From 0588d8fa6fa141f5e4f4b11821a53e00034879dd Mon Sep 17 00:00:00 2001
From: iulusoy <inga.ulusoy@uni-heidelberg.de>
Date: Mon, 15 Jan 2024 11:12:21 +0000
Subject: [PATCH] =?UTF-8?q?Deploying=20to=20gh-pages=20from=20@=20ssciwr/A?=
 =?UTF-8?q?MMICO@721bc98f7ab309aec7f3d2480502158e986539b3=20=F0=9F=9A=80?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 build/doctrees/environment.pickle             |  Bin 3755263 -> 3733976 bytes
 .../notebooks/DemoNotebook_ammico.ipynb       | 1143 ++++----
 .../nbsphinx/notebooks/Example colors.ipynb   |   66 +-
 .../notebooks/Example cropposts.ipynb         |   40 +-
 .../notebooks/Example multimodal.ipynb        |  730 ++----
 .../notebooks/DemoNotebook_ammico.doctree     |  Bin 1264514 -> 1343109 bytes
 .../doctrees/notebooks/Example colors.doctree |  Bin 23692 -> 23692 bytes
 .../notebooks/Example multimodal.doctree      |  Bin 886248 -> 791652 bytes
 build/html/notebooks/DemoNotebook_ammico.html | 2326 ++++++++++-------
 .../html/notebooks/DemoNotebook_ammico.ipynb  | 1143 ++++----
 build/html/notebooks/Example colors.ipynb     |   66 +-
 build/html/notebooks/Example cropposts.ipynb  |   40 +-
 build/html/notebooks/Example multimodal.html  | 1685 ++++--------
 build/html/notebooks/Example multimodal.ipynb |  730 ++----
 build/html/searchindex.js                     |    2 +-
 15 files changed, 3899 insertions(+), 4072 deletions(-)

diff --git a/build/doctrees/environment.pickle b/build/doctrees/environment.pickle
index 8cc67b4c0b4edb68fef38d68dfad6476cdce43c3..1ebf895c39ac15468d28f631d4bf3a766f52b4c0 100644
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diff --git a/build/doctrees/nbsphinx/notebooks/DemoNotebook_ammico.ipynb b/build/doctrees/nbsphinx/notebooks/DemoNotebook_ammico.ipynb
index b9db294..82563ef 100644
--- a/build/doctrees/nbsphinx/notebooks/DemoNotebook_ammico.ipynb
+++ b/build/doctrees/nbsphinx/notebooks/DemoNotebook_ammico.ipynb
@@ -17,10 +17,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:36:18.014326Z",
-     "iopub.status.busy": "2024-01-15T08:36:18.013882Z",
-     "iopub.status.idle": "2024-01-15T08:36:18.021920Z",
-     "shell.execute_reply": "2024-01-15T08:36:18.021391Z"
+     "iopub.execute_input": "2024-01-15T11:04:22.656553Z",
+     "iopub.status.busy": "2024-01-15T11:04:22.656123Z",
+     "iopub.status.idle": "2024-01-15T11:04:22.664364Z",
+     "shell.execute_reply": "2024-01-15T11:04:22.663837Z"
     }
    },
    "outputs": [],
@@ -53,10 +53,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:36:18.024268Z",
-     "iopub.status.busy": "2024-01-15T08:36:18.023924Z",
-     "iopub.status.idle": "2024-01-15T08:36:27.422230Z",
-     "shell.execute_reply": "2024-01-15T08:36:27.421552Z"
+     "iopub.execute_input": "2024-01-15T11:04:22.666781Z",
+     "iopub.status.busy": "2024-01-15T11:04:22.666411Z",
+     "iopub.status.idle": "2024-01-15T11:04:32.252603Z",
+     "shell.execute_reply": "2024-01-15T11:04:32.251886Z"
     }
    },
    "outputs": [],
@@ -87,10 +87,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:36:27.425255Z",
-     "iopub.status.busy": "2024-01-15T08:36:27.424780Z",
-     "iopub.status.idle": "2024-01-15T08:36:27.429657Z",
-     "shell.execute_reply": "2024-01-15T08:36:27.429053Z"
+     "iopub.execute_input": "2024-01-15T11:04:32.255796Z",
+     "iopub.status.busy": "2024-01-15T11:04:32.255112Z",
+     "iopub.status.idle": "2024-01-15T11:04:32.259552Z",
+     "shell.execute_reply": "2024-01-15T11:04:32.259046Z"
     }
    },
    "outputs": [],
@@ -123,10 +123,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:36:27.432131Z",
-     "iopub.status.busy": "2024-01-15T08:36:27.431789Z",
-     "iopub.status.idle": "2024-01-15T08:36:27.455647Z",
-     "shell.execute_reply": "2024-01-15T08:36:27.454844Z"
+     "iopub.execute_input": "2024-01-15T11:04:32.262027Z",
+     "iopub.status.busy": "2024-01-15T11:04:32.261571Z",
+     "iopub.status.idle": "2024-01-15T11:04:32.286289Z",
+     "shell.execute_reply": "2024-01-15T11:04:32.285428Z"
     }
    },
    "outputs": [
@@ -145,7 +145,7 @@
        "        "
       ],
       "text/plain": [
-       "<IPython.lib.display.IFrame at 0x7f118c8f69d0>"
+       "<IPython.lib.display.IFrame at 0x7f61bfd3ceb0>"
       ]
      },
      "metadata": {},
@@ -171,10 +171,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:36:27.497975Z",
-     "iopub.status.busy": "2024-01-15T08:36:27.497450Z",
-     "iopub.status.idle": "2024-01-15T08:38:15.157127Z",
-     "shell.execute_reply": "2024-01-15T08:38:15.156547Z"
+     "iopub.execute_input": "2024-01-15T11:04:32.324841Z",
+     "iopub.status.busy": "2024-01-15T11:04:32.324393Z",
+     "iopub.status.idle": "2024-01-15T11:06:20.509443Z",
+     "shell.execute_reply": "2024-01-15T11:06:20.508844Z"
     }
    },
    "outputs": [
@@ -182,9 +182,20 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Collecting en-core-web-md==3.7.1\n",
+      "Collecting en-core-web-md==3.7.1\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
       "  Downloading https://github.com/explosion/spacy-models/releases/download/en_core_web_md-3.7.1/en_core_web_md-3.7.1-py3-none-any.whl (42.8 MB)\n",
-      "\u001b[?25l     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/42.8 MB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m"
+      "\u001b[?25l     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/42.8 MB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.4/42.8 MB\u001b[0m \u001b[31m12.0 MB/s\u001b[0m eta \u001b[36m0:00:04\u001b[0m\r",
+      "\u001b[2K     \u001b[91m━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.2/42.8 MB\u001b[0m \u001b[31m17.3 MB/s\u001b[0m eta \u001b[36m0:00:03\u001b[0m\r",
+      "\u001b[2K     \u001b[91m━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.2/42.8 MB\u001b[0m \u001b[31m21.1 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m\r",
+      "\u001b[2K     \u001b[91m━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.5/42.8 MB\u001b[0m \u001b[31m25.4 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m\r",
+      "\u001b[2K     \u001b[91m━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m5.1/42.8 MB\u001b[0m \u001b[31m29.4 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m"
      ]
     },
     {
@@ -192,12 +203,12 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.4/42.8 MB\u001b[0m \u001b[31m11.5 MB/s\u001b[0m eta \u001b[36m0:00:04\u001b[0m\r",
-      "\u001b[2K     \u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.0/42.8 MB\u001b[0m \u001b[31m15.7 MB/s\u001b[0m eta \u001b[36m0:00:03\u001b[0m\r",
-      "\u001b[2K     \u001b[91m━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.0/42.8 MB\u001b[0m \u001b[31m19.2 MB/s\u001b[0m eta \u001b[36m0:00:03\u001b[0m\r",
-      "\u001b[2K     \u001b[91m━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.2/42.8 MB\u001b[0m \u001b[31m23.6 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m\r",
-      "\u001b[2K     \u001b[91m━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m4.9/42.8 MB\u001b[0m \u001b[31m28.2 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m\r",
-      "\u001b[2K     \u001b[91m━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m6.9/42.8 MB\u001b[0m \u001b[31m33.3 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m"
+      "\u001b[2K     \u001b[91m━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.4/42.8 MB\u001b[0m \u001b[31m35.7 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
+      "\u001b[2K     \u001b[91m━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m10.5/42.8 MB\u001b[0m \u001b[31m47.5 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m14.6/42.8 MB\u001b[0m \u001b[31m84.9 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m20.0/42.8 MB\u001b[0m \u001b[31m131.5 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━\u001b[0m \u001b[32m25.5/42.8 MB\u001b[0m \u001b[31m159.7 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r",
+      "\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━\u001b[0m \u001b[32m31.1/42.8 MB\u001b[0m \u001b[31m161.7 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m"
      ]
     },
     {
@@ -205,24 +216,18 @@
      "output_type": "stream",
      "text": [
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+     ]
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+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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       "\r",
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       "\r",
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+      "pytorch_model.bin:  99%|█████████▉| 1.32G/1.33G [00:06<00:00, 227MB/s]"
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      "output_type": "stream",
      "text": [
       "\r",
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-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "\r",
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+      "pytorch_model.bin: 100%|██████████| 1.33G/1.33G [00:06<00:00, 219MB/s]"
      ]
     },
     {
@@ -1272,7 +1263,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "tokenizer_config.json: 100%|██████████| 60.0/60.0 [00:00<00:00, 81.5kB/s]"
+      "tokenizer_config.json: 100%|██████████| 60.0/60.0 [00:00<00:00, 72.6kB/s]"
      ]
     },
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      "output_type": "stream",
      "text": [
       "\r",
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+      "vocab.txt: 100%|██████████| 213k/213k [00:00<00:00, 115MB/s]"
      ]
     },
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@@ -1332,7 +1323,7 @@
      "output_type": "stream",
      "text": [
       "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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+      "1/1 [==============================] - 1s 536ms/step\n"
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      "output_type": "stream",
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       "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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+      "1/1 [==============================] - 0s 326ms/step\n"
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@@ -1520,7 +1399,119 @@
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       "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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+      "1/1 [==============================] - 1s 929ms/step\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "1/1 [==============================] - ETA: 0s"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
+      "1/1 [==============================] - 0s 218ms/step\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "1/1 [==============================] - ETA: 0s"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
+      "1/1 [==============================] - 0s 219ms/step\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "1/1 [==============================] - ETA: 0s"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
+      "1/1 [==============================] - 1s 509ms/step\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "1/1 [==============================] - ETA: 0s"
+     ]
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+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
+      "1/1 [==============================] - 0s 217ms/step\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "1/1 [==============================] - ETA: 0s"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
+      "1/1 [==============================] - 0s 225ms/step\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "1/1 [==============================] - ETA: 0s"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
+      "1/1 [==============================] - 0s 317ms/step\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "1/1 [==============================] - ETA: 0s"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
+      "1/1 [==============================] - 0s 65ms/step\n"
      ]
     }
    ],
@@ -1542,10 +1533,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:38:15.159824Z",
-     "iopub.status.busy": "2024-01-15T08:38:15.159426Z",
-     "iopub.status.idle": "2024-01-15T08:39:43.806824Z",
-     "shell.execute_reply": "2024-01-15T08:39:43.806098Z"
+     "iopub.execute_input": "2024-01-15T11:06:20.512280Z",
+     "iopub.status.busy": "2024-01-15T11:06:20.511875Z",
+     "iopub.status.idle": "2024-01-15T11:07:46.162219Z",
+     "shell.execute_reply": "2024-01-15T11:07:46.161442Z"
     }
    },
    "outputs": [
@@ -1562,7 +1553,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "vocab.txt: 100%|██████████| 232k/232k [00:00<00:00, 94.2MB/s]"
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      ]
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     {
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      "output_type": "stream",
      "text": [
       "\r",
-      "tokenizer_config.json: 100%|██████████| 28.0/28.0 [00:00<00:00, 70.2kB/s]"
+      "tokenizer_config.json: 100%|██████████| 28.0/28.0 [00:00<00:00, 57.7kB/s]"
      ]
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      "output_type": "stream",
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+      "config.json: 100%|██████████| 570/570 [00:00<00:00, 1.06MB/s]"
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      "output_type": "stream",
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+      "  1%|          | 14.5M/2.50G [00:00<00:17, 152MB/s]"
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      "text": [
       "\r",
-      " 17%|█▋        | 437M/2.50G [00:01<00:07, 310MB/s]"
+      " 12%|█▏        | 312M/2.50G [00:01<00:09, 249MB/s]"
      ]
     },
     {
@@ -1751,7 +1742,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 18%|█▊        | 469M/2.50G [00:01<00:06, 318MB/s]"
+      " 13%|█▎        | 338M/2.50G [00:01<00:09, 256MB/s]"
      ]
     },
     {
@@ -1759,7 +1750,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 20%|█▉        | 501M/2.50G [00:01<00:06, 323MB/s]"
+      " 14%|█▍        | 363M/2.50G [00:01<00:09, 254MB/s]"
      ]
     },
     {
@@ -1767,7 +1758,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 21%|██        | 532M/2.50G [00:01<00:06, 324MB/s]"
+      " 15%|█▌        | 387M/2.50G [00:01<00:09, 252MB/s]"
      ]
     },
     {
@@ -1775,7 +1766,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 22%|██▏       | 564M/2.50G [00:01<00:06, 328MB/s]"
+      " 16%|█▌        | 415M/2.50G [00:01<00:08, 265MB/s]"
      ]
     },
     {
@@ -1783,7 +1774,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 23%|██▎       | 595M/2.50G [00:02<00:06, 314MB/s]"
+      " 17%|█▋        | 443M/2.50G [00:02<00:08, 274MB/s]"
      ]
     },
     {
@@ -1791,7 +1782,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 24%|██▍       | 628M/2.50G [00:02<00:06, 320MB/s]"
+      " 18%|█▊        | 472M/2.50G [00:02<00:07, 281MB/s]"
      ]
     },
     {
@@ -1799,7 +1790,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 26%|██▌       | 659M/2.50G [00:02<00:06, 322MB/s]"
+      " 19%|█▉        | 499M/2.50G [00:02<00:07, 283MB/s]"
      ]
     },
     {
@@ -1807,7 +1798,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 27%|██▋       | 690M/2.50G [00:02<00:06, 323MB/s]"
+      " 21%|██        | 527M/2.50G [00:02<00:07, 286MB/s]"
      ]
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     {
@@ -1815,7 +1806,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 28%|██▊       | 721M/2.50G [00:02<00:05, 326MB/s]"
+      " 22%|██▏       | 555M/2.50G [00:02<00:07, 288MB/s]"
      ]
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     {
@@ -1823,7 +1814,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 29%|██▉       | 752M/2.50G [00:02<00:06, 315MB/s]"
+      " 23%|██▎       | 586M/2.50G [00:02<00:06, 299MB/s]"
      ]
     },
     {
@@ -1831,7 +1822,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 31%|███       | 784M/2.50G [00:02<00:05, 320MB/s]"
+      " 24%|██▍       | 616M/2.50G [00:02<00:06, 305MB/s]"
      ]
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     {
@@ -1839,7 +1830,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 32%|███▏      | 815M/2.50G [00:02<00:05, 323MB/s]"
+      " 25%|██▌       | 647M/2.50G [00:02<00:06, 308MB/s]"
      ]
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     {
@@ -1847,7 +1838,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 33%|███▎      | 847M/2.50G [00:02<00:05, 326MB/s]"
+      " 26%|██▋       | 676M/2.50G [00:02<00:06, 285MB/s]"
      ]
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     {
@@ -1855,7 +1846,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 34%|███▍      | 879M/2.50G [00:02<00:05, 328MB/s]"
+      " 28%|██▊       | 708M/2.50G [00:03<00:06, 298MB/s]"
      ]
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     {
@@ -1863,7 +1854,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 36%|███▌      | 910M/2.50G [00:03<00:05, 316MB/s]"
+      " 29%|██▊       | 736M/2.50G [00:03<00:06, 274MB/s]"
      ]
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     {
@@ -1871,7 +1862,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 37%|███▋      | 941M/2.50G [00:03<00:05, 292MB/s]"
+      " 30%|██▉       | 766M/2.50G [00:03<00:06, 285MB/s]"
      ]
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     {
@@ -1879,7 +1870,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 38%|███▊      | 971M/2.50G [00:03<00:05, 300MB/s]"
+      " 31%|███       | 799M/2.50G [00:03<00:06, 301MB/s]"
      ]
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     {
@@ -1887,7 +1878,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 39%|███▉      | 0.98G/2.50G [00:03<00:05, 300MB/s]"
+      " 32%|███▏      | 830M/2.50G [00:03<00:05, 307MB/s]"
      ]
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     {
@@ -1895,7 +1886,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 40%|████      | 1.01G/2.50G [00:03<00:05, 309MB/s]"
+      " 34%|███▎      | 859M/2.50G [00:03<00:06, 275MB/s]"
      ]
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     {
@@ -1903,7 +1894,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 41%|████▏     | 1.04G/2.50G [00:03<00:05, 311MB/s]"
+      " 35%|███▍      | 891M/2.50G [00:03<00:06, 290MB/s]"
      ]
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     {
@@ -1911,7 +1902,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 43%|████▎     | 1.07G/2.50G [00:03<00:04, 319MB/s]"
+      " 36%|███▌      | 919M/2.50G [00:03<00:06, 274MB/s]"
      ]
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     {
@@ -1919,7 +1910,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 44%|████▍     | 1.10G/2.50G [00:03<00:04, 319MB/s]"
+      " 37%|███▋      | 946M/2.50G [00:03<00:06, 270MB/s]"
      ]
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     {
@@ -1927,7 +1918,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 45%|████▌     | 1.13G/2.50G [00:03<00:04, 317MB/s]"
+      " 38%|███▊      | 972M/2.50G [00:04<00:06, 270MB/s]"
      ]
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     {
@@ -1935,7 +1926,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 46%|████▋     | 1.16G/2.50G [00:04<00:04, 319MB/s]"
+      " 39%|███▉      | 998M/2.50G [00:04<00:06, 268MB/s]"
      ]
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     {
@@ -1943,7 +1934,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 47%|████▋     | 1.19G/2.50G [00:04<00:04, 307MB/s]"
+      " 40%|███▉      | 1.00G/2.50G [00:04<00:06, 263MB/s]"
      ]
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     {
@@ -1951,7 +1942,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 49%|████▊     | 1.22G/2.50G [00:04<00:04, 295MB/s]"
+      " 41%|████      | 1.02G/2.50G [00:04<00:06, 254MB/s]"
      ]
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     {
@@ -1959,7 +1950,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 50%|████▉     | 1.25G/2.50G [00:04<00:04, 301MB/s]"
+      " 42%|████▏     | 1.05G/2.50G [00:04<00:06, 256MB/s]"
      ]
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     {
@@ -1967,7 +1958,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 51%|█████     | 1.28G/2.50G [00:04<00:04, 307MB/s]"
+      " 43%|████▎     | 1.07G/2.50G [00:04<00:06, 254MB/s]"
      ]
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     {
@@ -1975,7 +1966,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 52%|█████▏    | 1.31G/2.50G [00:04<00:04, 311MB/s]"
+      " 44%|████▍     | 1.10G/2.50G [00:04<00:06, 251MB/s]"
      ]
