERFRDadWX1ioDOnp6fDy8oKxsTEWLlwIFxcXFBQU4NChQwgICMDVq1erO0UiIiKqwTjy9pKxY8dCIpHg3Llz6NOnDxwdHdGkSRNMmjQJZ86cQWRkJCQSSbEpJCREbGPjxo1wdnaGjo4OGjVqhNWrVyv18ddff2HgwIEwMTGBvr4+3N3dcfbsWaWYzZs3w8bGBkZGRvjkk0/w6NGjt7H7RERE9I7jyNsLHjx4gIMHDyIsLAz6+vrF1hsbG2PAgAHw9fUVl8XGxmLw4MHw8vICAGzZsgWzZs3CypUr0aJFC1y4cAEjR46Evr4+hg4ditzcXLRr1w4NGjTA3r17YW5ujvPnz0OhUIhtpqWlYc+ePYiOjsbDhw/Rv39/REREICwsrMS88/LykJeXJ87L5fLKOiRERET0jmHx9oIbN25AEATxg/Ul0dXVha6uLoD/iqyAgADMmzcPnTt3BgDMnj0bixcvxscffwwAsLW1xZUrV7Bu3ToMHToUP/30E+7du4f4+HiYmJgAAOzt7ZX6UCgUiIyMhIGBAQBg8ODBiImJKbV4Cw8PR2ho6JvtPBEREakEXjZ9gSAI5Y7NyclB9+7d0a1bN3z11VcAgMePHyMtLQ2ff/45ZDKZOM2dOxdpaWkAgKSkJLRo0UIs3EpiY2MjFm4AYGFhgaysrFLjg4ODkZOTI063b98u934QERGRauHI2wscHBwgkUhe+VBCUVERBgwYAENDQ6xfv15cnpubCwDYsGEDWrdurbRNrVq1AEActSuLlpaW0rxEIlG6rPoyqVQKqVT6ynaJiIhI9XHk7QUmJibw8fHBqlWr8Pjx42Lrs7OzAQBffvklLl26hD179kBHR0dcb2Zmhvr16+PmzZuwt7dXmmxtbQEArq6uSEpKwoMHD97KPhEREZF6YfH2klWrVqGoqAitWrXCrl27cP36daSkpGD58uXw8PDApk2bsHr1aqxduxYSiQR37tzBnTt3xFG30NBQhIeHY/ny5bh27RouXbqETZs2YcmSJQCAgQMHwtzcHL169UJcXBxu3ryJXbt24fTp09W520RERKQiWLy9xM7ODufPn0eHDh0wefJkNG3aFJ07d0ZMTAzWrFmD48ePo6ioCD169ICFhYU4LVq0CAAwYsQIbNy4EZs2bYKLiwvatWuHyMhIceRNW1sbhw8fRr169dC1a1e4uLggIiJCvKxKREREVBaJ8Dp36ZNKkMvlMDIyQk5ODgwNDas7HSIiIiqH8v795sgbERERkQph8UZERESkQli8EREREakQFm9EREREKoTFGxEREZEKYfFGREREpEJYvBERERGpELUr3vz9/dGrV69Kbzc9PR0SiQRJSUnl3iYkJATNmzev9FyIiIio5lKp4q19+/YIDAwstjwyMhLGxsZV2relpSUyMzPRtGnTcm8TFBSEmJiYKsyKiIiIahrN6k6guuXn50NbW/uVcbVq1YK5uflrtS2TySCTySqaGhEREVExKjXyVhHx8fEwNTXF/PnzAfz/S5kbN26Era0tdHR0AAAHDx5EmzZtYGxsjDp16qB79+5IS0sT23n5smlsbCwkEgliYmLg7u4OPT09eHp6IjU1Vdzm5cum8fHx6Ny5M+rWrQsjIyO0a9cO58+fV8pXIpFg48aN6N27N/T09ODg4IC9e/dW0dEhIiIiVaPWxdvRo0fRuXNnhIWFYerUqeLyGzduYNeuXdi9e7dYjD1+/BiTJk1CQkICYmJioKGhgd69e0OhUJTZx/Tp07F48WIkJCRAU1MTw4cPLzX20aNHGDp0KE6ePIkzZ87AwcEBXbt2xaNHj5TiQkND0b9/f1y8eBFdu3bFoEGD8ODBg1LbzcvLg1wuV5qIiIhIPantZdNffvkFQ4YMwcaNGzFgwACldfn5+fjhhx9gamoqLuvTp49SzPfffw9TU1NcuXKlzPvcwsLC0K5dOwDA119/jW7duuHZs2fiiN6LOnbsqDS/fv16GBsb4/jx4+jevbu43N/fHwMHDgQAzJs3D8uXL8e5c+fg6+tbYg7h4eEIDQ0tNUciIiJSH2o58nb27Fn069cPmzdvLla4AYC1tbVS4QYA169fx8CBA2FnZwdDQ0PY2NgAADIyMsrsy9XVVfxtYWEBAMjKyiox9u7duxg5ciQcHBxgZGQEQ0ND5ObmFuvjxTb19fVhaGhYapsAEBwcjJycHHG6fft2mTkTERGR6lKpkTdDQ0Pk5OQUW56dnQ0jIyNxvmHDhqhTpw6+//57dOvWDVpaWkrx+vr6xdrw8/ODtbU1NmzYgPr160OhUKBp06bIz88vM6cX25ZIJABQ6qXWoUOH4v79+1i2bBmsra0hlUrh4eFRrI+X85VIJGVevpVKpZBKpWXmSUREROpBpUbenJycit3gDwDnz5+Ho6OjOF+3bl0cPXoUN27cQP/+/VFQUFBmu/fv30dqaipmzJiBTp06wdnZGQ8fPqz0/OPi4jBhwgR07doVTZo0gVQqxb///lvp/RAREZH6UqnibcyYMbh27RomTJiAixcvIjU1FUuWLMHWrVsxefJkpdh69erh6NGjuHr1KgYOHIjCwsJS261duzbq1KmD9evX48aNGzh69CgmTZpU6fk7ODhg8+bNSElJwdmzZzFo0CDo6upWej9ERESkvlSqeLOzs8Pvv/+Oq1evwtvbG61bt8b27duxY8eOEm/mNzc3x9GjR3Hp0iUMGjQIRUVFJbaroaGBbdu2ITExEU2bNsWXX36JhQsXVnr+3333HR4+fAg3NzcMHjwYEyZMQL169Sq9HyIiIlJfEkEQhOpOgiqXXC6HkZERcnJyYGhoWN3pEBERUTmU9++3So28EREREdV0LN6IiIiIVAiLNyIiIiIVwuKNiIiISIWweCMiIiJSISzeiIiIiFQIi7d3TEhICJo3b17daRAREdE7isVbCe7cuYOJEyfC3t4eOjo6MDMzg5eXF9asWYMnT55Ud3pERERUg6nUh+nfhps3b8LLywvGxsaYN28eXFxcIJVKcenSJaxfvx4NGjRAjx49im1XUFBQ7IPyRERERJWNI28vGTt2LDQ1NZGQkID+/fvD2dkZdnZ26NmzJ/bt2wc/Pz8AgEQiwZo1a9CjRw/o6+sjLCwMAPDrr7/Czc0NOjo6sLOzQ2hoqNJ3VbOzszFixAiYmprC0NAQHTt2RHJycqn5pKWlwc7ODuPGjQM/hkFEREQs3l5w//59HD58GAEBAdDX1y8xRiKRiL9DQkLQu3dvXLp0CcOHD8eJEycwZMgQTJw4EVeuXMG6desQGRkpFnYA0K9fP2RlZeHAgQNITEyEm5sbOnXqhAcPHhTr6+LFi2jTpg0+/fRTrFy5UqnvF+Xl5UEulytNREREpJ5YvL3gxo0bEAQBTk5OSsvr1q0LmUwGmUyGqVOniss//fRTDBs2DHZ2drCyskJoaCi+/vprDB06FHZ2dujcuTPmzJmDdevWAQBOnjyJc+fOYceOHXB3d4eDgwMWLVoEY2Nj7Ny5U6nPU6dOoX379ggKCsLcuXPLzDs8PBxGRkbiZGlpWUlHhIiIiN41vOetHM6dOweFQoFBgwYhLy9PXO7u7q4Ul5ycjLi4OKWRtqKiIjx79gxPnjxBcnIycnNzUadOHaXtnj59irS0NHE+IyMDnTt3RlhYGAIDA1+ZX3BwMCZNmiTOy+VyFnBERERqisXbC+zt7SGRSJCamqq03M7ODgCgq6urtPzlS6u5ubkIDQ3Fxx9/XKxtHR0d5ObmwsLCArGxscXWGxsbi79NTU1Rv359bN26FcOHD4ehoWGZeUulUkil0jJjiIiISD2weHtBnTp10LlzZ6xcuRLjx48v9b630ri5uSE1NRX29valrr9z5w40NTVhY2NTaju6urqIjo5G165d4ePjg8OHD8PAwOC1ciEiIiL1xHveXrJ69WoUFhbC3d0dP//8M1JSUpCamooff/wRV69eRa1atUrddtasWfjhhx8QGhqKP/74AykpKdi2bRtmzJgBAPD29oaHhwd69eqFw4cPIz09HadOncL06dORkJCg1Ja+vj727dsHTU1NdOnSBbm5uVW630RERKQaWLy9pGHDhrhw4QK8vb0RHByMZs2awd3dHStWrEBQUBDmzJlT6rY+Pj6Ijo7G4cOH0bJlS3zwwQdYunQprK2tAfz3pOr+/fvRtm1bDBs2DI6Ojvjkk0/w559/wszMrFh7MpkMBw4cgCAI6NatGx4/flxl+01ERESqQSLw5WFqRy6Xw8jICDk5Oa+8X46IiIjeDeX9+82RNyIiIiIVwuKNiIiISIWweCMiIiJSISzeiIiIiFQIizciIiIiFcLijYiIiEiFsHgjIiIiUiEs3l4hMjJS6bujISEhaN68ebm3l0gk2LNnT6XnRURERDWTWhdvd+7cwcSJE2Fvbw8dHR2YmZnBy8sLa9aswZMnTyrUZlBQEGJiYsodn5mZiS5dulSoLyIiIqKXqe2H6W/evAkvLy8YGxtj3rx5cHFxgVQqxaVLl7B+/Xo0aNAAPXr0eO12ZTIZZDJZuePNzc1fuw8iIiKi0qjtyNvYsWOhqamJhIQE9O/fH87OzrCzs0PPnj2xb98++Pn5AQCWLFkCFxcX6Ovrw9LSEmPHji3zI/AlXTb9/vvv0aRJE0ilUlhYWGDcuHHiupcvm06dOhWOjo7Q09ODnZ0dZs6ciYKCgmLtb968GTY2NjAyMsInn3yCR48elZpTXl4e5HK50kRERETqSS2Lt/v37+Pw4cMICAiAvr5+iTESiQQAoKGhgeXLl+OPP/5AVFQUjh49iilTppS7rzVr1iAgIABffPEFLl26hL1798Le3r7UeAMDA0RGRuLKlStYtmwZNmzYgKVLlyrFpKWlYc+ePYiOjkZ0dDSOHz+OiIiIUtsMDw+HkZGROFlaWpY7fyIiIlItalm83bhxA4IgwMnJSWl53bp1xcueU6dOBQAEBgaiQ4cOsLGxQceOHTF37lxs37693H3NnTsXkydPxsSJE+Ho6IiWLVsiMDCw1PgZM2bA09MTNjY28PPzQ1BQULH+FAoFIiMj0bRpU3z44YcYPHhwmffZBQcHIycnR5xu375d7vyJiIhItajtPW8lOXfuHBQKBQYNGoS8vDwAwG+//Ybw8HBcvXoVcrkchYWFePbsGZ48eQI9Pb0y28vKysI///yDTp06lTuHn3/+GcuXL0daWhpyc3NRWFgIQ0NDpRgbGxsYGBiI8xYWFsjKyiq1TalUCqlUWu4ciIiISHWp5cibvb09JBIJUlNTlZbb2dnB3t4eurq6AID09HR0794drq6u2LVrFxITE7Fq1SoAQH5+/iv7ed5OeZ0+fRqDBg1C165dER0djQsXLmD69OnF+tLS0lKal0gkUCgUr9UXERERqSe1LN7q1KmDzp07Y+XKlXj8+HGpcYmJiVAoFFi8eDE++OADODo64p9//il3PwYGBrCxsSn3q0NOnToFa2trTJ8+He7u7nBwcMCff/5Z7v6IiIiI1LJ4A4DVq1ejsLAQ7u7u+Pnnn5GSkoLU1FT8+OOPuHr1KmrVqgV7e3