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     {
@@ -1983,7 +1974,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 53%|█████▎    | 1.34G/2.50G [00:04<00:04, 300MB/s]"
+      " 45%|████▍     | 1.12G/2.50G [00:04<00:05, 251MB/s]"
      ]
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     {
@@ -1991,7 +1982,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 54%|█████▍    | 1.36G/2.50G [00:05<00:07, 163MB/s]"
+      " 46%|████▌     | 1.14G/2.50G [00:04<00:05, 245MB/s]"
      ]
     },
     {
@@ -1999,7 +1990,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 55%|█████▌    | 1.39G/2.50G [00:05<00:07, 168MB/s]"
+      " 47%|████▋     | 1.17G/2.50G [00:04<00:05, 250MB/s]"
      ]
     },
     {
@@ -2007,7 +1998,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 56%|█████▌    | 1.41G/2.50G [00:05<00:06, 177MB/s]"
+      " 48%|████▊     | 1.19G/2.50G [00:05<00:05, 255MB/s]"
      ]
     },
     {
@@ -2015,7 +2006,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 57%|█████▋    | 1.44G/2.50G [00:05<00:05, 208MB/s]"
+      " 49%|████▊     | 1.22G/2.50G [00:05<00:05, 249MB/s]"
      ]
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     {
@@ -2023,7 +2014,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 59%|█████▊    | 1.47G/2.50G [00:05<00:04, 237MB/s]"
+      " 50%|████▉     | 1.24G/2.50G [00:05<00:06, 219MB/s]"
      ]
     },
     {
@@ -2031,7 +2022,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 60%|█████▉    | 1.50G/2.50G [00:05<00:04, 259MB/s]"
+      " 51%|█████     | 1.27G/2.50G [00:05<00:05, 234MB/s]"
      ]
     },
     {
@@ -2039,7 +2030,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 61%|██████    | 1.52G/2.50G [00:05<00:03, 269MB/s]"
+      " 52%|█████▏    | 1.29G/2.50G [00:05<00:05, 242MB/s]"
      ]
     },
     {
@@ -2047,7 +2038,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 62%|██████▏   | 1.55G/2.50G [00:05<00:03, 284MB/s]"
+      " 52%|█████▏    | 1.31G/2.50G [00:05<00:05, 234MB/s]"
      ]
     },
     {
@@ -2055,7 +2046,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 63%|██████▎   | 1.58G/2.50G [00:05<00:03, 293MB/s]"
+      " 53%|█████▎    | 1.34G/2.50G [00:05<00:05, 243MB/s]"
      ]
     },
     {
@@ -2063,7 +2054,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 64%|██████▍   | 1.61G/2.50G [00:05<00:03, 301MB/s]"
+      " 54%|█████▍    | 1.36G/2.50G [00:05<00:05, 242MB/s]"
      ]
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     {
@@ -2071,7 +2062,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 66%|██████▌   | 1.64G/2.50G [00:06<00:03, 307MB/s]"
+      " 55%|█████▌    | 1.39G/2.50G [00:05<00:04, 248MB/s]"
      ]
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      "output_type": "stream",
      "text": [
       "\r",
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+      " 56%|█████▋    | 1.41G/2.50G [00:06<00:04, 251MB/s]"
      ]
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     {
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      "output_type": "stream",
      "text": [
       "\r",
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+      " 57%|█████▋    | 1.43G/2.50G [00:06<00:08, 131MB/s]"
      ]
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     {
@@ -2095,7 +2086,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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+      " 58%|█████▊    | 1.45G/2.50G [00:06<00:08, 138MB/s]"
      ]
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     {
@@ -2103,7 +2094,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 70%|███████   | 1.76G/2.50G [00:06<00:02, 310MB/s]"
+      " 59%|█████▊    | 1.47G/2.50G [00:06<00:07, 146MB/s]"
      ]
     },
     {
@@ -2111,7 +2102,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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      ]
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@@ -2119,7 +2110,7 @@
      "output_type": "stream",
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+      " 61%|██████    | 1.52G/2.50G [00:06<00:05, 199MB/s]"
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      "output_type": "stream",
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      ]
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      "output_type": "stream",
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      ]
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@@ -2143,7 +2134,7 @@
      "output_type": "stream",
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       "\r",
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      ]
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      "output_type": "stream",
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      ]
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@@ -2159,7 +2150,7 @@
      "output_type": "stream",
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      ]
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
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      ]
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      "output_type": "stream",
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       "\r",
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      "output_type": "stream",
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      "output_type": "stream",
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      ]
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      "output_type": "stream",
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      "output_type": "stream",
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      ]
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      "output_type": "stream",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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+      " 80%|████████  | 2.01G/2.50G [00:10<00:02, 221MB/s]"
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+      " 81%|████████  | 2.03G/2.50G [00:10<00:02, 233MB/s]"
      ]
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      "output_type": "stream",
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+      " 82%|████████▏ | 2.06G/2.50G [00:10<00:02, 238MB/s]"
      ]
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      "output_type": "stream",
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+      " 83%|████████▎ | 2.08G/2.50G [00:10<00:01, 255MB/s]"
      ]
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      "output_type": "stream",
      "text": [
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+      " 84%|████████▍ | 2.11G/2.50G [00:10<00:01, 257MB/s]"
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      "output_type": "stream",
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+      " 85%|████████▌ | 2.13G/2.50G [00:10<00:01, 259MB/s]"
      ]
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@@ -2319,7 +2310,127 @@
      "output_type": "stream",
      "text": [
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+      " 86%|████████▌ | 2.16G/2.50G [00:11<00:05, 63.7MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 87%|████████▋ | 2.18G/2.50G [00:12<00:04, 80.4MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 88%|████████▊ | 2.20G/2.50G [00:12<00:03, 102MB/s] "
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 89%|████████▉ | 2.23G/2.50G [00:12<00:02, 126MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 90%|█████████ | 2.25G/2.50G [00:12<00:01, 149MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 91%|█████████ | 2.28G/2.50G [00:12<00:01, 148MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 92%|█████████▏| 2.31G/2.50G [00:12<00:01, 177MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 93%|█████████▎| 2.33G/2.50G [00:12<00:00, 202MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 94%|█████████▍| 2.36G/2.50G [00:12<00:00, 216MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 95%|█████████▌| 2.38G/2.50G [00:12<00:00, 210MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 96%|█████████▌| 2.40G/2.50G [00:13<00:00, 194MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 97%|█████████▋| 2.43G/2.50G [00:13<00:00, 212MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 98%|█████████▊| 2.45G/2.50G [00:13<00:00, 197MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 99%|█████████▊| 2.47G/2.50G [00:13<00:00, 189MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "100%|█████████▉| 2.49G/2.50G [00:13<00:00, 204MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
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+      "  1%|          | 8.01M/1.35G [00:00<00:37, 38.3MB/s]"
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+      "  1%|          | 17.1M/1.35G [00:00<00:22, 62.9MB/s]"
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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     },
     {
@@ -2734,7 +2845,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 93%|█████████▎| 1.25G/1.35G [00:05<00:00, 165MB/s]"
+      " 77%|███████▋  | 1.04G/1.35G [00:05<00:01, 248MB/s]"
      ]
     },
     {
@@ -2742,7 +2853,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 95%|█████████▍| 1.28G/1.35G [00:06<00:00, 182MB/s]"
+      " 79%|███████▉  | 1.06G/1.35G [00:05<00:01, 257MB/s]"
      ]
     },
     {
@@ -2750,7 +2861,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 97%|█████████▋| 1.30G/1.35G [00:06<00:00, 197MB/s]"
+      " 81%|████████  | 1.09G/1.35G [00:05<00:00, 273MB/s]"
      ]
     },
     {
@@ -2758,7 +2869,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 98%|█████████▊| 1.33G/1.35G [00:06<00:00, 215MB/s]"
+      " 83%|████████▎ | 1.12G/1.35G [00:05<00:00, 279MB/s]"
      ]
     },
     {
@@ -2766,7 +2877,71 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "100%|██████████| 1.35G/1.35G [00:06<00:00, 229MB/s]"
+      " 85%|████████▌ | 1.15G/1.35G [00:05<00:00, 271MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 87%|████████▋ | 1.18G/1.35G [00:05<00:00, 278MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 89%|████████▉ | 1.20G/1.35G [00:05<00:00, 250MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 91%|█████████ | 1.23G/1.35G [00:06<00:00, 250MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 93%|█████████▎| 1.26G/1.35G [00:06<00:00, 272MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 95%|█████████▌| 1.28G/1.35G [00:06<00:00, 262MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 97%|█████████▋| 1.31G/1.35G [00:06<00:00, 259MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 99%|█████████▉| 1.33G/1.35G [00:06<00:00, 250MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "100%|██████████| 1.35G/1.35G [00:06<00:00, 221MB/s]"
      ]
     },
     {
@@ -2809,10 +2984,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:39:43.848799Z",
-     "iopub.status.busy": "2024-01-15T08:39:43.848570Z",
-     "iopub.status.idle": "2024-01-15T08:39:43.859067Z",
-     "shell.execute_reply": "2024-01-15T08:39:43.858564Z"
+     "iopub.execute_input": "2024-01-15T11:07:46.207119Z",
+     "iopub.status.busy": "2024-01-15T11:07:46.206753Z",
+     "iopub.status.idle": "2024-01-15T11:07:46.218725Z",
+     "shell.execute_reply": "2024-01-15T11:07:46.218159Z"
     }
    },
    "outputs": [],
@@ -2832,10 +3007,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:39:43.861414Z",
-     "iopub.status.busy": "2024-01-15T08:39:43.861231Z",
-     "iopub.status.idle": "2024-01-15T08:39:43.893145Z",
-     "shell.execute_reply": "2024-01-15T08:39:43.892438Z"
+     "iopub.execute_input": "2024-01-15T11:07:46.221150Z",
+     "iopub.status.busy": "2024-01-15T11:07:46.220746Z",
+     "iopub.status.idle": "2024-01-15T11:07:46.254573Z",
+     "shell.execute_reply": "2024-01-15T11:07:46.253848Z"
     }
    },
    "outputs": [
@@ -2906,7 +3081,7 @@
        "      <td>[None]</td>\n",
        "      <td>[None]</td>\n",
        "      <td>a man wearing a face mask while looking at a c...</td>\n",
-       "      <td>[a man wearing a white mask holding a camera w...</td>\n",
+       "      <td>[a man wearing a protective mask while using h...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
@@ -2930,20 +3105,20 @@
        "      <td>[None]</td>\n",
        "      <td>[None]</td>\n",
        "      <td>a collage of images including a corona sign, a...</td>\n",
-       "      <td>[a hand holding an orange pipe filled with cor...</td>\n",
+       "      <td>[a person holding two sys in their hands and v...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>data/102730_eng.png</td>\n",
-       "      <td>400 DEATHS GET E-BOOK X AN Corporation ency Se...</td>\n",
+       "      <td>400 DEATHS GET E-BOOK X AN Corporation ncy Ser...</td>\n",
        "      <td>en</td>\n",
-       "      <td>400 DEATHS GET E-BOOK X AN Corporation ency Se...</td>\n",
+       "      <td>400 DEATHS GET E-BOOK X AN Corporation ncy Ser...</td>\n",
        "      <td>DEATHS GET E - BOOK X AN Corporation Services ...</td>\n",
        "      <td>A municipal worker sprays disinfectant on his...</td>\n",
        "      <td>NEGATIVE</td>\n",
        "      <td>0.99</td>\n",
-       "      <td>[AN Corporation ency Services, Ahmedabad, RE]</td>\n",
-       "      <td>[ORG, LOC, PER]</td>\n",
+       "      <td>[AN Corporation ncy Services, Ahmedabad, RE, #...</td>\n",
+       "      <td>[ORG, LOC, PER, ORG]</td>\n",
        "      <td>...</td>\n",
        "      <td>No</td>\n",
        "      <td>1</td>\n",
@@ -2954,7 +3129,7 @@
        "      <td>[sad]</td>\n",
        "      <td>[Negative]</td>\n",
        "      <td>two people in blue coats spray disinfection a van</td>\n",
-       "      <td>[two people wearing blue suits and white hats ...</td>\n",
+       "      <td>[two people wearing blue outfits are spraying ...</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -2965,12 +3140,12 @@
        "                filename                                               text  \\\n",
        "0   data/106349S_por.png  NEWS URGENTE SAMSUNG AO VIVO Rio de Janeiro NO...   \n",
        "1  data/102141_2_eng.png  CORONAVIRUS QUARANTINE CORONAVIRUS OUTBREAK BE...   \n",
-       "2    data/102730_eng.png  400 DEATHS GET E-BOOK X AN Corporation ency Se...   \n",
+       "2    data/102730_eng.png  400 DEATHS GET E-BOOK X AN Corporation ncy Ser...   \n",
        "\n",
        "  text_language                                       text_english  \\\n",
        "0            pt  NEWS URGENT SAMSUNG LIVE Rio de Janeiro NEW CO...   \n",
        "1            en  CORONAVIRUS QUARANTINE CORONAVIRUS OUTBREAK BE...   \n",
-       "2            en  400 DEATHS GET E-BOOK X AN Corporation ency Se...   \n",
+       "2            en  400 DEATHS GET E-BOOK X AN Corporation ncy Ser...   \n",
        "\n",
        "                                          text_clean  \\\n",
        "0  NEWS URGENT SAMSUNG LIVE Rio de Janeiro NEW CO...   \n",
@@ -2982,15 +3157,15 @@
        "1        Coronavirus QUARANTINE CORONAVIRUS OUTBREAK  NEGATIVE   \n",
        "2   A municipal worker sprays disinfectant on his...  NEGATIVE   \n",
        "\n",
-       "   sentiment_score                                            entity  \\\n",
-       "0             0.99          [Rio de Janeiro, C, ##IT, ##Y, PLANALTO]   \n",
-       "1             0.97  [CORONAVIRUS, ##ARANTI, CORONAVIR, Co, ##ronavi]   \n",
-       "2             0.99     [AN Corporation ency Services, Ahmedabad, RE]   \n",
+       "   sentiment_score                                             entity  \\\n",
+       "0             0.99           [Rio de Janeiro, C, ##IT, ##Y, PLANALTO]   \n",
+       "1             0.97   [CORONAVIRUS, ##ARANTI, CORONAVIR, Co, ##ronavi]   \n",
+       "2             0.99  [AN Corporation ncy Services, Ahmedabad, RE, #...   \n",
        "\n",
        "                  entity_type  ... multiple_faces no_faces  wears_mask   age  \\\n",
        "0   [LOC, ORG, LOC, ORG, LOC]  ...             No        1       [Yes]  [24]   \n",
        "1  [ORG, MISC, ORG, PER, ORG]  ...             No        1       [Yes]  [25]   \n",
-       "2             [ORG, LOC, PER]  ...             No        1        [No]  [27]   \n",
+       "2        [ORG, LOC, PER, ORG]  ...             No        1        [No]  [27]   \n",
        "\n",
        "  gender     race emotion emotion (category)  \\\n",
        "0  [Man]   [None]  [None]             [None]   \n",
@@ -3003,9 +3178,9 @@
        "2  two people in blue coats spray disinfection a van   \n",
        "\n",
        "                         3_non-deterministic_summary  \n",
-       "0  [a man wearing a white mask holding a camera w...  \n",
-       "1  [a hand holding an orange pipe filled with cor...  \n",
-       "2  [two people wearing blue suits and white hats ...  \n",
+       "0  [a man wearing a protective mask while using h...  \n",
+       "1  [a person holding two sys in their hands and v...  \n",
+       "2  [two people wearing blue outfits are spraying ...  \n",
        "\n",
        "[3 rows x 21 columns]"
       ]
@@ -3031,10 +3206,10 @@
    "execution_count": 9,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:39:43.954339Z",
-     "iopub.status.busy": "2024-01-15T08:39:43.954106Z",
-     "iopub.status.idle": "2024-01-15T08:39:43.960138Z",
-     "shell.execute_reply": "2024-01-15T08:39:43.959627Z"
+     "iopub.execute_input": "2024-01-15T11:07:46.309152Z",
+     "iopub.status.busy": "2024-01-15T11:07:46.308577Z",
+     "iopub.status.idle": "2024-01-15T11:07:46.315123Z",
+     "shell.execute_reply": "2024-01-15T11:07:46.314605Z"
     }
    },
    "outputs": [],
@@ -3074,10 +3249,10 @@
    "execution_count": 10,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:39:43.962776Z",
-     "iopub.status.busy": "2024-01-15T08:39:43.962396Z",
-     "iopub.status.idle": "2024-01-15T08:40:11.698691Z",
-     "shell.execute_reply": "2024-01-15T08:40:11.698069Z"
+     "iopub.execute_input": "2024-01-15T11:07:46.317610Z",
+     "iopub.status.busy": "2024-01-15T11:07:46.317222Z",
+     "iopub.status.idle": "2024-01-15T11:08:15.765134Z",
+     "shell.execute_reply": "2024-01-15T11:08:15.764340Z"
     }
    },
    "outputs": [],
@@ -3125,10 +3300,10 @@
    "execution_count": 11,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:40:11.701832Z",
-     "iopub.status.busy": "2024-01-15T08:40:11.701446Z",
-     "iopub.status.idle": "2024-01-15T08:40:15.564934Z",
-     "shell.execute_reply": "2024-01-15T08:40:15.564338Z"
+     "iopub.execute_input": "2024-01-15T11:08:15.768334Z",
+     "iopub.status.busy": "2024-01-15T11:08:15.767940Z",
+     "iopub.status.idle": "2024-01-15T11:08:19.759481Z",
+     "shell.execute_reply": "2024-01-15T11:08:19.758870Z"
     }
    },
    "outputs": [],
@@ -3163,10 +3338,10 @@
    "execution_count": 12,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:40:15.567859Z",
-     "iopub.status.busy": "2024-01-15T08:40:15.567641Z",
-     "iopub.status.idle": "2024-01-15T08:40:15.570852Z",
-     "shell.execute_reply": "2024-01-15T08:40:15.570262Z"
+     "iopub.execute_input": "2024-01-15T11:08:19.762620Z",
+     "iopub.status.busy": "2024-01-15T11:08:19.762415Z",
+     "iopub.status.idle": "2024-01-15T11:08:19.765497Z",
+     "shell.execute_reply": "2024-01-15T11:08:19.764966Z"
     }
    },
    "outputs": [],
@@ -3190,10 +3365,10 @@
    "execution_count": 13,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:40:15.573186Z",
-     "iopub.status.busy": "2024-01-15T08:40:15.572991Z",
-     "iopub.status.idle": "2024-01-15T08:41:25.166465Z",
-     "shell.execute_reply": "2024-01-15T08:41:25.165800Z"
+     "iopub.execute_input": "2024-01-15T11:08:19.767972Z",
+     "iopub.status.busy": "2024-01-15T11:08:19.767623Z",
+     "iopub.status.idle": "2024-01-15T11:09:35.366658Z",
+     "shell.execute_reply": "2024-01-15T11:09:35.365925Z"
     }
    },
    "outputs": [],
@@ -3239,10 +3414,10 @@
    "execution_count": 14,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:41:25.170915Z",
-     "iopub.status.busy": "2024-01-15T08:41:25.170417Z",
-     "iopub.status.idle": "2024-01-15T08:41:45.711625Z",
-     "shell.execute_reply": "2024-01-15T08:41:45.710951Z"
+     "iopub.execute_input": "2024-01-15T11:09:35.371005Z",
+     "iopub.status.busy": "2024-01-15T11:09:35.370567Z",
+     "iopub.status.idle": "2024-01-15T11:09:56.395648Z",
+     "shell.execute_reply": "2024-01-15T11:09:56.395053Z"
     }
    },
    "outputs": [
@@ -3259,7 +3434,7 @@
      "output_type": "stream",
      "text": [
       "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
-      "1/1 [==============================] - 1s 568ms/step\n"