sUFBRgxYoVuHnzJjZv3oy1a9e+Vj8hISFYvHgxli9fjuvXr+P8+fNYsWJFibEODg7IyMjAtm3bkJaWhuXLl+OXX36pjN0lIiKiGkJti7eGDRviwoUL8Pb2RnBwMJo1awZ3d3esWLECQUFBmDNnDpo1a4YlS5Zg/vz5aNq0KbZs2YLw8PDX6mfo0KH49ttvsXr1ajRp0gTdu3fH9evXS4zt0aMHvvzyS4wbNw7NmzfHqVOnMHPmzMrYXSIiIqohJIIgCNWdBFUuuVwOIyMj5OTkFHsYgoiIiN5N5f37rbYjb0RERETqqEa9KqSmeD6Yyi8tEBERqY7nf7dfdVGUxZsaun//PgDwSwtEREQq6NGjRzAyMip1PYs3NWRiYgIAyMjIKPPk09sjl8thaWmJ27dv8z7EdwjPy7uJ5+XdxPNS9QRBwKNHj1C/fv0y41i8qSENjf9uZTQyMuI/sHeMoaEhz8k7iOfl3cTz8m7ieala5Rl04QMLRERERCqExRsRERGRCmHxpoakUilmz57Nj9W/Q3hO3k08L+8mnpd3E8/Lu4Mv6SUiIiJSIRx5IyIiIlIhLN6IiIiIVAiLNyIiIiIVwuKNiIiISIWweFMzq1atgo2NDXR0dNC6dWucO3euulNSCeHh4WjZsiUMDAxQr1499OrVC6mpqUoxz549Q0BAAOrUqQOZTIY+ffrg7t27SjEZGRno1q0b9PT0UK9ePXz11VcoLCxUiomNjYWbmxukUins7e0RGRlZLJ9Xncfy5KKOIiIiIJFIEBgYKC7jeakef//9Nz777DPUqVMHurq6cHFxQUJCgrheEATMmjULFhYW0NXVhbe3N65fv67UxoMHDzBo0CAYGhrC2NgYn3/+OXJzc5ViLl68iA8//BA6OjqwtLTEggULiuWyY8cONGrUCDo6OnBxccH+/fuV1pcnF3VQVFSEmTNnwtbWFrq6umjYsCHmzJmj9J1Mnhc1IZDa2LZtm6CtrS18//33wh9//CGMHDlSMDY2Fu7evVvdqb3zfHx8hE2bNgmXL18WkpKShK5duwpWVlZCbm6uGDN69GjB0tJSiImJERISEoQPPvhA8PT0FNcXFhYKTZs2Fby9vYULFy4I+/fvF+rWrSsEBweLMTdv3hT09PSESZMmCVeuXBFWrFgh1KpVSzh48KAYU57z+Kpc1NG5c+cEGxsbwdXVVZg4caK4nOfl7Xvw4IFgbW0t+Pv7C2fPnhVu3rwpHDp0SLhx44YYExERIRgZGQl79uwRkpOThR49egi2trbC06dPxRhfX1+hWbNmwpkzZ4QTJ04I9vb2wsCBA8X1OTk5gpmZmTBo0CDh8uXLwtatWwVdXV1h3bp1YkxcXJxQq1YtYcGCBcKVK1eEGTNmCFpaWsKlS5deKxd1EBYWJtSpU0eIjo4Wbt26JezYsUOQyWTCsmXLxBieF/XA4k2NtGrVSggICBDni4qKhPr16wvh4eHVmJVqysrKEgAIx48fFwRBELKzswUtLS1hx44dYkxKSooAQDh9+rQgCIKwf/9+QUNDQ7hz544Ys2bNGsHQ0FDIy8sTBEEQpkyZIjRp0kSprwEDBgg+Pj7i/KvOY3lyUTePHj0SHBwchCNHjgjt2rUTizeel+oxdepUoU2bNqWuVygUgrm5ubBw4UJxWXZ2tiCVSoWtW7cKgiAIV65cEQAI8fHxYsyBAwcEiUQi/P3334IgCMLq1auF2rVri+fped9OTk7ifP/+/YVu3bop9d+6dWth1KhR5c5FXXTr1k0YPny40rKPP/5YGDRokCAIPC/qhJdN1UR+fj4SExPh7e0tLtPQ0IC3tzdOnz5djZmpppycHACAiYkJACAxMREFBQVKx7dRo0awsrISj+/p06fh4uICMzMzMcbHxwdyuRx//PGHGPNiG89jnrdRnvNYnlzUTUBAALp161bs2PG8VI+9e/fC3d0d/fr1Q7169dCiRQts2LBBXH/r1i3cuXNH6VgYGRmhdevWSufF2NgY7u7uYoy3tzc0NDRw9uxZMaZt27bQ1tYWY3x8fJCamoqHDx+KMWWdu/Lkoi48PT0RExODa9euAQCSk5Nx8uRJdOnSBQDPizrhh+nVxL///ouioiKlP1AAYGZmhqtXr1ZTVqpJoVAgMDAQXl5eaNq0KQDgzp070NbWhrGxsVKsmZkZ7ty5I8aUdPyfrysrRi6X4+nTp3j48OErz2N5clEn27Ztw/nz5xEfH19sHc9L9bh58ybWrFmDSZMmYdq0aYiPj8eECROgra2NoUOHivtb0vF68ZjXq1dPab2mpiZMTEyUYmxtbYu18Xxd7dq1Sz13L7bxqlzUxddffw25XI5GjRqhVq1aKCoqQlhYGAYNGgSgfMeC50U1sHgjeklAQAAuX76MkydPVncqNd7t27cxceJEHDlyBDo6OtWdDv0fhUIBd3d3zJs3DwDQokULXL58GWvXrsXQoUOrObuaa/v27diyZQt++uknNGnSBElJSQgMDET9+vV5XtQML5uqibp166JWrVrFnmy7e/cuzM3Nqykr1TNu3DhER0fj2LFjeO+998Tl5ubmyM/PR3Z2tlL8i8fX3Ny8xOP/fF1ZMYaGhtDV1S3XeSxPLuoiMTERWVlZcHNzg6amJjQ1NXH8+HEsX74cmpqaMDMz43mpBhYWFmjcuLHSMmdnZ2RkZAD4/8f1VccrKytLaX1hYSEePHhQKefuxfWvykVdfPXVV/j666/xySefwMXFBYMHD8aXX36J8PBwADwv6oTFm5rQ1tbG+++/j5iYGHGZQqFATEwMPDw8qjEz1SAIAsaNG4dffvkFR48eLXZJ4P3334eWlpbS8U1NTUVGRoZ4fD08PHDp0iWl//iOHDkCQ0ND8Q+dh4eHUhvPY563UZ7zWJ5c1EWnTp1w6dIlJCUliZO7uzsGDRok/uZ5efu8vLyKvUrn2rVrsLa2BgDY2trC3Nxc6VjI5XKcPXtW6bxkZ2cjMTFRjDl69CgUCgVat24txvz+++8oKCgQY44cOQInJyfUrl1bjCnr3JUnF3Xx5MkTaGgo/1mvVasWFAoFAJ4XtVLdT0xQ5dm2bZsglUqFyMhI4cqVK8IXX3whGBsbKz1lRyUbM2aMYGRkJMTGxgqZmZni9OTJEzFm9OjRgpWVlXD06FEhISFB8PDwEDw8PMT1z19J8dFHHwlJSUnCwYMHBVNT0xJfSfHVV18JKSkpwqpVq0p8JcWrzuOrclFnLz5tKgg8L9Xh3LlzgqamphAWFiZcv35d2LJli6Cnpyf8+OOPYkxERIRgbGws/Prrr8LFixeFnj17lvhKihYtWghnz54VTp48KTg4OCi9kiI7O1swMzMTBg8eLFy+fFnYtm2boKenV+yVFJqamsKiRYuElJQUYfbs2SW+kuJVuaiDoUOHCg0aNBBfFbJ7926hbt26wpQpU8QYnhf1wOJNzaxYsUKwsrIStLW1hVatWglnzpyp7pRUAoASp02bNokxT58+FcaOHSvUrl1b0NPTE3r37i1kZmYqtZOeni506dJF0NXVFerWrStMnjxZKCgoUIo5duyY0Lx5c0FbW1uws7NT6uO5V53H8uSirl4u3nheqsf//vc/oWnTpoJUKhUaNWokrF+/Xmm9QqEQZs6cKZiZmQlSqVTo1KmTkJqaqhRz//59YeDAgYJMJhMMDQ2FYcOGCY8ePVKKSU5OFtq0aSNIpVKhQYMGQkRERLFctm/fLjg6Ogra2tpCkyZNhH379r12LupALpcLEydOFKysrAQdHR3Bzs5OmD59utIrPXhe1INEEF549TIRERERvdN4zxsRERGRCmHxRkRERKRCWLwRERERqRAWb0REREQqhMUbERERkQph8UZERESkQli8EREREakQFm9EREREKoTFGxEREZEKYfFGRFRDpKenQyKRICkpqbpTIaI3wOKNiIiISIWweCMieksUCgUWLFgAe3t7SKVSWFlZISwsDABw6dIldOzYEbq6uqhTpw6++OIL5Obmitu2b98egYGBSu316tUL/v7+4ryNjQ3mzZuH4cOHw8DAAFZWVli/fr243tbWFgDQokULSCQStG/fvsr2lYiqDos3IqK3JDg4GBEREZg5cyauXLmCn376CWZmZnj8+DF8fHxQu3ZtxMfHY8eOHfjtt98wbty41+5j8eLFcHd3x4ULFzB27FiMGTMGqampAIBz584BAH777TdkZmZi9+7dlbp/RPR2aFZ3AkRENcGjR4+wbNkyrFy5EkOHDgUANGzYEG3atMGGDRvw7Nkz/PDDD9DX1wcArFy5En5+fpg/fz7MzMzK3U/Xrl0xduxYAMDUqVOxdOlSHDt2DE5OTjA1NQUA1KlTB+bm5pW8h0T0tnDkjYjoLUhJSUFeXh46depU4rpmzZqJhRsAeHl5QaFQiKNm5eXq6ir+lkgkMDc3R1ZWVsUTJ6J3Dos3IqK3QFdX942219DQgCAISssKCgqKxWlpaSnNSyQSKBSKN+qbiN4tLN6IiN4CBwcH6OrqIiYmptg6Z2dnJCcn4/Hjx+KyuLg4aGhowMnJCQBgamqKzMxMcX1RUREuX778Wjloa2uL2xKR6mLxRkT0Fujo6GDq1KmYMmUKfvjhB6SlpeHMmTP47rvvMGjQIOjo6GDo0KG4fPkyjh07hvHjx2Pw4MHi/W4dO3bEvn37sG/fPly9ehVjxoxBdnb2a+VQr1496Orq4uDBg7h79y5ycnKqYE+JqKqxeCMiektmzpyJyZMnY9asWXB2dsaAAQOQlZUFPT09HDp0CA8ePEDLli3Rt29fdOrUCStXrhS3HT58OIYOHYohQ4agXbt2sLOzQ4cOHV6rf01NTSxfvhzr1q1D/fr10bNnz8reRSJ6CyTCyzdREBEREdE7iyNvRERERCqExRsRERGRCmHxRkRERKRCWLwRERERqRAWb0REREQqhMUbERERkQph8UZERESkQli8EREREakQFm9EREREKoTFGxEREZEKYfFGREREpEL+H0V4mdqCIAbwAAAAAElFTkSuQmCC",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -1315,7 +1854,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 141,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
@@ -1337,7 +1876,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 142,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
@@ -1346,13 +1885,13 @@
        "<AxesSubplot: xlabel='characters', ylabel='language_name'>"
       ]
      },
-     "execution_count": 142,
+     "execution_count": 26,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]