+      "1/1 [==============================] - 1s 567ms/step\n"
      ]
     },
     {
@@ -3275,7 +3450,7 @@
      "output_type": "stream",
      "text": [
       "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
-      "1/1 [==============================] - 0s 227ms/step\n"
+      "1/1 [==============================] - 0s 220ms/step\n"
      ]
     },
     {
@@ -3291,7 +3466,7 @@
      "output_type": "stream",
      "text": [
       "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
-      "1/1 [==============================] - 0s 210ms/step\n"
+      "1/1 [==============================] - 0s 242ms/step\n"
      ]
     },
     {
@@ -3307,7 +3482,7 @@
      "output_type": "stream",
      "text": [
       "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
-      "1/1 [==============================] - 0s 492ms/step\n"
+      "1/1 [==============================] - 1s 511ms/step\n"
      ]
     },
     {
@@ -3323,7 +3498,7 @@
      "output_type": "stream",
      "text": [
       "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
-      "1/1 [==============================] - 0s 208ms/step\n"
+      "1/1 [==============================] - 0s 262ms/step\n"
      ]
     },
     {
@@ -3339,7 +3514,7 @@
      "output_type": "stream",
      "text": [
       "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
-      "1/1 [==============================] - 0s 205ms/step\n"
+      "1/1 [==============================] - 0s 216ms/step\n"
      ]
     },
     {
@@ -3355,7 +3530,7 @@
      "output_type": "stream",
      "text": [
       "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
-      "1/1 [==============================] - 0s 473ms/step\n"
+      "1/1 [==============================] - 1s 521ms/step\n"
      ]
     },
     {
@@ -3371,7 +3546,7 @@
      "output_type": "stream",
      "text": [
       "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
-      "1/1 [==============================] - 0s 209ms/step\n"
+      "1/1 [==============================] - 0s 215ms/step\n"
      ]
     },
     {
@@ -3387,7 +3562,7 @@
      "output_type": "stream",
      "text": [
       "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
-      "1/1 [==============================] - 0s 211ms/step\n"
+      "1/1 [==============================] - 0s 221ms/step\n"
      ]
     },
     {
@@ -3403,7 +3578,7 @@
      "output_type": "stream",
      "text": [
       "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
-      "1/1 [==============================] - 0s 206ms/step\n"
+      "1/1 [==============================] - 0s 222ms/step\n"
      ]
     },
     {
diff --git a/build/doctrees/nbsphinx/notebooks/Example colors.ipynb b/build/doctrees/nbsphinx/notebooks/Example colors.ipynb
index db97d31..636b32d 100644
--- a/build/doctrees/nbsphinx/notebooks/Example colors.ipynb	
+++ b/build/doctrees/nbsphinx/notebooks/Example colors.ipynb	
@@ -21,10 +21,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:41:56.176272Z",
-     "iopub.status.busy": "2024-01-15T08:41:56.175725Z",
-     "iopub.status.idle": "2024-01-15T08:41:56.183397Z",
-     "shell.execute_reply": "2024-01-15T08:41:56.182901Z"
+     "iopub.execute_input": "2024-01-15T11:10:06.893784Z",
+     "iopub.status.busy": "2024-01-15T11:10:06.893592Z",
+     "iopub.status.idle": "2024-01-15T11:10:06.901045Z",
+     "shell.execute_reply": "2024-01-15T11:10:06.900549Z"
     }
    },
    "outputs": [],
@@ -50,10 +50,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:41:56.185699Z",
-     "iopub.status.busy": "2024-01-15T08:41:56.185335Z",
-     "iopub.status.idle": "2024-01-15T08:42:09.854763Z",
-     "shell.execute_reply": "2024-01-15T08:42:09.854172Z"
+     "iopub.execute_input": "2024-01-15T11:10:06.903564Z",
+     "iopub.status.busy": "2024-01-15T11:10:06.903204Z",
+     "iopub.status.idle": "2024-01-15T11:10:20.918642Z",
+     "shell.execute_reply": "2024-01-15T11:10:20.917797Z"
     }
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    "outputs": [],
@@ -75,10 +75,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:42:09.859094Z",
-     "iopub.status.busy": "2024-01-15T08:42:09.858344Z",
-     "iopub.status.idle": "2024-01-15T08:42:09.862917Z",
-     "shell.execute_reply": "2024-01-15T08:42:09.862272Z"
+     "iopub.execute_input": "2024-01-15T11:10:20.922071Z",
+     "iopub.status.busy": "2024-01-15T11:10:20.921343Z",
+     "iopub.status.idle": "2024-01-15T11:10:20.926372Z",
+     "shell.execute_reply": "2024-01-15T11:10:20.925792Z"
     }
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    "outputs": [],
@@ -104,10 +104,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:42:09.865280Z",
-     "iopub.status.busy": "2024-01-15T08:42:09.864937Z",
-     "iopub.status.idle": "2024-01-15T08:42:09.892041Z",
-     "shell.execute_reply": "2024-01-15T08:42:09.891204Z"
+     "iopub.execute_input": "2024-01-15T11:10:20.929815Z",
+     "iopub.status.busy": "2024-01-15T11:10:20.929407Z",
+     "iopub.status.idle": "2024-01-15T11:10:20.965670Z",
+     "shell.execute_reply": "2024-01-15T11:10:20.964719Z"
     }
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    "outputs": [
@@ -126,7 +126,7 @@
        "        "
       ],
       "text/plain": [
-       "<IPython.lib.display.IFrame at 0x7fdc562fac10>"
+       "<IPython.lib.display.IFrame at 0x7fd90adf4cd0>"
       ]
      },
      "metadata": {},
@@ -150,10 +150,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:42:09.895845Z",
-     "iopub.status.busy": "2024-01-15T08:42:09.895312Z",
-     "iopub.status.idle": "2024-01-15T08:42:15.336036Z",
-     "shell.execute_reply": "2024-01-15T08:42:15.335155Z"
+     "iopub.execute_input": "2024-01-15T11:10:20.968930Z",
+     "iopub.status.busy": "2024-01-15T11:10:20.968358Z",
+     "iopub.status.idle": "2024-01-15T11:10:26.328182Z",
+     "shell.execute_reply": "2024-01-15T11:10:26.327484Z"
     }
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    "outputs": [],
@@ -174,10 +174,10 @@
    "execution_count": 6,
    "metadata": {
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-     "iopub.execute_input": "2024-01-15T08:42:15.341715Z",
-     "iopub.status.busy": "2024-01-15T08:42:15.341165Z",
-     "iopub.status.idle": "2024-01-15T08:42:15.345038Z",
-     "shell.execute_reply": "2024-01-15T08:42:15.344409Z"
+     "iopub.execute_input": "2024-01-15T11:10:26.331271Z",
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+     "iopub.status.idle": "2024-01-15T11:10:26.334703Z",
+     "shell.execute_reply": "2024-01-15T11:10:26.334030Z"
     }
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    "outputs": [],
@@ -197,10 +197,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:42:15.347873Z",
-     "iopub.status.busy": "2024-01-15T08:42:15.347353Z",
-     "iopub.status.idle": "2024-01-15T08:42:15.361012Z",
-     "shell.execute_reply": "2024-01-15T08:42:15.360371Z"
+     "iopub.execute_input": "2024-01-15T11:10:26.338776Z",
+     "iopub.status.busy": "2024-01-15T11:10:26.338287Z",
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+     "shell.execute_reply": "2024-01-15T11:10:26.350034Z"
     }
    },
    "outputs": [
@@ -326,10 +326,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:42:15.363612Z",
-     "iopub.status.busy": "2024-01-15T08:42:15.363270Z",
-     "iopub.status.idle": "2024-01-15T08:42:15.367245Z",
-     "shell.execute_reply": "2024-01-15T08:42:15.366734Z"
+     "iopub.execute_input": "2024-01-15T11:10:26.353181Z",
+     "iopub.status.busy": "2024-01-15T11:10:26.352811Z",
+     "iopub.status.idle": "2024-01-15T11:10:26.357012Z",
+     "shell.execute_reply": "2024-01-15T11:10:26.356396Z"
     }
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    "outputs": [],
diff --git a/build/doctrees/nbsphinx/notebooks/Example cropposts.ipynb b/build/doctrees/nbsphinx/notebooks/Example cropposts.ipynb
index 2364da0..51c04f9 100644
--- a/build/doctrees/nbsphinx/notebooks/Example cropposts.ipynb	
+++ b/build/doctrees/nbsphinx/notebooks/Example cropposts.ipynb	
@@ -25,10 +25,10 @@
    "id": "70ffb7e2",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:42:19.963813Z",
-     "iopub.status.busy": "2024-01-15T08:42:19.963625Z",
-     "iopub.status.idle": "2024-01-15T08:42:19.978781Z",
-     "shell.execute_reply": "2024-01-15T08:42:19.978287Z"
+     "iopub.execute_input": "2024-01-15T11:10:30.716855Z",
+     "iopub.status.busy": "2024-01-15T11:10:30.716666Z",
+     "iopub.status.idle": "2024-01-15T11:10:30.731945Z",
+     "shell.execute_reply": "2024-01-15T11:10:30.731462Z"
     }
    },
    "outputs": [],
@@ -61,10 +61,10 @@
    "id": "5ae02c45",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:42:19.981101Z",
-     "iopub.status.busy": "2024-01-15T08:42:19.980732Z",
-     "iopub.status.idle": "2024-01-15T08:42:29.349375Z",
-     "shell.execute_reply": "2024-01-15T08:42:29.348828Z"
+     "iopub.execute_input": "2024-01-15T11:10:30.735180Z",
+     "iopub.status.busy": "2024-01-15T11:10:30.734995Z",
+     "iopub.status.idle": "2024-01-15T11:10:40.313095Z",
+     "shell.execute_reply": "2024-01-15T11:10:40.312544Z"
     }
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    "outputs": [],
@@ -92,10 +92,10 @@
    "id": "d04d0e86",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:42:29.352303Z",
-     "iopub.status.busy": "2024-01-15T08:42:29.351707Z",
-     "iopub.status.idle": "2024-01-15T08:42:30.038771Z",
-     "shell.execute_reply": "2024-01-15T08:42:30.038035Z"
+     "iopub.execute_input": "2024-01-15T11:10:40.315829Z",
+     "iopub.status.busy": "2024-01-15T11:10:40.315417Z",
+     "iopub.status.idle": "2024-01-15T11:10:40.952892Z",
+     "shell.execute_reply": "2024-01-15T11:10:40.952184Z"
     }
    },
    "outputs": [
@@ -153,10 +153,10 @@
    "id": "71850d9d",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:42:30.043778Z",
-     "iopub.status.busy": "2024-01-15T08:42:30.043388Z",
-     "iopub.status.idle": "2024-01-15T08:42:32.515153Z",
-     "shell.execute_reply": "2024-01-15T08:42:32.514540Z"
+     "iopub.execute_input": "2024-01-15T11:10:40.956969Z",
+     "iopub.status.busy": "2024-01-15T11:10:40.956458Z",
+     "iopub.status.idle": "2024-01-15T11:10:43.387004Z",
+     "shell.execute_reply": "2024-01-15T11:10:43.386372Z"
     }
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    "outputs": [
@@ -227,10 +227,10 @@
    "id": "eef89291",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:42:32.517950Z",
-     "iopub.status.busy": "2024-01-15T08:42:32.517727Z",
-     "iopub.status.idle": "2024-01-15T08:42:36.911381Z",
-     "shell.execute_reply": "2024-01-15T08:42:36.910702Z"
+     "iopub.execute_input": "2024-01-15T11:10:43.390897Z",
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+     "shell.execute_reply": "2024-01-15T11:10:47.835823Z"
     }
    },
    "outputs": [
diff --git a/build/doctrees/nbsphinx/notebooks/Example multimodal.ipynb b/build/doctrees/nbsphinx/notebooks/Example multimodal.ipynb
index a296f83..63c914d 100644
--- a/build/doctrees/nbsphinx/notebooks/Example multimodal.ipynb	
+++ b/build/doctrees/nbsphinx/notebooks/Example multimodal.ipynb	
@@ -28,10 +28,10 @@
    "id": "0b0a6bdf",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:42:40.213462Z",
-     "iopub.status.busy": "2024-01-15T08:42:40.213271Z",
-     "iopub.status.idle": "2024-01-15T08:42:40.220622Z",
-     "shell.execute_reply": "2024-01-15T08:42:40.220006Z"
+     "iopub.execute_input": "2024-01-15T11:10:51.459146Z",
+     "iopub.status.busy": "2024-01-15T11:10:51.458947Z",
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+     "shell.execute_reply": "2024-01-15T11:10:51.465851Z"
     }
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    "outputs": [],
@@ -58,10 +58,10 @@
    "id": "9d58a23e",
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-     "iopub.execute_input": "2024-01-15T08:42:40.223188Z",
-     "iopub.status.busy": "2024-01-15T08:42:40.222852Z",
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-     "shell.execute_reply": "2024-01-15T08:42:42.156372Z"
+     "iopub.execute_input": "2024-01-15T11:10:51.468808Z",
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+     "shell.execute_reply": "2024-01-15T11:10:53.453771Z"
     },
     "nbsphinx": "hidden"
    },
@@ -79,10 +79,10 @@
    "id": "f10ad6c9-b1a0-4043-8c5d-ed660d77be37",
    "metadata": {
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-     "iopub.execute_input": "2024-01-15T08:42:42.160249Z",
-     "iopub.status.busy": "2024-01-15T08:42:42.159806Z",
-     "iopub.status.idle": "2024-01-15T08:42:52.072388Z",
-     "shell.execute_reply": "2024-01-15T08:42:52.071668Z"
+     "iopub.execute_input": "2024-01-15T11:10:53.457754Z",
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+     "shell.execute_reply": "2024-01-15T11:11:03.571951Z"
     },
     "tags": []
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@@ -98,10 +98,10 @@
    "id": "8d3fe589-ff3c-4575-b8f5-650db85596bc",
    "metadata": {
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-     "iopub.execute_input": "2024-01-15T08:42:52.077125Z",
-     "iopub.status.busy": "2024-01-15T08:42:52.076497Z",
-     "iopub.status.idle": "2024-01-15T08:42:52.081002Z",
-     "shell.execute_reply": "2024-01-15T08:42:52.080394Z"
+     "iopub.execute_input": "2024-01-15T11:11:03.576615Z",
+     "iopub.status.busy": "2024-01-15T11:11:03.575997Z",
+     "iopub.status.idle": "2024-01-15T11:11:03.580775Z",
+     "shell.execute_reply": "2024-01-15T11:11:03.580283Z"
     },
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@@ -119,10 +119,10 @@
    "id": "a08bd3a9-e954-4a0e-ad64-6817abd3a25a",
    "metadata": {
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-     "iopub.execute_input": "2024-01-15T08:42:52.083507Z",
-     "iopub.status.busy": "2024-01-15T08:42:52.083168Z",
-     "iopub.status.idle": "2024-01-15T08:42:52.089309Z",
-     "shell.execute_reply": "2024-01-15T08:42:52.088700Z"
+     "iopub.execute_input": "2024-01-15T11:11:03.583223Z",
+     "iopub.status.busy": "2024-01-15T11:11:03.582850Z",
+     "iopub.status.idle": "2024-01-15T11:11:03.589087Z",
+     "shell.execute_reply": "2024-01-15T11:11:03.588503Z"
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    "outputs": [
@@ -173,10 +173,10 @@
    "id": "7bbca1f0-d4b0-43cd-8e05-ee39d37c328e",
    "metadata": {
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-     "iopub.execute_input": "2024-01-15T08:42:52.091790Z",
-     "iopub.status.busy": "2024-01-15T08:42:52.091396Z",
-     "iopub.status.idle": "2024-01-15T08:42:52.094157Z",
-     "shell.execute_reply": "2024-01-15T08:42:52.093607Z"
+     "iopub.execute_input": "2024-01-15T11:11:03.591648Z",
+     "iopub.status.busy": "2024-01-15T11:11:03.591276Z",
+     "iopub.status.idle": "2024-01-15T11:11:03.594027Z",
+     "shell.execute_reply": "2024-01-15T11:11:03.593453Z"
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@@ -205,10 +205,10 @@
    "id": "f6f2c9b1-4a91-47cb-86b5-2c9c67e4837b",
    "metadata": {
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-     "iopub.execute_input": "2024-01-15T08:42:52.096520Z",
-     "iopub.status.busy": "2024-01-15T08:42:52.096169Z",
-     "iopub.status.idle": "2024-01-15T08:42:52.099092Z",
-     "shell.execute_reply": "2024-01-15T08:42:52.098458Z"
+     "iopub.execute_input": "2024-01-15T11:11:03.596455Z",
+     "iopub.status.busy": "2024-01-15T11:11:03.596082Z",
+     "iopub.status.idle": "2024-01-15T11:11:03.598951Z",
+     "shell.execute_reply": "2024-01-15T11:11:03.598373Z"
     }
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    "outputs": [],
@@ -222,10 +222,10 @@
    "id": "16603ded-078e-4362-847b-57ad76829327",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:42:52.101408Z",
-     "iopub.status.busy": "2024-01-15T08:42:52.101051Z",
-     "iopub.status.idle": "2024-01-15T08:42:52.105010Z",
-     "shell.execute_reply": "2024-01-15T08:42:52.104397Z"
+     "iopub.execute_input": "2024-01-15T11:11:03.601362Z",
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+     "shell.execute_reply": "2024-01-15T11:11:03.604515Z"
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@@ -252,10 +252,10 @@
    "id": "ca095404-57d0-4f5d-aeb0-38c232252b17",
    "metadata": {
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-     "iopub.status.busy": "2024-01-15T08:42:52.106947Z",
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-     "shell.execute_reply": "2024-01-15T08:43:08.093686Z"
+     "iopub.execute_input": "2024-01-15T11:11:03.607737Z",
+     "iopub.status.busy": "2024-01-15T11:11:03.607355Z",
+     "iopub.status.idle": "2024-01-15T11:11:20.392976Z",
+     "shell.execute_reply": "2024-01-15T11:11:20.392267Z"
     },
     "tags": []
    },
@@ -273,15 +273,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "vocab.txt: 100%|██████████| 232k/232k [00:00<00:00, 2.15MB/s]"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "\r",
-      "vocab.txt: 100%|██████████| 232k/232k [00:00<00:00, 2.13MB/s]"
+      "vocab.txt: 100%|██████████| 232k/232k [00:00<00:00, 11.1MB/s]"
      ]
     },
     {
@@ -304,7 +296,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "tokenizer_config.json: 100%|██████████| 28.0/28.0 [00:00<00:00, 17.9kB/s]"
+      "tokenizer_config.json: 100%|██████████| 28.0/28.0 [00:00<00:00, 12.1kB/s]"
      ]
     },
     {
@@ -327,7 +319,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "config.json: 100%|██████████| 570/570 [00:00<00:00, 1.17MB/s]"
+      "config.json: 100%|██████████| 570/570 [00:00<00:00, 801kB/s]"
      ]
     },
     {
@@ -350,7 +342,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  0%|          | 4.01M/1.97G [00:00<01:14, 28.5MB/s]"
+      "  0%|          | 4.01M/1.97G [00:00<01:21, 25.8MB/s]"
      ]
     },
     {
@@ -358,7 +350,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  1%|          | 14.8M/1.97G [00:00<00:29, 70.4MB/s]"
+      "  0%|          | 8.01M/1.97G [00:00<01:07, 31.2MB/s]"
      ]
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     {
@@ -366,7 +358,7 @@
      "output_type": "stream",
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       "\r",
-      "  1%|          | 24.0M/1.97G [00:00<00:29, 71.3MB/s]"
+      "  1%|          | 16.0M/1.97G [00:00<00:55, 37.8MB/s]"
      ]
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     {
@@ -374,7 +366,7 @@
      "output_type": "stream",
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       "\r",
-      "  2%|▏         | 32.0M/1.97G [00:00<00:27, 75.6MB/s]"
+      "  1%|          | 24.0M/1.97G [00:00<00:49, 42.3MB/s]"
      ]
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     {
@@ -382,7 +374,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  2%|▏         | 40.0M/1.97G [00:00<00:28, 72.0MB/s]"
+      "  2%|▏         | 32.0M/1.97G [00:00<00:42, 49.5MB/s]"
      ]
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     {
@@ -390,7 +382,7 @@
      "output_type": "stream",
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       "\r",
-      "  2%|▏         | 48.0M/1.97G [00:00<00:38, 54.3MB/s]"
+      "  2%|▏         | 40.0M/1.97G [00:00<00:37, 55.2MB/s]"
      ]
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     {
@@ -398,7 +390,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  3%|▎         | 57.1M/1.97G [00:00<00:32, 64.0MB/s]"
+      "  2%|▏         | 50.0M/1.97G [00:00<00:30, 67.7MB/s]"
      ]
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     {
@@ -406,7 +398,7 @@
      "output_type": "stream",
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       "\r",
-      "  3%|▎         | 64.0M/1.97G [00:01<00:32, 62.8MB/s]"
+      "  3%|▎         | 56.9M/1.97G [00:01<00:31, 65.9MB/s]"
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@@ -414,7 +406,7 @@
      "output_type": "stream",
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       "\r",
-      "  4%|▎         | 72.0M/1.97G [00:01<00:32, 62.7MB/s]"
+      "  3%|▎         | 64.0M/1.97G [00:01<00:35, 57.9MB/s]"
      ]
     },
     {
@@ -422,7 +414,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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+      "  4%|▎         | 72.0M/1.97G [00:01<00:40, 50.7MB/s]"
      ]
     },
     {
@@ -430,7 +422,7 @@
      "output_type": "stream",
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       "\r",
-      "  5%|▌         | 108M/1.97G [00:01<00:18, 107MB/s]  "
+      "  4%|▍         | 80.0M/1.97G [00:01<00:46, 43.5MB/s]"
      ]
     },
     {
@@ -438,7 +430,7 @@
      "output_type": "stream",
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       "\r",
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+      "  4%|▍         | 88.0M/1.97G [00:01<00:45, 44.9MB/s]"
      ]
     },
     {
@@ -446,7 +438,7 @@
      "output_type": "stream",
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       "\r",
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+      "  5%|▌         | 105M/1.97G [00:02<00:28, 71.0MB/s] "
      ]
     },
     {
@@ -454,7 +446,7 @@
      "output_type": "stream",
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       "\r",
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+      "  6%|▋         | 128M/1.97G [00:02<00:18, 107MB/s] "
      ]
     },
     {
@@ -462,7 +454,7 @@
      "output_type": "stream",
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       "\r",
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+      "  7%|▋         | 147M/1.97G [00:02<00:15, 128MB/s]"
      ]
     },
     {
@@ -470,7 +462,7 @@
      "output_type": "stream",
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       "\r",
-      " 11%|█         | 214M/1.97G [00:01<00:09, 201MB/s]"
+      "  8%|▊         | 169M/1.97G [00:02<00:12, 155MB/s]"
      ]
     },
     {
@@ -478,7 +470,7 @@
      "output_type": "stream",
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       "\r",
-      " 12%|█▏        | 234M/1.97G [00:02<00:10, 179MB/s]"
+      " 10%|▉         | 192M/1.97G [00:02<00:11, 165MB/s]"
      ]
     },
     {
@@ -486,7 +478,7 @@
      "output_type": "stream",
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+      " 10%|█         | 209M/1.97G [00:02<00:12, 157MB/s]"
      ]
     },
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@@ -494,7 +486,7 @@
      "output_type": "stream",
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+      " 12%|█▏        | 240M/1.97G [00:02<00:09, 200MB/s]"
      ]
     },
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@@ -502,7 +494,7 @@
      "output_type": "stream",
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+      " 13%|█▎        | 261M/1.97G [00:02<00:09, 197MB/s]"
      ]
     },
     {
@@ -510,7 +502,7 @@
      "output_type": "stream",
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+      " 14%|█▍        | 282M/1.97G [00:02<00:09, 202MB/s]"
      ]
     },
     {
@@ -518,7 +510,7 @@
      "output_type": "stream",
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       "\r",
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+      " 15%|█▍        | 302M/1.97G [00:03<00:14, 121MB/s]"
      ]
     },
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@@ -526,7 +518,7 @@
      "output_type": "stream",
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+      " 17%|█▋        | 334M/1.97G [00:03<00:10, 163MB/s]"
      ]
     },
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@@ -534,7 +526,7 @@
      "output_type": "stream",
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+      " 18%|█▊        | 362M/1.97G [00:03<00:09, 191MB/s]"
      ]
     },
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@@ -542,7 +534,7 @@
      "output_type": "stream",
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+      " 19%|█▉        | 385M/1.97G [00:03<00:10, 168MB/s]"
      ]
     },
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@@ -550,7 +542,7 @@
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+      " 21%|██        | 416M/1.97G [00:03<00:08, 201MB/s]"
      ]
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@@ -558,7 +550,7 @@
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+      " 22%|██▏       | 447M/1.97G [00:03<00:07, 231MB/s]"
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@@ -566,7 +558,7 @@
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+      " 23%|██▎       | 473M/1.97G [00:03<00:06, 236MB/s]"
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     },
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@@ -574,7 +566,7 @@
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+      " 25%|██▌       | 505M/1.97G [00:04<00:06, 264MB/s]"
      ]
     },
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@@ -582,7 +574,7 @@
      "output_type": "stream",
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+      " 27%|██▋       | 538M/1.97G [00:04<00:05, 285MB/s]"
      ]
     },
     {
@@ -590,7 +582,7 @@
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+      " 28%|██▊       | 567M/1.97G [00:04<00:06, 247MB/s]"
      ]
     },
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@@ -598,7 +590,7 @@
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+      " 30%|██▉       | 599M/1.97G [00:04<00:05, 271MB/s]"
      ]
     },
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@@ -606,7 +598,7 @@
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+      " 31%|███       | 629M/1.97G [00:04<00:05, 282MB/s]"
      ]
     },
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@@ -614,7 +606,7 @@
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+      " 33%|███▎      | 661M/1.97G [00:04<00:04, 295MB/s]"
      ]
     },
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@@ -622,7 +614,7 @@
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     },
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@@ -630,7 +622,7 @@
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      "output_type": "stream",
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      ]
     },
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@@ -702,7 +694,7 @@
      "output_type": "stream",
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      "output_type": "stream",
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@@ -718,7 +710,7 @@
      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      ]
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      "output_type": "stream",
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      "output_type": "stream",
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      ]
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      "output_type": "stream",
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      ]
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@@ -822,7 +814,7 @@
      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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@@ -870,7 +862,7 @@
      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      ]
     },
     {
@@ -958,7 +950,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 88%|████████▊ | 1.74G/1.97G [00:08<00:01, 215MB/s]"
+      " 92%|█████████▏| 1.81G/1.97G [00:10<00:00, 273MB/s]"
      ]
     },
     {
@@ -966,7 +958,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 89%|████████▉ | 1.76G/1.97G [00:08<00:00, 233MB/s]"
+      " 93%|█████████▎| 1.83G/1.97G [00:10<00:00, 275MB/s]"
      ]
     },
     {
@@ -974,7 +966,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 91%|█████████ | 1.79G/1.97G [00:09<00:00, 248MB/s]"
+      " 94%|█████████▍| 1.86G/1.97G [00:10<00:00, 267MB/s]"
      ]
     },
     {
@@ -982,7 +974,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 92%|█████████▏| 1.82G/1.97G [00:09<00:00, 269MB/s]"
+      " 96%|█████████▌| 1.89G/1.97G [00:10<00:00, 274MB/s]"
      ]
     },
     {
@@ -990,7 +982,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 94%|█████████▍| 1.85G/1.97G [00:09<00:00, 286MB/s]"
+      " 97%|█████████▋| 1.91G/1.97G [00:10<00:00, 280MB/s]"
      ]
     },
     {
@@ -998,7 +990,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 95%|█████████▌| 1.88G/1.97G [00:09<00:00, 265MB/s]"
+      " 98%|█████████▊| 1.94G/1.97G [00:10<00:00, 237MB/s]"
      ]
     },
     {
@@ -1006,7 +998,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 97%|█████████▋| 1.90G/1.97G [00:09<00:00, 268MB/s]"
+      "100%|█████████▉| 1.97G/1.97G [00:11<00:00, 249MB/s]"
      ]
     },
     {
@@ -1014,23 +1006,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 98%|█████████▊| 1.93G/1.97G [00:09<00:00, 242MB/s]"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "\r",
-      " 99%|█████████▉| 1.95G/1.97G [00:09<00:00, 242MB/s]"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "\r",
-      "100%|██████████| 1.97G/1.97G [00:09<00:00, 216MB/s]"
+      "100%|██████████| 1.97G/1.97G [00:11<00:00, 192MB/s]"
      ]
     },
     {
@@ -1061,10 +1037,10 @@
    "id": "f236c3b1-c3a6-471a-9fc5-ef831b675286",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:43:08.098127Z",
-     "iopub.status.busy": "2024-01-15T08:43:08.097880Z",
-     "iopub.status.idle": "2024-01-15T08:43:08.117052Z",
-     "shell.execute_reply": "2024-01-15T08:43:08.116355Z"
+     "iopub.execute_input": "2024-01-15T11:11:20.396439Z",
+     "iopub.status.busy": "2024-01-15T11:11:20.396008Z",
+     "iopub.status.idle": "2024-01-15T11:11:20.411531Z",
+     "shell.execute_reply": "2024-01-15T11:11:20.410903Z"
     }
    },
    "outputs": [
@@ -1255,10 +1231,10 @@
    "id": "56c6d488-f093-4661-835a-5c73a329c874",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:43:08.120150Z",
-     "iopub.status.busy": "2024-01-15T08:43:08.119684Z",
-     "iopub.status.idle": "2024-01-15T08:43:08.122695Z",
-     "shell.execute_reply": "2024-01-15T08:43:08.122077Z"
+     "iopub.execute_input": "2024-01-15T11:11:20.414489Z",
+     "iopub.status.busy": "2024-01-15T11:11:20.414106Z",
+     "iopub.status.idle": "2024-01-15T11:11:20.416993Z",
+     "shell.execute_reply": "2024-01-15T11:11:20.416453Z"
     },
     "tags": []
    },
@@ -1303,10 +1279,10 @@
    "id": "c4196a52-d01e-42e4-8674-5712f7d6f792",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:43:08.125468Z",
-     "iopub.status.busy": "2024-01-15T08:43:08.125272Z",
-     "iopub.status.idle": "2024-01-15T08:43:08.128492Z",
-     "shell.execute_reply": "2024-01-15T08:43:08.127868Z"
+     "iopub.execute_input": "2024-01-15T11:11:20.419581Z",
+     "iopub.status.busy": "2024-01-15T11:11:20.419383Z",
+     "iopub.status.idle": "2024-01-15T11:11:20.422380Z",
+     "shell.execute_reply": "2024-01-15T11:11:20.421797Z"
     },
     "tags": []
    },
@@ -1337,10 +1313,10 @@
    "id": "7f7dc52f-7ee9-4590-96b7-e0d9d3b82378",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:43:08.131553Z",
-     "iopub.status.busy": "2024-01-15T08:43:08.131118Z",
-     "iopub.status.idle": "2024-01-15T08:43:08.269339Z",
-     "shell.execute_reply": "2024-01-15T08:43:08.268679Z"
+     "iopub.execute_input": "2024-01-15T11:11:20.424740Z",
+     "iopub.status.busy": "2024-01-15T11:11:20.424544Z",
+     "iopub.status.idle": "2024-01-15T11:11:20.558506Z",
+     "shell.execute_reply": "2024-01-15T11:11:20.557724Z"
     },
     "tags": []
    },
@@ -1364,10 +1340,10 @@
    "id": "65210ca2-b674-44bd-807a-4165e14bad74",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:43:08.274121Z",
-     "iopub.status.busy": "2024-01-15T08:43:08.273673Z",
-     "iopub.status.idle": "2024-01-15T08:43:08.278536Z",
-     "shell.execute_reply": "2024-01-15T08:43:08.278001Z"
+     "iopub.execute_input": "2024-01-15T11:11:20.563291Z",
+     "iopub.status.busy": "2024-01-15T11:11:20.563090Z",
+     "iopub.status.idle": "2024-01-15T11:11:20.567948Z",
+     "shell.execute_reply": "2024-01-15T11:11:20.567278Z"
     }
    },
    "outputs": [
@@ -1394,10 +1370,10 @@
    "id": "557473df-e2b9-4ef0-9439-3daadf6741ac",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:43:08.280841Z",
-     "iopub.status.busy": "2024-01-15T08:43:08.280461Z",
-     "iopub.status.idle": "2024-01-15T08:43:08.284525Z",
-     "shell.execute_reply": "2024-01-15T08:43:08.283982Z"
+     "iopub.execute_input": "2024-01-15T11:11:20.570325Z",
+     "iopub.status.busy": "2024-01-15T11:11:20.570093Z",
+     "iopub.status.idle": "2024-01-15T11:11:20.574018Z",
+     "shell.execute_reply": "2024-01-15T11:11:20.573516Z"
     }
    },
    "outputs": [
@@ -1422,10 +1398,10 @@
    "id": "c93d7e88-594d-4095-b5f2-7bf01210dc61",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:43:08.286976Z",
-     "iopub.status.busy": "2024-01-15T08:43:08.286591Z",
-     "iopub.status.idle": "2024-01-15T08:43:08.290993Z",
-     "shell.execute_reply": "2024-01-15T08:43:08.290450Z"
+     "iopub.execute_input": "2024-01-15T11:11:20.576230Z",
+     "iopub.status.busy": "2024-01-15T11:11:20.576031Z",
+     "iopub.status.idle": "2024-01-15T11:11:20.580292Z",
+     "shell.execute_reply": "2024-01-15T11:11:20.579682Z"
     }
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    "outputs": [
@@ -1479,10 +1455,10 @@
    "id": "9ad74b21-6187-4a58-9ed8-fd3e80f5a4ed",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:43:08.293408Z",
-     "iopub.status.busy": "2024-01-15T08:43:08.293033Z",
-     "iopub.status.idle": "2024-01-15T08:43:08.297262Z",
-     "shell.execute_reply": "2024-01-15T08:43:08.296737Z"
+     "iopub.execute_input": "2024-01-15T11:11:20.582518Z",
+     "iopub.status.busy": "2024-01-15T11:11:20.582322Z",
+     "iopub.status.idle": "2024-01-15T11:11:20.586376Z",
+     "shell.execute_reply": "2024-01-15T11:11:20.585737Z"
     },
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@@ -1523,10 +1499,10 @@
    "id": "4324e4fd-e9aa-4933-bb12-074d54e0c510",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:43:08.299573Z",
-     "iopub.status.busy": "2024-01-15T08:43:08.299221Z",
-     "iopub.status.idle": "2024-01-15T08:43:08.406523Z",
-     "shell.execute_reply": "2024-01-15T08:43:08.405828Z"
+     "iopub.execute_input": "2024-01-15T11:11:20.588558Z",
+     "iopub.status.busy": "2024-01-15T11:11:20.588360Z",
+     "iopub.status.idle": "2024-01-15T11:11:20.696164Z",
+     "shell.execute_reply": "2024-01-15T11:11:20.695453Z"
     },
     "tags": []
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@@ -1696,10 +1672,10 @@
    "id": "b3af7b39-6d0d-4da3-9b8f-7dfd3f5779be",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:43:08.409681Z",
-     "iopub.status.busy": "2024-01-15T08:43:08.409292Z",
-     "iopub.status.idle": "2024-01-15T08:43:08.412079Z",
-     "shell.execute_reply": "2024-01-15T08:43:08.411541Z"
+     "iopub.execute_input": "2024-01-15T11:11:20.698803Z",
+     "iopub.status.busy": "2024-01-15T11:11:20.698348Z",
+     "iopub.status.idle": "2024-01-15T11:11:20.701247Z",
+     "shell.execute_reply": "2024-01-15T11:11:20.700703Z"
     },
     "tags": []
    },
@@ -1716,10 +1692,10 @@
    "id": "caf1f4ae-4b37-4954-800e-7120f0419de5",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:43:08.414689Z",
-     "iopub.status.busy": "2024-01-15T08:43:08.414262Z",
-     "iopub.status.idle": "2024-01-15T08:43:53.781280Z",
-     "shell.execute_reply": "2024-01-15T08:43:53.780673Z"
+     "iopub.execute_input": "2024-01-15T11:11:20.703793Z",
+     "iopub.status.busy": "2024-01-15T11:11:20.703456Z",
+     "iopub.status.idle": "2024-01-15T11:11:58.207784Z",
+     "shell.execute_reply": "2024-01-15T11:11:58.207156Z"
     },
     "tags": []
    },
@@ -1737,7 +1713,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  0%|          | 4.01M/1.78G [00:00<01:22, 23.1MB/s]"
+      "  0%|          | 4.01M/1.78G [00:00<00:51, 37.2MB/s]"
      ]
     },
     {
@@ -1745,7 +1721,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  1%|          | 15.0M/1.78G [00:00<00:29, 63.6MB/s]"
+      "  1%|▏         | 24.3M/1.78G [00:00<00:13, 135MB/s] "
      ]
     },
     {
@@ -1753,7 +1729,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  1%|▏         | 23.2M/1.78G [00:00<00:26, 72.2MB/s]"
+      "  2%|▏         | 40.0M/1.78G [00:00<00:12, 145MB/s]"
      ]
     },
     {
@@ -1761,7 +1737,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  2%|▏         | 32.0M/1.78G [00:00<00:26, 71.0MB/s]"
+      "  3%|▎         | 55.0M/1.78G [00:00<00:12, 150MB/s]"
      ]
     },
     {
@@ -1769,7 +1745,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  2%|▏         | 40.0M/1.78G [00:00<00:37, 49.2MB/s]"
+      "  4%|▍         | 72.0M/1.78G [00:00<00:19, 92.4MB/s]"
      ]
     },
     {
@@ -1777,7 +1753,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  3%|▎         | 45.8M/1.78G [00:01<00:45, 40.8MB/s]"
+      "  5%|▍         | 88.0M/1.78G [00:01<00:25, 70.4MB/s]"
      ]
     },
     {
@@ -1785,7 +1761,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  3%|▎         | 50.4M/1.78G [00:01<01:44, 17.8MB/s]"
+      "  5%|▌         | 97.0M/1.78G [00:01<00:25, 70.2MB/s]"
      ]
     },
     {
@@ -1793,7 +1769,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  3%|▎         | 53.8M/1.78G [00:01<01:41, 18.2MB/s]"
+      "  7%|▋         | 120M/1.78G [00:01<00:17, 102MB/s]  "
      ]
     },
     {
@@ -1801,7 +1777,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  3%|▎         | 56.7M/1.78G [00:02<01:58, 15.7MB/s]"
+      "  8%|▊         | 143M/1.78G [00:01<00:13, 133MB/s]"
      ]
     },
     {
@@ -1809,7 +1785,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  3%|▎         | 60.0M/1.78G [00:02<02:00, 15.3MB/s]"
+      "  9%|▉         | 160M/1.78G [00:01<00:12, 141MB/s]"
      ]
     },
     {
@@ -1817,7 +1793,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  3%|▎         | 62.0M/1.78G [00:02<01:58, 15.5MB/s]"
+      " 10%|▉         | 176M/1.78G [00:01<00:12, 139MB/s]"
      ]
     },
     {
@@ -1825,7 +1801,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  4%|▎         | 64.0M/1.78G [00:02<01:55, 15.9MB/s]"
+      " 10%|█         | 191M/1.78G [00:01<00:11, 143MB/s]"
      ]
     },
     {
@@ -1833,7 +1809,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  4%|▎         | 66.0M/1.78G [00:02<02:00, 15.2MB/s]"
+      " 11%|█▏        | 208M/1.78G [00:01<00:14, 119MB/s]"
      ]
     },
     {
@@ -1841,7 +1817,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  4%|▎         | 68.0M/1.78G [00:03<02:25, 12.6MB/s]"
+      " 13%|█▎        | 232M/1.78G [00:02<00:11, 142MB/s]"
      ]
     },
     {
@@ -1849,7 +1825,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  4%|▍         | 72.3M/1.78G [00:03<02:10, 14.0MB/s]"
+      " 14%|█▍        | 261M/1.78G [00:02<00:09, 179MB/s]"
      ]
     },
     {
@@ -1857,7 +1833,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  4%|▍         | 80.0M/1.78G [00:03<01:16, 23.8MB/s]"
+      " 16%|█▌        | 284M/1.78G [00:02<00:08, 197MB/s]"
      ]
     },
     {
@@ -1865,7 +1841,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  5%|▍         | 83.0M/1.78G [00:03<01:20, 22.6MB/s]"
+      " 17%|█▋        | 312M/1.78G [00:02<00:07, 221MB/s]"
      ]
     },
     {
@@ -1873,7 +1849,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  5%|▌         | 96.0M/1.78G [00:04<01:05, 27.5MB/s]"
+      " 18%|█▊        | 336M/1.78G [00:02<00:06, 226MB/s]"
      ]
     },
     {
@@ -1881,7 +1857,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  7%|▋         | 120M/1.78G [00:04<00:29, 59.5MB/s] "
+      " 20%|█▉        | 359M/1.78G [00:02<00:07, 199MB/s]"
      ]
     },
     {
@@ -1889,7 +1865,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  8%|▊         | 137M/1.78G [00:04<00:22, 79.9MB/s]"
+      " 21%|██        | 379M/1.78G [00:02<00:08, 182MB/s]"
      ]
     },
     {
@@ -1897,7 +1873,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  8%|▊         | 149M/1.78G [00:04<00:20, 86.1MB/s]"
+      " 23%|██▎       | 410M/1.78G [00:02<00:06, 217MB/s]"
      ]
     },
     {
@@ -1905,7 +1881,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  9%|▉         | 168M/1.78G [00:04<00:23, 74.3MB/s]"
+      " 24%|██▎       | 432M/1.78G [00:03<00:07, 197MB/s]"
      ]
     },
     {
@@ -1913,7 +1889,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 10%|█         | 184M/1.78G [00:05<00:32, 52.4MB/s]"
+      " 25%|██▌       | 462M/1.78G [00:03<00:06, 225MB/s]"
      ]
     },
     {
@@ -1921,7 +1897,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 11%|█▏        | 208M/1.78G [00:05<00:23, 72.0MB/s]"
+      " 27%|██▋       | 490M/1.78G [00:03<00:05, 243MB/s]"
      ]
     },
     {
@@ -1929,7 +1905,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 13%|█▎        | 232M/1.78G [00:05<00:18, 89.2MB/s]"
+      " 29%|██▊       | 520M/1.78G [00:03<00:05, 253MB/s]"
      ]
     },
     {
@@ -1937,7 +1913,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 14%|█▍        | 256M/1.78G [00:05<00:14, 114MB/s] "
+      " 30%|██▉       | 545M/1.78G [00:03<00:05, 249MB/s]"
      ]
     },
     {
@@ -1945,7 +1921,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 15%|█▌        | 280M/1.78G [00:05<00:11, 138MB/s]"
+      " 31%|███▏      | 572M/1.78G [00:03<00:05, 257MB/s]"
      ]
     },
     {
@@ -1953,7 +1929,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 16%|█▋        | 300M/1.78G [00:05<00:10, 152MB/s]"
+      " 33%|███▎      | 598M/1.78G [00:03<00:04, 264MB/s]"
      ]
     },
     {
@@ -1961,7 +1937,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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+      " 34%|███▍      | 628M/1.78G [00:03<00:04, 276MB/s]"
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+      " 36%|███▌      | 659M/1.78G [00:03<00:04, 290MB/s]"
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@@ -1977,7 +1953,7 @@
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+      " 38%|███▊      | 688M/1.78G [00:03<00:04, 273MB/s]"
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@@ -1985,7 +1961,7 @@
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+      " 39%|███▉      | 714M/1.78G [00:04<00:04, 252MB/s]"
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     },
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+      " 41%|████      | 739M/1.78G [00:04<00:07, 145MB/s]"
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+      " 42%|████▏     | 758M/1.78G [00:04<00:08, 126MB/s]"
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+      " 43%|████▎     | 788M/1.78G [00:04<00:06, 158MB/s]"
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+      " 60%|██████    | 1.07G/1.78G [00:06<00:03, 193MB/s]"
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-      "\r",
-      "100%|██████████| 1.78G/1.78G [00:18<00:00, 103MB/s]"
+      "100%|██████████| 1.78G/1.78G [00:10<00:00, 182MB/s]"
      ]
     },
     {
@@ -2574,10 +2366,10 @@
    "id": "6a829b99-5230-463a-8b11-30ffbb67fc3a",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:43:53.784544Z",
-     "iopub.status.busy": "2024-01-15T08:43:53.783931Z",
-     "iopub.status.idle": "2024-01-15T08:43:53.857537Z",
-     "shell.execute_reply": "2024-01-15T08:43:53.856890Z"
+     "iopub.execute_input": "2024-01-15T11:11:58.210889Z",
+     "iopub.status.busy": "2024-01-15T11:11:58.210461Z",
+     "iopub.status.idle": "2024-01-15T11:11:58.284795Z",
+     "shell.execute_reply": "2024-01-15T11:11:58.284099Z"
     },
     "tags": []
    },
@@ -2758,10 +2550,10 @@
    "id": "6c6ddd83-bc87-48f2-a8d6-1bd3f4201ff7",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:43:53.860264Z",
-     "iopub.status.busy": "2024-01-15T08:43:53.860060Z",
-     "iopub.status.idle": "2024-01-15T08:43:53.864391Z",
-     "shell.execute_reply": "2024-01-15T08:43:53.863859Z"
+     "iopub.execute_input": "2024-01-15T11:11:58.287361Z",
+     "iopub.status.busy": "2024-01-15T11:11:58.287154Z",
+     "iopub.status.idle": "2024-01-15T11:11:58.291284Z",
+     "shell.execute_reply": "2024-01-15T11:11:58.290682Z"
     },
     "tags": []
    },
@@ -2787,10 +2579,10 @@
    "id": "e78646d6-80be-4d3e-8123-3360957bcaa8",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:43:53.866578Z",
-     "iopub.status.busy": "2024-01-15T08:43:53.866366Z",
-     "iopub.status.idle": "2024-01-15T08:43:53.877119Z",
-     "shell.execute_reply": "2024-01-15T08:43:53.876621Z"
+     "iopub.execute_input": "2024-01-15T11:11:58.293611Z",
+     "iopub.status.busy": "2024-01-15T11:11:58.293295Z",
+     "iopub.status.idle": "2024-01-15T11:11:58.304319Z",
+     "shell.execute_reply": "2024-01-15T11:11:58.303756Z"
     },
     "tags": []
    },
@@ -2935,10 +2727,10 @@
    "id": "185f7dde-20dc-44d8-9ab0-de41f9b5734d",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:43:53.879739Z",
-     "iopub.status.busy": "2024-01-15T08:43:53.879361Z",
-     "iopub.status.idle": "2024-01-15T08:43:53.883505Z",
-     "shell.execute_reply": "2024-01-15T08:43:53.882910Z"
+     "iopub.execute_input": "2024-01-15T11:11:58.306885Z",
+     "iopub.status.busy": "2024-01-15T11:11:58.306685Z",
+     "iopub.status.idle": "2024-01-15T11:11:58.311145Z",
+     "shell.execute_reply": "2024-01-15T11:11:58.310644Z"
     },
     "tags": []
    },
diff --git a/build/doctrees/notebooks/DemoNotebook_ammico.doctree b/build/doctrees/notebooks/DemoNotebook_ammico.doctree
index a27450ace79fcb589ed789c61df7fb5518698e0e..1e04d03059a5958a17e19ec4740d608528c8bdf0 100644
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diff --git a/build/doctrees/notebooks/Example colors.doctree b/build/doctrees/notebooks/Example colors.doctree
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GIT binary patch
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diff --git a/build/doctrees/notebooks/Example multimodal.doctree b/build/doctrees/notebooks/Example multimodal.doctree
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diff --git a/build/html/notebooks/DemoNotebook_ammico.html b/build/html/notebooks/DemoNotebook_ammico.html
index 245f26a..3cf24b5 100644
--- a/build/html/notebooks/DemoNotebook_ammico.html
+++ b/build/html/notebooks/DemoNotebook_ammico.html
@@ -233,8 +233,6 @@ directly on the right next to the image. This way, the user can directly inspect
 <div class="output_area docutils container">
 <div class="highlight"><pre>
 Collecting en-core-web-md==3.7.1
-  Downloading https://github.com/explosion/spacy-models/releases/download/en_core_web_md-3.7.1/en_core_web_md-3.7.1-py3-none-any.whl (42.8 MB)
-     <span class="ansi-black-intense-fg">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span> <span class="ansi-green-fg">0.0/42.8 MB</span> <span class="ansi-red-fg">?</span> eta <span class="ansi-cyan-fg">-:--:--</span>
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -242,80 +240,67 @@ Collecting en-core-web-md==3.7.1
 </div>
 <div class="output_area docutils container">
 <div class="highlight">   <pre>
-
-<span class="ansi-black-intense-fg">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span> <span class="ansi-green-fg">0.4/42.8 MB</span> <span class="ansi-red-fg">11.5 MB/s</span> eta <span class="ansi-cyan-fg">0:00:04</span>
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-<span class="ansi-red-intense-fg">━</span><span class="ansi-red-intense-fg">╸</span><span class="ansi-black-intense-fg">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span> <span class="ansi-green-fg">2.0/42.8 MB</span> <span class="ansi-red-fg">19.2 MB/s</span> eta <span class="ansi-cyan-fg">0:00:03</span>
-<span class="ansi-red-intense-fg">━━━</span><span class="ansi-black-intense-fg">╺</span><span class="ansi-black-intense-fg">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span> <span class="ansi-green-fg">3.2/42.8 MB</span> <span class="ansi-red-fg">23.6 MB/s</span> eta <span class="ansi-cyan-fg">0:00:02</span>
-<span class="ansi-red-intense-fg">━━━━</span><span class="ansi-red-intense-fg">╸</span><span class="ansi-black-intense-fg">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span> <span class="ansi-green-fg">4.9/42.8 MB</span> <span class="ansi-red-fg">28.2 MB/s</span> eta <span class="ansi-cyan-fg">0:00:02</span>
-<span class="ansi-red-intense-fg">━━━━━━</span><span class="ansi-black-intense-fg">╺</span><span class="ansi-black-intense-fg">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span> <span class="ansi-green-fg">6.9/42.8 MB</span> <span class="ansi-red-fg">33.3 MB/s</span> eta <span class="ansi-cyan-fg">0:00:02</span>
+     Downloading https://github.com/explosion/spacy-models/releases/download/en_core_web_md-3.7.1/en_core_web_md-3.7.1-py3-none-any.whl (42.8 MB)
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+<span class="ansi-black-intense-fg">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span> <span class="ansi-green-fg">0.4/42.8 MB</span> <span class="ansi-red-fg">12.0 MB/s</span> eta <span class="ansi-cyan-fg">0:00:04</span>
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+<span class="ansi-red-intense-fg">━━</span><span class="ansi-black-intense-fg">╺</span><span class="ansi-black-intense-fg">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span> <span class="ansi-green-fg">2.2/42.8 MB</span> <span class="ansi-red-fg">21.1 MB/s</span> eta <span class="ansi-cyan-fg">0:00:02</span>
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+<span class="ansi-red-intense-fg">━━━━</span><span class="ansi-red-intense-fg">╸</span><span class="ansi-black-intense-fg">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span> <span class="ansi-green-fg">5.1/42.8 MB</span> <span class="ansi-red-fg">29.4 MB/s</span> eta <span class="ansi-cyan-fg">0:00:02</span>
    </pre></div></div>
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-<p>     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 0.4/42.8 MB 11.5 MB/s eta 0:00:04
-     ╸━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 1.0/42.8 MB 15.7 MB/s eta 0:00:03
-     ━╸━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 2.0/42.8 MB 19.2 MB/s eta 0:00:03
-     ━━━╺━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 3.2/42.8 MB 23.6 MB/s eta 0:00:02
-     ━━━━╸━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 4.9/42.8 MB 28.2 MB/s eta 0:00:02
-     ━━━━━━╺━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 6.9/42.8 MB 33.3 MB/s eta 0:00:02</p>
+<p>     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 0.4/42.8 MB 12.0 MB/s eta 0:00:04
+     ━╺━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 1.2/42.8 MB 17.3 MB/s eta 0:00:03
+     ━━╺━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 2.2/42.8 MB 21.1 MB/s eta 0:00:02
+     ━━━╺━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 3.5/42.8 MB 25.4 MB/s eta 0:00:02
+     ━━━━╸━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 5.1/42.8 MB 29.4 MB/s eta 0:00:02</p>
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-<span class="ansi-red-intense-fg">━━━━━━━━━</span><span class="ansi-black-intense-fg">╺</span><span class="ansi-black-intense-fg">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span> <span class="ansi-green-fg">9.9/42.8 MB</span> <span class="ansi-red-fg">40.8 MB/s</span> eta <span class="ansi-cyan-fg">0:00:01</span>
-<span class="ansi-red-intense-fg">━━━━━━━━━━━━━</span><span class="ansi-black-intense-fg">╺</span><span class="ansi-black-intense-fg">━━━━━━━━━━━━━━━━━━━━━━━━━━</span> <span class="ansi-green-fg">13.9/42.8 MB</span> <span class="ansi-red-fg">79.4 MB/s</span> eta <span class="ansi-cyan-fg">0:00:01</span>
-<span class="ansi-red-intense-fg">━━━━━━━━━━━━━━━━━</span><span class="ansi-red-intense-fg">╸</span><span class="ansi-black-intense-fg">━━━━━━━━━━━━━━━━━━━━━</span> <span class="ansi-green-fg">19.2/42.8 MB</span> <span class="ansi-red-fg">128.8 MB/s</span> eta <span class="ansi-cyan-fg">0:00:01</span>
-<span class="ansi-red-intense-fg">━━━━━━━━━━━━━━━━━━━━━━</span><span class="ansi-red-intense-fg">╸</span><span class="ansi-black-intense-fg">━━━━━━━━━━━━━━━━</span> <span class="ansi-green-fg">24.8/42.8 MB</span> <span class="ansi-red-fg">158.9 MB/s</span> eta <span class="ansi-cyan-fg">0:00:01</span>
-<span class="ansi-red-intense-fg">━━━━━━━━━━━━━━━━━━━━━━━━━━━</span><span class="ansi-red-intense-fg">╸</span><span class="ansi-black-intense-fg">━━━━━━━━━━━</span> <span class="ansi-green-fg">30.7/42.8 MB</span> <span class="ansi-red-fg">167.1 MB/s</span> eta <span class="ansi-cyan-fg">0:00:01</span>
-<span class="ansi-red-intense-fg">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span><span class="ansi-black-intense-fg">╺</span><span class="ansi-black-intense-fg">━━━━━</span> <span class="ansi-green-fg">36.6/42.8 MB</span> <span class="ansi-red-fg">170.2 MB/s</span> eta <span class="ansi-cyan-fg">0:00:01</span>
+<span class="ansi-red-intense-fg">━━━━━━</span><span class="ansi-red-intense-fg">╸</span><span class="ansi-black-intense-fg">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span> <span class="ansi-green-fg">7.4/42.8 MB</span> <span class="ansi-red-fg">35.7 MB/s</span> eta <span class="ansi-cyan-fg">0:00:01</span>
+<span class="ansi-red-intense-fg">━━━━━━━━━</span><span class="ansi-red-intense-fg">╸</span><span class="ansi-black-intense-fg">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span> <span class="ansi-green-fg">10.5/42.8 MB</span> <span class="ansi-red-fg">47.5 MB/s</span> eta <span class="ansi-cyan-fg">0:00:01</span>
+<span class="ansi-red-intense-fg">━━━━━━━━━━━━━</span><span class="ansi-red-intense-fg">╸</span><span class="ansi-black-intense-fg">━━━━━━━━━━━━━━━━━━━━━━━━━━</span> <span class="ansi-green-fg">14.6/42.8 MB</span> <span class="ansi-red-fg">84.9 MB/s</span> eta <span class="ansi-cyan-fg">0:00:01</span>
+<span class="ansi-red-intense-fg">━━━━━━━━━━━━━━━━━━</span><span class="ansi-black-intense-fg">╺</span><span class="ansi-black-intense-fg">━━━━━━━━━━━━━━━━━━━━</span> <span class="ansi-green-fg">20.0/42.8 MB</span> <span class="ansi-red-fg">131.5 MB/s</span> eta <span class="ansi-cyan-fg">0:00:01</span>
+<span class="ansi-red-intense-fg">━━━━━━━━━━━━━━━━━━━━━━━</span><span class="ansi-black-intense-fg">╺</span><span class="ansi-black-intense-fg">━━━━━━━━━━━━━━━</span> <span class="ansi-green-fg">25.5/42.8 MB</span> <span class="ansi-red-fg">159.7 MB/s</span> eta <span class="ansi-cyan-fg">0:00:01</span>
+<span class="ansi-red-intense-fg">━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span><span class="ansi-black-intense-fg">╺</span><span class="ansi-black-intense-fg">━━━━━━━━━━</span> <span class="ansi-green-fg">31.1/42.8 MB</span> <span class="ansi-red-fg">161.7 MB/s</span> eta <span class="ansi-cyan-fg">0:00:01</span>
    </pre></div></div>
 </div>
-<p>     ━━━━━━━━━╺━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 9.9/42.8 MB 40.8 MB/s eta 0:00:01
-     ━━━━━━━━━━━━━╺━━━━━━━━━━━━━━━━━━━━━━━━━━ 13.9/42.8 MB 79.4 MB/s eta 0:00:01
-     ━━━━━━━━━━━━━━━━━╸━━━━━━━━━━━━━━━━━━━━━ 19.2/42.8 MB 128.8 MB/s eta 0:00:01
-     ━━━━━━━━━━━━━━━━━━━━━━╸━━━━━━━━━━━━━━━━ 24.8/42.8 MB 158.9 MB/s eta 0:00:01
-     ━━━━━━━━━━━━━━━━━━━━━━━━━━━╸━━━━━━━━━━━ 30.7/42.8 MB 167.1 MB/s eta 0:00:01
-     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╺━━━━━ 36.6/42.8 MB 170.2 MB/s eta 0:00:01</p>
+<p>     ━━━━━━╸━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 7.4/42.8 MB 35.7 MB/s eta 0:00:01
+     ━━━━━━━━━╸━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 10.5/42.8 MB 47.5 MB/s eta 0:00:01
+     ━━━━━━━━━━━━━╸━━━━━━━━━━━━━━━━━━━━━━━━━━ 14.6/42.8 MB 84.9 MB/s eta 0:00:01
+     ━━━━━━━━━━━━━━━━━━╺━━━━━━━━━━━━━━━━━━━━ 20.0/42.8 MB 131.5 MB/s eta 0:00:01
+     ━━━━━━━━━━━━━━━━━━━━━━━╺━━━━━━━━━━━━━━━ 25.5/42.8 MB 159.7 MB/s eta 0:00:01
+     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━╺━━━━━━━━━━ 31.1/42.8 MB 161.7 MB/s eta 0:00:01</p>
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-<span class="ansi-red-intense-fg">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span><span class="ansi-red-intense-fg">╸</span> <span class="ansi-green-fg">42.5/42.8 MB</span> <span class="ansi-red-fg">171.4 MB/s</span> eta <span class="ansi-cyan-fg">0:00:01</span>
-<span class="ansi-red-intense-fg">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span><span class="ansi-red-intense-fg">╸</span> <span class="ansi-green-fg">42.8/42.8 MB</span> <span class="ansi-red-fg">166.1 MB/s</span> eta <span class="ansi-cyan-fg">0:00:01</span>
-<span class="ansi-red-intense-fg">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span><span class="ansi-red-intense-fg">╸</span> <span class="ansi-green-fg">42.8/42.8 MB</span> <span class="ansi-red-fg">166.1 MB/s</span> eta <span class="ansi-cyan-fg">0:00:01</span>
+<span class="ansi-red-intense-fg">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span><span class="ansi-black-intense-fg">╺</span><span class="ansi-black-intense-fg">━━━━━</span> <span class="ansi-green-fg">36.6/42.8 MB</span> <span class="ansi-red-fg">159.9 MB/s</span> eta <span class="ansi-cyan-fg">0:00:01</span>
+<span class="ansi-red-intense-fg">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span><span class="ansi-red-intense-fg">╸</span> <span class="ansi-green-fg">42.5/42.8 MB</span> <span class="ansi-red-fg">169.1 MB/s</span> eta <span class="ansi-cyan-fg">0:00:01</span>
+<span class="ansi-red-intense-fg">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span><span class="ansi-red-intense-fg">╸</span> <span class="ansi-green-fg">42.8/42.8 MB</span> <span class="ansi-red-fg">164.2 MB/s</span> eta <span class="ansi-cyan-fg">0:00:01</span>
+<span class="ansi-red-intense-fg">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span><span class="ansi-red-intense-fg">╸</span> <span class="ansi-green-fg">42.8/42.8 MB</span> <span class="ansi-red-fg">164.2 MB/s</span> eta <span class="ansi-cyan-fg">0:00:01</span>
 <span class="ansi-black-intense-fg">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span> <span class="ansi-green-fg">42.8/42.8 MB</span> <span class="ansi-red-fg">65.2 MB/s</span> eta <span class="ansi-cyan-fg">0:00:00</span>
    Requirement already satisfied: spacy&lt;3.8.0,&gt;=3.7.2 in /opt/hostedtoolcache/Python/3.9.18/x64/lib/python3.9/site-packages (from en-core-web-md==3.7.1) (3.7.2)
-   Requirement already satisfied: spacy-legacy&lt;3.1.0,&gt;=3.0.11 in /opt/hostedtoolcache/Python/3.9.18/x64/lib/python3.9/site-packages (from spacy&lt;3.8.0,&gt;=3.7.2-&gt;en-core-web-md==3.7.1) (3.0.12)
-   Requirement already satisfied: spacy-loggers&lt;2.0.0,&gt;=1.0.0 in /opt/hostedtoolcache/Python/3.9.18/x64/lib/python3.9/site-packages (from spacy&lt;3.8.0,&gt;=3.7.2-&gt;en-core-web-md==3.7.1) (1.0.5)
-   Requirement already satisfied: murmurhash&lt;1.1.0,&gt;=0.28.0 in /opt/hostedtoolcache/Python/3.9.18/x64/lib/python3.9/site-packages (from spacy&lt;3.8.0,&gt;=3.7.2-&gt;en-core-web-md==3.7.1) (1.0.10)
-   Requirement already satisfied: cymem&lt;2.1.0,&gt;=2.0.2 in /opt/hostedtoolcache/Python/3.9.18/x64/lib/python3.9/site-packages (from spacy&lt;3.8.0,&gt;=3.7.2-&gt;en-core-web-md==3.7.1) (2.0.8)
-   Requirement already satisfied: preshed&lt;3.1.0,&gt;=3.0.2 in /opt/hostedtoolcache/Python/3.9.18/x64/lib/python3.9/site-packages (from spacy&lt;3.8.0,&gt;=3.7.2-&gt;en-core-web-md==3.7.1) (3.0.9)
-   Requirement already satisfied: thinc&lt;8.3.0,&gt;=8.1.8 in /opt/hostedtoolcache/Python/3.9.18/x64/lib/python3.9/site-packages (from spacy&lt;3.8.0,&gt;=3.7.2-&gt;en-core-web-md==3.7.1) (8.2.2)
-   Requirement already satisfied: wasabi&lt;1.2.0,&gt;=0.9.1 in /opt/hostedtoolcache/Python/3.9.18/x64/lib/python3.9/site-packages (from spacy&lt;3.8.0,&gt;=3.7.2-&gt;en-core-web-md==3.7.1) (1.1.2)
-   Requirement already satisfied: srsly&lt;3.0.0,&gt;=2.4.3 in /opt/hostedtoolcache/Python/3.9.18/x64/lib/python3.9/site-packages (from spacy&lt;3.8.0,&gt;=3.7.2-&gt;en-core-web-md==3.7.1) (2.4.8)
-   Requirement already satisfied: catalogue&lt;2.1.0,&gt;=2.0.6 in /opt/hostedtoolcache/Python/3.9.18/x64/lib/python3.9/site-packages (from spacy&lt;3.8.0,&gt;=3.7.2-&gt;en-core-web-md==3.7.1) (2.0.10)
-   Requirement already satisfied: weasel&lt;0.4.0,&gt;=0.1.0 in /opt/hostedtoolcache/Python/3.9.18/x64/lib/python3.9/site-packages (from spacy&lt;3.8.0,&gt;=3.7.2-&gt;en-core-web-md==3.7.1) (0.3.4)
-   Requirement already satisfied: typer&lt;0.10.0,&gt;=0.3.0 in /opt/hostedtoolcache/Python/3.9.18/x64/lib/python3.9/site-packages (from spacy&lt;3.8.0,&gt;=3.7.2-&gt;en-core-web-md==3.7.1) (0.9.0)
-   Requirement already satisfied: smart-open&lt;7.0.0,&gt;=5.2.1 in /opt/hostedtoolcache/Python/3.9.18/x64/lib/python3.9/site-packages (from spacy&lt;3.8.0,&gt;=3.7.2-&gt;en-core-web-md==3.7.1) (6.4.0)
-   Requirement already satisfied: tqdm&lt;5.0.0,&gt;=4.38.0 in /opt/hostedtoolcache/Python/3.9.18/x64/lib/python3.9/site-packages (from spacy&lt;3.8.0,&gt;=3.7.2-&gt;en-core-web-md==3.7.1) (4.66.1)
-   Requirement already satisfied: requests&lt;3.0.0,&gt;=2.13.0 in /opt/hostedtoolcache/Python/3.9.18/x64/lib/python3.9/site-packages (from spacy&lt;3.8.0,&gt;=3.7.2-&gt;en-core-web-md==3.7.1) (2.31.0)
-   Requirement already satisfied: pydantic!=1.8,!=1.8.1,&lt;3.0.0,&gt;=1.7.4 in /opt/hostedtoolcache/Python/3.9.18/x64/lib/python3.9/site-packages (from spacy&lt;3.8.0,&gt;=3.7.2-&gt;en-core-web-md==3.7.1) (1.10.13)
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-   Requirement already satisfied: setuptools in /opt/hostedtoolcache/Python/3.9.18/x64/lib/python3.9/site-packages (from spacy&lt;3.8.0,&gt;=3.7.2-&gt;en-core-web-md==3.7.1) (58.1.0)
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-   Requirement already satisfied: numpy&gt;=1.19.0 in /opt/hostedtoolcache/Python/3.9.18/x64/lib/python3.9/site-packages (from spacy&lt;3.8.0,&gt;=3.7.2-&gt;en-core-web-md==3.7.1) (1.23.4)
    </pre></div></div>
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-<p>     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 42.5/42.8 MB 171.4 MB/s eta 0:00:01
-     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 42.8/42.8 MB 166.1 MB/s eta 0:00:01
-     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 42.8/42.8 MB 166.1 MB/s eta 0:00:01
+<p>     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╺━━━━━ 36.6/42.8 MB 159.9 MB/s eta 0:00:01
+     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 42.5/42.8 MB 169.1 MB/s eta 0:00:01
+     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 42.8/42.8 MB 164.2 MB/s eta 0:00:01
+     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 42.8/42.8 MB 164.2 MB/s eta 0:00:01
      ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 42.8/42.8 MB 65.2 MB/s eta 0:00:00</p>
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+<div><p>[?25hRequirement already satisfied: spacy&lt;3.8.0,&gt;=3.7.2 in /opt/hostedtoolcache/Python/3.9.18/x64/lib/python3.9/site-packages (from en-core-web-md==3.7.1) (3.7.2)</p>
+</div></blockquote>
+<div class="nboutput docutils container">
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+</div>
+<div class="output_area docutils container">
+<div class="highlight"><pre>
 Requirement already satisfied: spacy-legacy&lt;3.1.0,&gt;=3.0.11 in /opt/hostedtoolcache/Python/3.9.18/x64/lib/python3.9/site-packages (from spacy&lt;3.8.0,&gt;=3.7.2-&gt;en-core-web-md==3.7.1) (3.0.12)
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@@ -335,13 +320,7 @@ Requirement already satisfied: jinja2 in /opt/hostedtoolcache/Python/3.9.18/x64/
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-Requirement already satisfied: numpy&gt;=1.19.0 in /opt/hostedtoolcache/Python/3.9.18/x64/lib/python3.9/site-packages (from spacy&lt;3.8.0,&gt;=3.7.2-&gt;en-core-web-md==3.7.1) (1.23.4)</p>
-</div></blockquote>
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+Requirement already satisfied: numpy&gt;=1.19.0 in /opt/hostedtoolcache/Python/3.9.18/x64/lib/python3.9/site-packages (from spacy&lt;3.8.0,&gt;=3.7.2-&gt;en-core-web-md==3.7.1) (1.23.4)
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@@ -406,16 +385,16 @@ You can now load the package via spacy.load(&#39;en_core_web_md&#39;)
 <div class="highlight"><pre></div></div>
 </div>
 <dl>
-<dt>config.json: 100%|██████████| 1.80k/1.80k [00:00&amp;lt;00:00, 1.05MB/s]</dt><dd><blockquote>
+<dt>config.json: 100%|██████████| 1.80k/1.80k [00:00&amp;lt;00:00, 948kB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
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 </dd>
-<dt>config.json: 100%|██████████| 1.80k/1.80k [00:00&lt;00:00, 1.05MB/s]</dt><dd><blockquote>
+<dt>config.json: 100%|██████████| 1.80k/1.80k [00:00&lt;00:00, 948kB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
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-<p>config.json: 100%|██████████| 1.80k/1.80k [00:00&lt;00:00, 1.05MB/s]</p>
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+<dt>pytorch_model.bin:   2%|▏         | 21.0M/1.22G [00:00&amp;lt;00:07, 171MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
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+<dt>pytorch_model.bin:   2%|▏         | 21.0M/1.22G [00:00&lt;00:07, 171MB/s]</dt><dd><blockquote>
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+<dt>pytorch_model.bin:   4%|▍         | 52.4M/1.22G [00:00&amp;lt;00:05, 205MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
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+<dt>pytorch_model.bin:   4%|▍         | 52.4M/1.22G [00:00&lt;00:05, 205MB/s]</dt><dd><blockquote>
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+<dt>pytorch_model.bin:   7%|▋         | 83.9M/1.22G [00:00&amp;lt;00:05, 214MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
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+<dt>pytorch_model.bin:  12%|█▏        | 147M/1.22G [00:00&amp;lt;00:04, 225MB/s]</dt><dd><blockquote>
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+<dt>pytorch_model.bin:  15%|█▍        | 178M/1.22G [00:00&amp;lt;00:04, 228MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
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+<dt>pytorch_model.bin:  22%|██▏       | 273M/1.22G [00:01&amp;lt;00:04, 232MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
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 <p>For the computationally demanding <code class="docutils literal notranslate"><span class="pre">SummaryDetector</span></code>, it is best to initialize the model first and then analyze each image while passing the model explicitly. This can be done in a separate loop or in the same loop as for text and emotion detection.</p>
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@@ -6831,7 +7391,7 @@ Downloading data from &#39;https://github.com/serengil/deepface_models/releases/
       <td>[None]</td>
       <td>[None]</td>
       <td>a man wearing a face mask while looking at a c...</td>
-      <td>[a man wearing a white mask holding a camera w...</td>
+      <td>[a man wearing a protective mask while using h...</td>
     </tr>
     <tr>
       <th>1</th>
@@ -6855,20 +7415,20 @@ Downloading data from &#39;https://github.com/serengil/deepface_models/releases/
       <td>[None]</td>
       <td>[None]</td>
       <td>a collage of images including a corona sign, a...</td>
-      <td>[a hand holding an orange pipe filled with cor...</td>
+      <td>[a person holding two sys in their hands and v...</td>
     </tr>
     <tr>
       <th>2</th>
       <td>data/102730_eng.png</td>
-      <td>400 DEATHS GET E-BOOK X AN Corporation ency Se...</td>
+      <td>400 DEATHS GET E-BOOK X AN Corporation ncy Ser...</td>
       <td>en</td>
-      <td>400 DEATHS GET E-BOOK X AN Corporation ency Se...</td>
+      <td>400 DEATHS GET E-BOOK X AN Corporation ncy Ser...</td>
       <td>DEATHS GET E - BOOK X AN Corporation Services ...</td>
       <td>A municipal worker sprays disinfectant on his...</td>
       <td>NEGATIVE</td>
       <td>0.99</td>
-      <td>[AN Corporation ency Services, Ahmedabad, RE]</td>
-      <td>[ORG, LOC, PER]</td>
+      <td>[AN Corporation ncy Services, Ahmedabad, RE, #...</td>
+      <td>[ORG, LOC, PER, ORG]</td>
       <td>...</td>
       <td>No</td>
       <td>1</td>
@@ -6879,7 +7439,7 @@ Downloading data from &#39;https://github.com/serengil/deepface_models/releases/
       <td>[sad]</td>
       <td>[Negative]</td>
       <td>two people in blue coats spray disinfection a van</td>
-      <td>[two people wearing blue suits and white hats ...</td>
+      <td>[two people wearing blue outfits are spraying ...</td>
     </tr>
   </tbody>
 </table>
@@ -6900,7 +7460,7 @@ Downloading data from &#39;https://github.com/serengil/deepface_models/releases/
 <section id="The-detector-modules">
 <h1>The detector modules<a class="headerlink" href="#The-detector-modules" title="Link to this heading"></a></h1>
 <p>The different detector modules with their options are explained in more detail in this section. ## Text detector Text on the images can be extracted using the <code class="docutils literal notranslate"><span class="pre">TextDetector</span></code> class (<code class="docutils literal notranslate"><span class="pre">text</span></code> module). The text is initally extracted using the Google Cloud Vision API and then translated into English with googletrans. The translated text is cleaned of whitespace, linebreaks, and numbers using Python syntax and spaCy.</p>
-<p><img alt="046cc2236b3f4488ae585ef9164932fc" class="no-scaled-link" src="../_images/text_detector.png" style="width: 800px;" /></p>
+<p><img alt="5a24f2c157e942e39e3d7ff144076799" class="no-scaled-link" src="../_images/text_detector.png" style="width: 800px;" /></p>
 <p>The user can set if the text should be further summarized, and analyzed for sentiment and named entity recognition, by setting the keyword <code class="docutils literal notranslate"><span class="pre">analyse_text</span></code> to <code class="docutils literal notranslate"><span class="pre">True</span></code> (the default is <code class="docutils literal notranslate"><span class="pre">False</span></code>). If set, the transformers pipeline is used for each of these tasks, with the default models as of 03/2023. Other models can be selected by setting the optional keyword <code class="docutils literal notranslate"><span class="pre">model_names</span></code> to a list of selected models, on for each task:
 <code class="docutils literal notranslate"><span class="pre">model_names=[&quot;sshleifer/distilbart-cnn-12-6&quot;,</span> <span class="pre">&quot;distilbert-base-uncased-finetuned-sst-2-english&quot;,</span> <span class="pre">&quot;dbmdz/bert-large-cased-finetuned-conll03-english&quot;]</span></code> for summary, sentiment, and ner. To be even more specific, revision numbers can also be selected by specifying the optional keyword <code class="docutils literal notranslate"><span class="pre">revision_numbers</span></code> to a list of revision numbers for each model, for example <code class="docutils literal notranslate"><span class="pre">revision_numbers=[&quot;a4f8f3e&quot;,</span> <span class="pre">&quot;af0f99b&quot;,</span> <span class="pre">&quot;f2482bf&quot;]</span></code>.</p>
 <p>Please note that for the Google Cloud Vision API (the TextDetector class) you need to set a key in order to process the images. This key is ideally set as an environment variable using for example:</p>
@@ -6971,7 +7531,7 @@ Downloading data from &#39;https://github.com/serengil/deepface_models/releases/
 <section id="Image-summary-and-query">
 <h2>Image summary and query<a class="headerlink" href="#Image-summary-and-query" title="Link to this heading"></a></h2>
 <p>The <code class="docutils literal notranslate"><span class="pre">SummaryDetector</span></code> can be used to generate image captions (<code class="docutils literal notranslate"><span class="pre">summary</span></code>) as well as visual question answering (<code class="docutils literal notranslate"><span class="pre">VQA</span></code>).</p>
-<p><img alt="12ed4789b74e400fbdeb2f9327405874" class="no-scaled-link" src="../_images/summary_detector.png" style="width: 800px;" /></p>
+<p><img alt="69b2b74ac7dc4512ba8af906a63c1fce" class="no-scaled-link" src="../_images/summary_detector.png" style="width: 800px;" /></p>
 <p>This module is based on the <a class="reference external" href="https://github.com/salesforce/LAVIS">LAVIS</a> library. Since the models can be quite large, an initial object is created which will load the necessary models into RAM/VRAM and then use them in the analysis. The user can specify the type of analysis to be performed using the <code class="docutils literal notranslate"><span class="pre">analysis_type</span></code> keyword. Setting it to <code class="docutils literal notranslate"><span class="pre">summary</span></code> will generate a caption (summary), <code class="docutils literal notranslate"><span class="pre">questions</span></code> will prepare answers (VQA) to a list of questions as set by the user,
 <code class="docutils literal notranslate"><span class="pre">summary_and_questions</span></code> will do both. Note that the desired analysis type needs to be set here in the initialization of the detector object, and not when running the analysis for each image; the same holds true for the selected model.</p>
 <div class="nbinput nblast docutils container">
@@ -7075,7 +7635,7 @@ Downloading data from &#39;https://github.com/serengil/deepface_models/releases/
 <section id="Detection-of-faces-and-facial-expression-analysis">
 <h2>Detection of faces and facial expression analysis<a class="headerlink" href="#Detection-of-faces-and-facial-expression-analysis" title="Link to this heading"></a></h2>
 <p>Faces and facial expressions are detected and analyzed using the <code class="docutils literal notranslate"><span class="pre">EmotionDetector</span></code> class from the <code class="docutils literal notranslate"><span class="pre">faces</span></code> module. Initially, it is detected if faces are present on the image using RetinaFace, followed by analysis if face masks are worn (Face-Mask-Detection). The detection of age, gender, race, and emotions is carried out with deepface.</p>
-<p><img alt="6a587f541cca4d9cb899db28ae88fb3f" class="no-scaled-link" src="../_images/emotion_detector.png" style="width: 800px;" /></p>
+<p><img alt="f55230441cd84100a3b3c25fafe1b57a" class="no-scaled-link" src="../_images/emotion_detector.png" style="width: 800px;" /></p>
 <p>Depending on the features found on the image, the face detection module returns a different analysis content: If no faces are found on the image, all further steps are skipped and the result <code class="docutils literal notranslate"><span class="pre">&quot;face&quot;:</span> <span class="pre">&quot;No&quot;,</span> <span class="pre">&quot;multiple_faces&quot;:</span> <span class="pre">&quot;No&quot;,</span> <span class="pre">&quot;no_faces&quot;:</span> <span class="pre">0,</span> <span class="pre">&quot;wears_mask&quot;:</span> <span class="pre">[&quot;No&quot;],</span> <span class="pre">&quot;age&quot;:</span> <span class="pre">[None],</span> <span class="pre">&quot;gender&quot;:</span> <span class="pre">[None],</span> <span class="pre">&quot;race&quot;:</span> <span class="pre">[None],</span> <span class="pre">&quot;emotion&quot;:</span> <span class="pre">[None],</span> <span class="pre">&quot;emotion</span> <span class="pre">(category)&quot;:</span> <span class="pre">[None]</span></code> is returned. If one or several faces are found, up to three faces are analyzed if they are partially concealed by a face mask. If
 yes, only age and gender are detected; if no, also race, emotion, and dominant emotion are detected. In case of the latter, the output could look like this: <code class="docutils literal notranslate"><span class="pre">&quot;face&quot;:</span> <span class="pre">&quot;Yes&quot;,</span> <span class="pre">&quot;multiple_faces&quot;:</span> <span class="pre">&quot;Yes&quot;,</span> <span class="pre">&quot;no_faces&quot;:</span> <span class="pre">2,</span> <span class="pre">&quot;wears_mask&quot;:</span> <span class="pre">[&quot;No&quot;,</span> <span class="pre">&quot;No&quot;],</span> <span class="pre">&quot;age&quot;:</span> <span class="pre">[27,</span> <span class="pre">28],</span> <span class="pre">&quot;gender&quot;:</span> <span class="pre">[&quot;Man&quot;,</span> <span class="pre">&quot;Man&quot;],</span> <span class="pre">&quot;race&quot;:</span> <span class="pre">[&quot;asian&quot;,</span> <span class="pre">None],</span> <span class="pre">&quot;emotion&quot;:</span> <span class="pre">[&quot;angry&quot;,</span> <span class="pre">&quot;neutral&quot;],</span> <span class="pre">&quot;emotion</span> <span class="pre">(category)&quot;:</span> <span class="pre">[&quot;Negative&quot;,</span> <span class="pre">&quot;Neutral&quot;]</span></code>, where for the two faces that are detected (given by <code class="docutils literal notranslate"><span class="pre">no_faces</span></code>), some of the values are returned as a list
 with the first item for the first (largest) face and the second item for the second (smaller) face (for example, <code class="docutils literal notranslate"><span class="pre">&quot;emotion&quot;</span></code> returns a list <code class="docutils literal notranslate"><span class="pre">[&quot;angry&quot;,</span> <span class="pre">&quot;neutral&quot;]</span></code> signifying the first face expressing anger, and the second face having a neutral expression).</p>
@@ -7118,16 +7678,16 @@ default is set to 50%, so that a confidence above 0.5 results in an emotion bein
 </div></div>
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-<dt>1/1 [==============================] - 1s 568ms/step</dt><dd><blockquote>
+<dt>1/1 [==============================] - 1s 567ms/step</dt><dd><blockquote>
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+<dt>1/1 [==============================] - 1s 567ms/step</dt><dd><blockquote>
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@@ -7153,16 +7713,16 @@ default is set to 50%, so that a confidence above 0.5 results in an emotion bein
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+<dt>1/1 [==============================] - 0s 220ms/step</dt><dd><blockquote>
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@@ -7188,16 +7748,16 @@ default is set to 50%, so that a confidence above 0.5 results in an emotion bein
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-<dt>1/1 [==============================] - 0s 210ms/step</dt><dd><blockquote>
+<dt>1/1 [==============================] - 0s 242ms/step</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
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 </dd>
-<dt>1/1 [==============================] - 0s 210ms/step</dt><dd><blockquote>
+<dt>1/1 [==============================] - 0s 242ms/step</dt><dd><blockquote>
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@@ -7223,16 +7783,16 @@ default is set to 50%, so that a confidence above 0.5 results in an emotion bein
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+<dt>1/1 [==============================] - 1s 511ms/step</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
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 </dd>
-<dt>1/1 [==============================] - 0s 492ms/step</dt><dd><blockquote>
+<dt>1/1 [==============================] - 1s 511ms/step</dt><dd><blockquote>
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@@ -7258,16 +7818,16 @@ default is set to 50%, so that a confidence above 0.5 results in an emotion bein
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+<dt>1/1 [==============================] - 0s 262ms/step</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
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+<dt>1/1 [==============================] - 0s 262ms/step</dt><dd><blockquote>
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@@ -7293,16 +7853,16 @@ default is set to 50%, so that a confidence above 0.5 results in an emotion bein
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+<dt>1/1 [==============================] - 0s 216ms/step</dt><dd><blockquote>
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+<dt>1/1 [==============================] - 0s 216ms/step</dt><dd><blockquote>
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@@ -7328,16 +7888,16 @@ default is set to 50%, so that a confidence above 0.5 results in an emotion bein
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+<dt>1/1 [==============================] - 1s 521ms/step</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
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+<dt>1/1 [==============================] - 1s 521ms/step</dt><dd><blockquote>
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@@ -7363,16 +7923,16 @@ default is set to 50%, so that a confidence above 0.5 results in an emotion bein
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+<dt>1/1 [==============================] - 0s 215ms/step</dt><dd><blockquote>
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+<dt>1/1 [==============================] - 0s 215ms/step</dt><dd><blockquote>
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@@ -7398,16 +7958,16 @@ default is set to 50%, so that a confidence above 0.5 results in an emotion bein
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+<dt>1/1 [==============================] - 0s 221ms/step</dt><dd><blockquote>
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@@ -7433,16 +7993,16 @@ default is set to 50%, so that a confidence above 0.5 results in an emotion bein
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+<dt>1/1 [==============================] - 0s 222ms/step</dt><dd><blockquote>
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diff --git a/build/html/notebooks/DemoNotebook_ammico.ipynb b/build/html/notebooks/DemoNotebook_ammico.ipynb
index b9db294..82563ef 100644
--- a/build/html/notebooks/DemoNotebook_ammico.ipynb
+++ b/build/html/notebooks/DemoNotebook_ammico.ipynb
@@ -17,10 +17,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:36:18.014326Z",
-     "iopub.status.busy": "2024-01-15T08:36:18.013882Z",
-     "iopub.status.idle": "2024-01-15T08:36:18.021920Z",
-     "shell.execute_reply": "2024-01-15T08:36:18.021391Z"
+     "iopub.execute_input": "2024-01-15T11:04:22.656553Z",
+     "iopub.status.busy": "2024-01-15T11:04:22.656123Z",
+     "iopub.status.idle": "2024-01-15T11:04:22.664364Z",
+     "shell.execute_reply": "2024-01-15T11:04:22.663837Z"
     }
    },
    "outputs": [],
@@ -53,10 +53,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:36:18.024268Z",
-     "iopub.status.busy": "2024-01-15T08:36:18.023924Z",
-     "iopub.status.idle": "2024-01-15T08:36:27.422230Z",
-     "shell.execute_reply": "2024-01-15T08:36:27.421552Z"
+     "iopub.execute_input": "2024-01-15T11:04:22.666781Z",
+     "iopub.status.busy": "2024-01-15T11:04:22.666411Z",
+     "iopub.status.idle": "2024-01-15T11:04:32.252603Z",
+     "shell.execute_reply": "2024-01-15T11:04:32.251886Z"
     }
    },
    "outputs": [],
@@ -87,10 +87,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:36:27.425255Z",
-     "iopub.status.busy": "2024-01-15T08:36:27.424780Z",
-     "iopub.status.idle": "2024-01-15T08:36:27.429657Z",
-     "shell.execute_reply": "2024-01-15T08:36:27.429053Z"
+     "iopub.execute_input": "2024-01-15T11:04:32.255796Z",
+     "iopub.status.busy": "2024-01-15T11:04:32.255112Z",
+     "iopub.status.idle": "2024-01-15T11:04:32.259552Z",
+     "shell.execute_reply": "2024-01-15T11:04:32.259046Z"
     }
    },
    "outputs": [],
@@ -123,10 +123,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:36:27.432131Z",
-     "iopub.status.busy": "2024-01-15T08:36:27.431789Z",
-     "iopub.status.idle": "2024-01-15T08:36:27.455647Z",
-     "shell.execute_reply": "2024-01-15T08:36:27.454844Z"
+     "iopub.execute_input": "2024-01-15T11:04:32.262027Z",
+     "iopub.status.busy": "2024-01-15T11:04:32.261571Z",
+     "iopub.status.idle": "2024-01-15T11:04:32.286289Z",
+     "shell.execute_reply": "2024-01-15T11:04:32.285428Z"
     }
    },
    "outputs": [
@@ -145,7 +145,7 @@
        "        "
       ],
       "text/plain": [
-       "<IPython.lib.display.IFrame at 0x7f118c8f69d0>"
+       "<IPython.lib.display.IFrame at 0x7f61bfd3ceb0>"
       ]
      },
      "metadata": {},
@@ -171,10 +171,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:36:27.497975Z",
-     "iopub.status.busy": "2024-01-15T08:36:27.497450Z",
-     "iopub.status.idle": "2024-01-15T08:38:15.157127Z",
-     "shell.execute_reply": "2024-01-15T08:38:15.156547Z"
+     "iopub.execute_input": "2024-01-15T11:04:32.324841Z",
+     "iopub.status.busy": "2024-01-15T11:04:32.324393Z",
+     "iopub.status.idle": "2024-01-15T11:06:20.509443Z",
+     "shell.execute_reply": "2024-01-15T11:06:20.508844Z"
     }
    },
    "outputs": [
@@ -182,9 +182,20 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Collecting en-core-web-md==3.7.1\n",
+      "Collecting en-core-web-md==3.7.1\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
       "  Downloading https://github.com/explosion/spacy-models/releases/download/en_core_web_md-3.7.1/en_core_web_md-3.7.1-py3-none-any.whl (42.8 MB)\n",
-      "\u001b[?25l     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/42.8 MB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m"
+      "\u001b[?25l     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/42.8 MB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.4/42.8 MB\u001b[0m \u001b[31m12.0 MB/s\u001b[0m eta \u001b[36m0:00:04\u001b[0m\r",
+      "\u001b[2K     \u001b[91m━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.2/42.8 MB\u001b[0m \u001b[31m17.3 MB/s\u001b[0m eta \u001b[36m0:00:03\u001b[0m\r",
+      "\u001b[2K     \u001b[91m━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.2/42.8 MB\u001b[0m \u001b[31m21.1 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m\r",
+      "\u001b[2K     \u001b[91m━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.5/42.8 MB\u001b[0m \u001b[31m25.4 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m\r",
+      "\u001b[2K     \u001b[91m━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m5.1/42.8 MB\u001b[0m \u001b[31m29.4 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m"
      ]
     },
     {
@@ -192,12 +203,12 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.4/42.8 MB\u001b[0m \u001b[31m11.5 MB/s\u001b[0m eta \u001b[36m0:00:04\u001b[0m\r",
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+      "\u001b[?25hRequirement already satisfied: spacy<3.8.0,>=3.7.2 in /opt/hostedtoolcache/Python/3.9.18/x64/lib/python3.9/site-packages (from en-core-web-md==3.7.1) (3.7.2)\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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-     ]
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-     "name": "stdout",
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+      "Requirement already satisfied: numpy>=1.19.0 in /opt/hostedtoolcache/Python/3.9.18/x64/lib/python3.9/site-packages (from spacy<3.8.0,>=3.7.2->en-core-web-md==3.7.1) (1.23.4)\n",
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+    {
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+     "output_type": "stream",
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+      "1/1 [==============================] - 0s 218ms/step\n"
+     ]
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+    {
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+    {
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+      "1/1 [==============================] - 0s 219ms/step\n"
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+    {
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+      "1/1 [==============================] - 1s 509ms/step\n"
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+    {
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+      "1/1 [==============================] - 0s 217ms/step\n"
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+      "\r",
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+    {
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+     "output_type": "stream",
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+      "1/1 [==============================] - 0s 225ms/step\n"
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+    {
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+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
+      "1/1 [==============================] - 0s 317ms/step\n"
+     ]
+    },
+    {
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+     "output_type": "stream",
+     "text": [
+      "\r",
+      "1/1 [==============================] - ETA: 0s"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
+      "1/1 [==============================] - 0s 65ms/step\n"
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    ],
@@ -1542,10 +1533,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:38:15.159824Z",
-     "iopub.status.busy": "2024-01-15T08:38:15.159426Z",
-     "iopub.status.idle": "2024-01-15T08:39:43.806824Z",
-     "shell.execute_reply": "2024-01-15T08:39:43.806098Z"
+     "iopub.execute_input": "2024-01-15T11:06:20.512280Z",
+     "iopub.status.busy": "2024-01-15T11:06:20.511875Z",
+     "iopub.status.idle": "2024-01-15T11:07:46.162219Z",
+     "shell.execute_reply": "2024-01-15T11:07:46.161442Z"
     }
    },
    "outputs": [
@@ -1562,7 +1553,7 @@
      "output_type": "stream",
      "text": [
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      ]
     },
     {
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      "output_type": "stream",
      "text": [
       "\r",
-      "tokenizer_config.json: 100%|██████████| 28.0/28.0 [00:00<00:00, 70.2kB/s]"
+      "tokenizer_config.json: 100%|██████████| 28.0/28.0 [00:00<00:00, 57.7kB/s]"
      ]
     },
     {
@@ -1608,7 +1599,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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+      "config.json: 100%|██████████| 570/570 [00:00<00:00, 1.06MB/s]"
      ]
     },
     {
@@ -1631,7 +1622,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  1%|          | 18.7M/2.50G [00:00<00:13, 196MB/s]"
+      "  1%|          | 14.5M/2.50G [00:00<00:17, 152MB/s]"
      ]
     },
     {
@@ -1639,7 +1630,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  2%|▏         | 43.8M/2.50G [00:00<00:11, 235MB/s]"
+      "  1%|          | 29.0M/2.50G [00:00<00:17, 150MB/s]"
      ]
     },
     {
@@ -1647,7 +1638,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  3%|▎         | 66.2M/2.50G [00:00<00:11, 226MB/s]"
+      "  2%|▏         | 43.3M/2.50G [00:00<00:19, 134MB/s]"
      ]
     },
     {
@@ -1655,7 +1646,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  4%|▍         | 98.1M/2.50G [00:00<00:09, 268MB/s]"
+      "  2%|▏         | 56.3M/2.50G [00:00<00:20, 126MB/s]"
      ]
     },
     {
@@ -1663,7 +1654,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  5%|▍         | 128M/2.50G [00:00<00:09, 283MB/s] "
+      "  3%|▎         | 72.0M/2.50G [00:00<00:20, 130MB/s]"
      ]
     },
     {
@@ -1671,7 +1662,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  6%|▌         | 155M/2.50G [00:00<00:08, 282MB/s]"
+      "  4%|▍         | 96.4M/2.50G [00:00<00:15, 169MB/s]"
      ]
     },
     {
@@ -1679,7 +1670,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  7%|▋         | 186M/2.50G [00:00<00:08, 298MB/s]"
+      "  4%|▍         | 115M/2.50G [00:00<00:14, 176MB/s] "
      ]
     },
     {
@@ -1687,7 +1678,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  8%|▊         | 217M/2.50G [00:00<00:08, 307MB/s]"
+      "  5%|▌         | 140M/2.50G [00:00<00:12, 203MB/s]"
      ]
     },
     {
@@ -1695,7 +1686,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 10%|▉         | 250M/2.50G [00:00<00:07, 316MB/s]"
+      "  6%|▋         | 161M/2.50G [00:00<00:12, 208MB/s]"
      ]
     },
     {
@@ -1703,7 +1694,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 11%|█         | 280M/2.50G [00:01<00:07, 314MB/s]"
+      "  7%|▋         | 185M/2.50G [00:01<00:11, 221MB/s]"
      ]
     },
     {
@@ -1711,7 +1702,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 12%|█▏        | 312M/2.50G [00:01<00:07, 321MB/s]"
+      "  8%|▊         | 210M/2.50G [00:01<00:10, 233MB/s]"
      ]
     },
     {
@@ -1719,7 +1710,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 13%|█▎        | 344M/2.50G [00:01<00:07, 325MB/s]"
+      "  9%|▉         | 236M/2.50G [00:01<00:09, 245MB/s]"
      ]
     },
     {
@@ -1727,7 +1718,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 15%|█▍        | 375M/2.50G [00:01<00:07, 301MB/s]"
+      " 10%|█         | 261M/2.50G [00:01<00:09, 250MB/s]"
      ]
     },
     {
@@ -1735,7 +1726,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 16%|█▌        | 407M/2.50G [00:01<00:07, 311MB/s]"
+      " 11%|█         | 288M/2.50G [00:01<00:09, 247MB/s]"
      ]
     },
     {
@@ -1743,7 +1734,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 17%|█▋        | 437M/2.50G [00:01<00:07, 310MB/s]"
+      " 12%|█▏        | 312M/2.50G [00:01<00:09, 249MB/s]"
      ]
     },
     {
@@ -1751,7 +1742,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 18%|█▊        | 469M/2.50G [00:01<00:06, 318MB/s]"
+      " 13%|█▎        | 338M/2.50G [00:01<00:09, 256MB/s]"
      ]
     },
     {
@@ -1759,7 +1750,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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+      " 14%|█▍        | 363M/2.50G [00:01<00:09, 254MB/s]"
      ]
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     {
@@ -1767,7 +1758,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 21%|██        | 532M/2.50G [00:01<00:06, 324MB/s]"
+      " 15%|█▌        | 387M/2.50G [00:01<00:09, 252MB/s]"
      ]
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@@ -1775,7 +1766,7 @@
      "output_type": "stream",
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       "\r",
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+      " 16%|█▌        | 415M/2.50G [00:01<00:08, 265MB/s]"
      ]
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@@ -1783,7 +1774,7 @@
      "output_type": "stream",
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+      " 17%|█▋        | 443M/2.50G [00:02<00:08, 274MB/s]"
      ]
     },
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@@ -1791,7 +1782,7 @@
      "output_type": "stream",
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       "\r",
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+      " 18%|█▊        | 472M/2.50G [00:02<00:07, 281MB/s]"
      ]
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@@ -1799,7 +1790,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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+      " 19%|█▉        | 499M/2.50G [00:02<00:07, 283MB/s]"
      ]
     },
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@@ -1807,7 +1798,7 @@
      "output_type": "stream",
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       "\r",
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+      " 21%|██        | 527M/2.50G [00:02<00:07, 286MB/s]"
      ]
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     {
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      "output_type": "stream",
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       "\r",
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+      " 22%|██▏       | 555M/2.50G [00:02<00:07, 288MB/s]"
      ]
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      "output_type": "stream",
      "text": [
       "\r",
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+      " 23%|██▎       | 586M/2.50G [00:02<00:06, 299MB/s]"
      ]
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     {
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      "output_type": "stream",
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       "\r",
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+      " 24%|██▍       | 616M/2.50G [00:02<00:06, 305MB/s]"
      ]
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      "output_type": "stream",
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+      " 25%|██▌       | 647M/2.50G [00:02<00:06, 308MB/s]"
      ]
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@@ -1847,7 +1838,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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+      " 26%|██▋       | 676M/2.50G [00:02<00:06, 285MB/s]"
      ]
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      "output_type": "stream",
      "text": [
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      ]
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@@ -1863,7 +1854,7 @@
      "output_type": "stream",
      "text": [
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@@ -1871,7 +1862,7 @@
      "output_type": "stream",
      "text": [
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      "output_type": "stream",
      "text": [
       "\r",
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      "output_type": "stream",
      "text": [
       "\r",
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      "output_type": "stream",
      "text": [
       "\r",
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+      " 34%|███▎      | 859M/2.50G [00:03<00:06, 275MB/s]"
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@@ -1903,7 +1894,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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+      " 35%|███▍      | 891M/2.50G [00:03<00:06, 290MB/s]"
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@@ -1911,7 +1902,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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+      " 36%|███▌      | 919M/2.50G [00:03<00:06, 274MB/s]"
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@@ -1919,7 +1910,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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      "output_type": "stream",
      "text": [
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      "output_type": "stream",
      "text": [
       "\r",
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      "output_type": "stream",
      "text": [
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      "output_type": "stream",
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+      " 41%|████      | 1.02G/2.50G [00:04<00:06, 254MB/s]"
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      "output_type": "stream",
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      "output_type": "stream",
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      ]
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      "output_type": "stream",
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+      " 44%|████▍     | 1.10G/2.50G [00:04<00:06, 251MB/s]"
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@@ -1983,7 +1974,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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      ]
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@@ -1991,7 +1982,7 @@
      "output_type": "stream",
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+      " 46%|████▌     | 1.14G/2.50G [00:04<00:05, 245MB/s]"
      ]
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@@ -1999,7 +1990,7 @@
      "output_type": "stream",
      "text": [
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      ]
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@@ -2007,7 +1998,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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+      " 48%|████▊     | 1.19G/2.50G [00:05<00:05, 255MB/s]"
      ]
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@@ -2015,7 +2006,7 @@
      "output_type": "stream",
      "text": [
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+      " 49%|████▊     | 1.22G/2.50G [00:05<00:05, 249MB/s]"
      ]
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@@ -2023,7 +2014,7 @@
      "output_type": "stream",
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       "\r",
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+      " 50%|████▉     | 1.24G/2.50G [00:05<00:06, 219MB/s]"
      ]
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      "output_type": "stream",
      "text": [
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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+      " 52%|█████▏    | 1.31G/2.50G [00:05<00:05, 234MB/s]"
      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
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      ]
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      "output_type": "stream",
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      ]
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      "output_type": "stream",
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      ]
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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       "\r",
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+      " 65%|██████▌   | 1.63G/2.50G [00:07<00:03, 281MB/s]"
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+      " 66%|██████▋   | 1.66G/2.50G [00:07<00:03, 287MB/s]"
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      "output_type": "stream",
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+      " 69%|██████▉   | 1.72G/2.50G [00:07<00:02, 306MB/s]"
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+      " 70%|██████▉   | 1.75G/2.50G [00:07<00:02, 295MB/s]"
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      "output_type": "stream",
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+      " 71%|███████   | 1.78G/2.50G [00:09<00:12, 64.1MB/s]"
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+      " 72%|███████▏  | 1.80G/2.50G [00:09<00:10, 72.0MB/s]"
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+      " 73%|███████▎  | 1.82G/2.50G [00:09<00:08, 83.8MB/s]"
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+      " 75%|███████▍  | 1.87G/2.50G [00:09<00:05, 122MB/s]"
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+      " 75%|███████▌  | 1.89G/2.50G [00:09<00:04, 144MB/s]"
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+      " 76%|███████▋  | 1.91G/2.50G [00:09<00:04, 140MB/s]"
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      "output_type": "stream",
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-      " 90%|█████████ | 2.26G/2.50G [00:10<00:01, 142MB/s]"
+      " 77%|███████▋  | 1.93G/2.50G [00:09<00:03, 163MB/s]"
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+      " 79%|███████▉  | 1.98G/2.50G [00:10<00:02, 206MB/s]"
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      "output_type": "stream",
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+      " 80%|████████  | 2.01G/2.50G [00:10<00:02, 221MB/s]"
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+      " 81%|████████  | 2.03G/2.50G [00:10<00:02, 233MB/s]"
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      ]
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+      " 83%|████████▎ | 2.08G/2.50G [00:10<00:01, 255MB/s]"
      ]
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      "output_type": "stream",
      "text": [
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+      " 84%|████████▍ | 2.11G/2.50G [00:10<00:01, 257MB/s]"
      ]
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      "output_type": "stream",
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+      " 85%|████████▌ | 2.13G/2.50G [00:10<00:01, 259MB/s]"
      ]
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@@ -2319,7 +2310,127 @@
      "output_type": "stream",
      "text": [
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-      "100%|██████████| 2.50G/2.50G [00:12<00:00, 221MB/s]"
+      " 86%|████████▌ | 2.16G/2.50G [00:11<00:05, 63.7MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 87%|████████▋ | 2.18G/2.50G [00:12<00:04, 80.4MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 88%|████████▊ | 2.20G/2.50G [00:12<00:03, 102MB/s] "
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 89%|████████▉ | 2.23G/2.50G [00:12<00:02, 126MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 90%|█████████ | 2.25G/2.50G [00:12<00:01, 149MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 91%|█████████ | 2.28G/2.50G [00:12<00:01, 148MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 92%|█████████▏| 2.31G/2.50G [00:12<00:01, 177MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 93%|█████████▎| 2.33G/2.50G [00:12<00:00, 202MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 94%|█████████▍| 2.36G/2.50G [00:12<00:00, 216MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 95%|█████████▌| 2.38G/2.50G [00:12<00:00, 210MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 96%|█████████▌| 2.40G/2.50G [00:13<00:00, 194MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 97%|█████████▋| 2.43G/2.50G [00:13<00:00, 212MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 98%|█████████▊| 2.45G/2.50G [00:13<00:00, 197MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 99%|█████████▊| 2.47G/2.50G [00:13<00:00, 189MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "100%|█████████▉| 2.49G/2.50G [00:13<00:00, 204MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "100%|██████████| 2.50G/2.50G [00:13<00:00, 198MB/s]"
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+      "  0%|          | 4.01M/1.35G [00:00<00:41, 34.7MB/s]"
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      "output_type": "stream",
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+      "  1%|          | 8.01M/1.35G [00:00<00:37, 38.3MB/s]"
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      "output_type": "stream",
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+      "  1%|          | 17.1M/1.35G [00:00<00:22, 62.9MB/s]"
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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+      " 10%|█         | 142M/1.35G [00:01<00:08, 146MB/s]"
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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       "\r",
-      " 23%|██▎       | 311M/1.35G [00:01<00:04, 255MB/s]"
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      "output_type": "stream",
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-      " 26%|██▌       | 360M/1.35G [00:02<00:04, 239MB/s]"
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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       "\r",
-      " 61%|██████    | 844M/1.35G [00:03<00:01, 287MB/s]"
+      " 48%|████▊     | 662M/1.35G [00:03<00:02, 260MB/s]"
      ]
     },
     {
@@ -2614,7 +2725,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 63%|██████▎   | 871M/1.35G [00:03<00:01, 284MB/s]"
+      " 50%|████▉     | 687M/1.35G [00:03<00:02, 260MB/s]"
      ]
     },
     {
@@ -2622,7 +2733,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 65%|██████▌   | 901M/1.35G [00:03<00:01, 294MB/s]"
+      " 52%|█████▏    | 712M/1.35G [00:03<00:02, 261MB/s]"
      ]
     },
     {
@@ -2630,7 +2741,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 67%|██████▋   | 930M/1.35G [00:04<00:01, 295MB/s]"
+      " 53%|█████▎    | 737M/1.35G [00:03<00:02, 253MB/s]"
      ]
     },
     {
@@ -2638,7 +2749,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 70%|██████▉   | 962M/1.35G [00:04<00:01, 307MB/s]"
+      " 55%|█████▌    | 761M/1.35G [00:04<00:02, 250MB/s]"
      ]
     },
     {
@@ -2646,7 +2757,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 72%|███████▏  | 992M/1.35G [00:04<00:01, 311MB/s]"
+      " 57%|█████▋    | 786M/1.35G [00:04<00:02, 253MB/s]"
      ]
     },
     {
@@ -2654,7 +2765,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 74%|███████▍  | 1.00G/1.35G [00:04<00:01, 321MB/s]"
+      " 59%|█████▊    | 810M/1.35G [00:04<00:02, 250MB/s]"
      ]
     },
     {
@@ -2662,7 +2773,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 77%|███████▋  | 1.03G/1.35G [00:04<00:01, 298MB/s]"
+      " 61%|██████    | 836M/1.35G [00:04<00:02, 256MB/s]"
      ]
     },
     {
@@ -2670,7 +2781,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 79%|███████▊  | 1.06G/1.35G [00:04<00:01, 282MB/s]"
+      " 62%|██████▏   | 861M/1.35G [00:04<00:02, 258MB/s]"
      ]
     },
     {
@@ -2678,7 +2789,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 81%|████████  | 1.09G/1.35G [00:04<00:01, 279MB/s]"
+      " 64%|██████▍   | 886M/1.35G [00:04<00:01, 260MB/s]"
      ]
     },
     {
@@ -2686,7 +2797,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 83%|████████▎ | 1.11G/1.35G [00:04<00:00, 274MB/s]"
+      " 66%|██████▌   | 911M/1.35G [00:04<00:01, 258MB/s]"
      ]
     },
     {
@@ -2694,7 +2805,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 84%|████████▍ | 1.14G/1.35G [00:04<00:00, 262MB/s]"
+      " 68%|██████▊   | 935M/1.35G [00:04<00:01, 255MB/s]"
      ]
     },
     {
@@ -2702,7 +2813,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 86%|████████▋ | 1.16G/1.35G [00:05<00:00, 257MB/s]"
+      " 70%|██████▉   | 960M/1.35G [00:04<00:01, 220MB/s]"
      ]
     },
     {
@@ -2710,7 +2821,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 88%|████████▊ | 1.19G/1.35G [00:05<00:01, 108MB/s]"
+      " 72%|███████▏  | 990M/1.35G [00:04<00:01, 246MB/s]"
      ]
     },
     {
@@ -2718,7 +2829,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 90%|████████▉ | 1.21G/1.35G [00:05<00:01, 128MB/s]"
+      " 74%|███████▎  | 0.99G/1.35G [00:05<00:01, 249MB/s]"
      ]
     },
     {
@@ -2726,7 +2837,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 92%|█████████▏| 1.23G/1.35G [00:05<00:00, 151MB/s]"
+      " 75%|███████▌  | 1.01G/1.35G [00:05<00:01, 251MB/s]"
      ]
     },
     {
@@ -2734,7 +2845,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 93%|█████████▎| 1.25G/1.35G [00:05<00:00, 165MB/s]"
+      " 77%|███████▋  | 1.04G/1.35G [00:05<00:01, 248MB/s]"
      ]
     },
     {
@@ -2742,7 +2853,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 95%|█████████▍| 1.28G/1.35G [00:06<00:00, 182MB/s]"
+      " 79%|███████▉  | 1.06G/1.35G [00:05<00:01, 257MB/s]"
      ]
     },
     {
@@ -2750,7 +2861,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 97%|█████████▋| 1.30G/1.35G [00:06<00:00, 197MB/s]"
+      " 81%|████████  | 1.09G/1.35G [00:05<00:00, 273MB/s]"
      ]
     },
     {
@@ -2758,7 +2869,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 98%|█████████▊| 1.33G/1.35G [00:06<00:00, 215MB/s]"
+      " 83%|████████▎ | 1.12G/1.35G [00:05<00:00, 279MB/s]"
      ]
     },
     {
@@ -2766,7 +2877,71 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "100%|██████████| 1.35G/1.35G [00:06<00:00, 229MB/s]"
+      " 85%|████████▌ | 1.15G/1.35G [00:05<00:00, 271MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 87%|████████▋ | 1.18G/1.35G [00:05<00:00, 278MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 89%|████████▉ | 1.20G/1.35G [00:05<00:00, 250MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 91%|█████████ | 1.23G/1.35G [00:06<00:00, 250MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 93%|█████████▎| 1.26G/1.35G [00:06<00:00, 272MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 95%|█████████▌| 1.28G/1.35G [00:06<00:00, 262MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 97%|█████████▋| 1.31G/1.35G [00:06<00:00, 259MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " 99%|█████████▉| 1.33G/1.35G [00:06<00:00, 250MB/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "100%|██████████| 1.35G/1.35G [00:06<00:00, 221MB/s]"
      ]
     },
     {
@@ -2809,10 +2984,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:39:43.848799Z",
-     "iopub.status.busy": "2024-01-15T08:39:43.848570Z",
-     "iopub.status.idle": "2024-01-15T08:39:43.859067Z",
-     "shell.execute_reply": "2024-01-15T08:39:43.858564Z"
+     "iopub.execute_input": "2024-01-15T11:07:46.207119Z",
+     "iopub.status.busy": "2024-01-15T11:07:46.206753Z",
+     "iopub.status.idle": "2024-01-15T11:07:46.218725Z",
+     "shell.execute_reply": "2024-01-15T11:07:46.218159Z"
     }
    },
    "outputs": [],
@@ -2832,10 +3007,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:39:43.861414Z",
-     "iopub.status.busy": "2024-01-15T08:39:43.861231Z",
-     "iopub.status.idle": "2024-01-15T08:39:43.893145Z",
-     "shell.execute_reply": "2024-01-15T08:39:43.892438Z"
+     "iopub.execute_input": "2024-01-15T11:07:46.221150Z",
+     "iopub.status.busy": "2024-01-15T11:07:46.220746Z",
+     "iopub.status.idle": "2024-01-15T11:07:46.254573Z",
+     "shell.execute_reply": "2024-01-15T11:07:46.253848Z"
     }
    },
    "outputs": [
@@ -2906,7 +3081,7 @@
        "      <td>[None]</td>\n",
        "      <td>[None]</td>\n",
        "      <td>a man wearing a face mask while looking at a c...</td>\n",
-       "      <td>[a man wearing a white mask holding a camera w...</td>\n",
+       "      <td>[a man wearing a protective mask while using h...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
@@ -2930,20 +3105,20 @@
        "      <td>[None]</td>\n",
        "      <td>[None]</td>\n",
        "      <td>a collage of images including a corona sign, a...</td>\n",
-       "      <td>[a hand holding an orange pipe filled with cor...</td>\n",
+       "      <td>[a person holding two sys in their hands and v...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>data/102730_eng.png</td>\n",
-       "      <td>400 DEATHS GET E-BOOK X AN Corporation ency Se...</td>\n",
+       "      <td>400 DEATHS GET E-BOOK X AN Corporation ncy Ser...</td>\n",
        "      <td>en</td>\n",
-       "      <td>400 DEATHS GET E-BOOK X AN Corporation ency Se...</td>\n",
+       "      <td>400 DEATHS GET E-BOOK X AN Corporation ncy Ser...</td>\n",
        "      <td>DEATHS GET E - BOOK X AN Corporation Services ...</td>\n",
        "      <td>A municipal worker sprays disinfectant on his...</td>\n",
        "      <td>NEGATIVE</td>\n",
        "      <td>0.99</td>\n",
-       "      <td>[AN Corporation ency Services, Ahmedabad, RE]</td>\n",
-       "      <td>[ORG, LOC, PER]</td>\n",
+       "      <td>[AN Corporation ncy Services, Ahmedabad, RE, #...</td>\n",
+       "      <td>[ORG, LOC, PER, ORG]</td>\n",
        "      <td>...</td>\n",
        "      <td>No</td>\n",
        "      <td>1</td>\n",
@@ -2954,7 +3129,7 @@
        "      <td>[sad]</td>\n",
        "      <td>[Negative]</td>\n",
        "      <td>two people in blue coats spray disinfection a van</td>\n",
-       "      <td>[two people wearing blue suits and white hats ...</td>\n",
+       "      <td>[two people wearing blue outfits are spraying ...</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -2965,12 +3140,12 @@
        "                filename                                               text  \\\n",
        "0   data/106349S_por.png  NEWS URGENTE SAMSUNG AO VIVO Rio de Janeiro NO...   \n",
        "1  data/102141_2_eng.png  CORONAVIRUS QUARANTINE CORONAVIRUS OUTBREAK BE...   \n",
-       "2    data/102730_eng.png  400 DEATHS GET E-BOOK X AN Corporation ency Se...   \n",
+       "2    data/102730_eng.png  400 DEATHS GET E-BOOK X AN Corporation ncy Ser...   \n",
        "\n",
        "  text_language                                       text_english  \\\n",
        "0            pt  NEWS URGENT SAMSUNG LIVE Rio de Janeiro NEW CO...   \n",
        "1            en  CORONAVIRUS QUARANTINE CORONAVIRUS OUTBREAK BE...   \n",
-       "2            en  400 DEATHS GET E-BOOK X AN Corporation ency Se...   \n",
+       "2            en  400 DEATHS GET E-BOOK X AN Corporation ncy Ser...   \n",
        "\n",
        "                                          text_clean  \\\n",
        "0  NEWS URGENT SAMSUNG LIVE Rio de Janeiro NEW CO...   \n",
@@ -2982,15 +3157,15 @@
        "1        Coronavirus QUARANTINE CORONAVIRUS OUTBREAK  NEGATIVE   \n",
        "2   A municipal worker sprays disinfectant on his...  NEGATIVE   \n",
        "\n",
-       "   sentiment_score                                            entity  \\\n",
-       "0             0.99          [Rio de Janeiro, C, ##IT, ##Y, PLANALTO]   \n",
-       "1             0.97  [CORONAVIRUS, ##ARANTI, CORONAVIR, Co, ##ronavi]   \n",
-       "2             0.99     [AN Corporation ency Services, Ahmedabad, RE]   \n",
+       "   sentiment_score                                             entity  \\\n",
+       "0             0.99           [Rio de Janeiro, C, ##IT, ##Y, PLANALTO]   \n",
+       "1             0.97   [CORONAVIRUS, ##ARANTI, CORONAVIR, Co, ##ronavi]   \n",
+       "2             0.99  [AN Corporation ncy Services, Ahmedabad, RE, #...   \n",
        "\n",
        "                  entity_type  ... multiple_faces no_faces  wears_mask   age  \\\n",
        "0   [LOC, ORG, LOC, ORG, LOC]  ...             No        1       [Yes]  [24]   \n",
        "1  [ORG, MISC, ORG, PER, ORG]  ...             No        1       [Yes]  [25]   \n",
-       "2             [ORG, LOC, PER]  ...             No        1        [No]  [27]   \n",
+       "2        [ORG, LOC, PER, ORG]  ...             No        1        [No]  [27]   \n",
        "\n",
        "  gender     race emotion emotion (category)  \\\n",
        "0  [Man]   [None]  [None]             [None]   \n",
@@ -3003,9 +3178,9 @@
        "2  two people in blue coats spray disinfection a van   \n",
        "\n",
        "                         3_non-deterministic_summary  \n",
-       "0  [a man wearing a white mask holding a camera w...  \n",
-       "1  [a hand holding an orange pipe filled with cor...  \n",
-       "2  [two people wearing blue suits and white hats ...  \n",
+       "0  [a man wearing a protective mask while using h...  \n",
+       "1  [a person holding two sys in their hands and v...  \n",
+       "2  [two people wearing blue outfits are spraying ...  \n",
        "\n",
        "[3 rows x 21 columns]"
       ]
@@ -3031,10 +3206,10 @@
    "execution_count": 9,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:39:43.954339Z",
-     "iopub.status.busy": "2024-01-15T08:39:43.954106Z",
-     "iopub.status.idle": "2024-01-15T08:39:43.960138Z",
-     "shell.execute_reply": "2024-01-15T08:39:43.959627Z"
+     "iopub.execute_input": "2024-01-15T11:07:46.309152Z",
+     "iopub.status.busy": "2024-01-15T11:07:46.308577Z",
+     "iopub.status.idle": "2024-01-15T11:07:46.315123Z",
+     "shell.execute_reply": "2024-01-15T11:07:46.314605Z"
     }
    },
    "outputs": [],
@@ -3074,10 +3249,10 @@
    "execution_count": 10,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:39:43.962776Z",
-     "iopub.status.busy": "2024-01-15T08:39:43.962396Z",
-     "iopub.status.idle": "2024-01-15T08:40:11.698691Z",
-     "shell.execute_reply": "2024-01-15T08:40:11.698069Z"
+     "iopub.execute_input": "2024-01-15T11:07:46.317610Z",
+     "iopub.status.busy": "2024-01-15T11:07:46.317222Z",
+     "iopub.status.idle": "2024-01-15T11:08:15.765134Z",
+     "shell.execute_reply": "2024-01-15T11:08:15.764340Z"
     }
    },
    "outputs": [],
@@ -3125,10 +3300,10 @@
    "execution_count": 11,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:40:11.701832Z",
-     "iopub.status.busy": "2024-01-15T08:40:11.701446Z",
-     "iopub.status.idle": "2024-01-15T08:40:15.564934Z",
-     "shell.execute_reply": "2024-01-15T08:40:15.564338Z"
+     "iopub.execute_input": "2024-01-15T11:08:15.768334Z",
+     "iopub.status.busy": "2024-01-15T11:08:15.767940Z",
+     "iopub.status.idle": "2024-01-15T11:08:19.759481Z",
+     "shell.execute_reply": "2024-01-15T11:08:19.758870Z"
     }
    },
    "outputs": [],
@@ -3163,10 +3338,10 @@
    "execution_count": 12,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:40:15.567859Z",
-     "iopub.status.busy": "2024-01-15T08:40:15.567641Z",
-     "iopub.status.idle": "2024-01-15T08:40:15.570852Z",
-     "shell.execute_reply": "2024-01-15T08:40:15.570262Z"
+     "iopub.execute_input": "2024-01-15T11:08:19.762620Z",
+     "iopub.status.busy": "2024-01-15T11:08:19.762415Z",
+     "iopub.status.idle": "2024-01-15T11:08:19.765497Z",
+     "shell.execute_reply": "2024-01-15T11:08:19.764966Z"
     }
    },
    "outputs": [],
@@ -3190,10 +3365,10 @@
    "execution_count": 13,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:40:15.573186Z",
-     "iopub.status.busy": "2024-01-15T08:40:15.572991Z",
-     "iopub.status.idle": "2024-01-15T08:41:25.166465Z",
-     "shell.execute_reply": "2024-01-15T08:41:25.165800Z"
+     "iopub.execute_input": "2024-01-15T11:08:19.767972Z",
+     "iopub.status.busy": "2024-01-15T11:08:19.767623Z",
+     "iopub.status.idle": "2024-01-15T11:09:35.366658Z",
+     "shell.execute_reply": "2024-01-15T11:09:35.365925Z"
     }
    },
    "outputs": [],
@@ -3239,10 +3414,10 @@
    "execution_count": 14,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:41:25.170915Z",
-     "iopub.status.busy": "2024-01-15T08:41:25.170417Z",
-     "iopub.status.idle": "2024-01-15T08:41:45.711625Z",
-     "shell.execute_reply": "2024-01-15T08:41:45.710951Z"
+     "iopub.execute_input": "2024-01-15T11:09:35.371005Z",
+     "iopub.status.busy": "2024-01-15T11:09:35.370567Z",
+     "iopub.status.idle": "2024-01-15T11:09:56.395648Z",
+     "shell.execute_reply": "2024-01-15T11:09:56.395053Z"
     }
    },
    "outputs": [
@@ -3259,7 +3434,7 @@
      "output_type": "stream",
      "text": [
       "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
-      "1/1 [==============================] - 1s 568ms/step\n"
+      "1/1 [==============================] - 1s 567ms/step\n"
      ]
     },
     {
@@ -3275,7 +3450,7 @@
      "output_type": "stream",
      "text": [
       "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
-      "1/1 [==============================] - 0s 227ms/step\n"
+      "1/1 [==============================] - 0s 220ms/step\n"
      ]
     },
     {
@@ -3291,7 +3466,7 @@
      "output_type": "stream",
      "text": [
       "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
-      "1/1 [==============================] - 0s 210ms/step\n"
+      "1/1 [==============================] - 0s 242ms/step\n"
      ]
     },
     {
@@ -3307,7 +3482,7 @@
      "output_type": "stream",
      "text": [
       "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
-      "1/1 [==============================] - 0s 492ms/step\n"
+      "1/1 [==============================] - 1s 511ms/step\n"
      ]
     },
     {
@@ -3323,7 +3498,7 @@
      "output_type": "stream",
      "text": [
       "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
-      "1/1 [==============================] - 0s 208ms/step\n"
+      "1/1 [==============================] - 0s 262ms/step\n"
      ]
     },
     {
@@ -3339,7 +3514,7 @@
      "output_type": "stream",
      "text": [
       "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
-      "1/1 [==============================] - 0s 205ms/step\n"
+      "1/1 [==============================] - 0s 216ms/step\n"
      ]
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     {
@@ -3355,7 +3530,7 @@
      "output_type": "stream",
      "text": [
       "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
-      "1/1 [==============================] - 0s 473ms/step\n"
+      "1/1 [==============================] - 1s 521ms/step\n"
      ]
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     {
@@ -3371,7 +3546,7 @@
      "output_type": "stream",
      "text": [
       "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
-      "1/1 [==============================] - 0s 209ms/step\n"
+      "1/1 [==============================] - 0s 215ms/step\n"
      ]
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@@ -3387,7 +3562,7 @@
      "output_type": "stream",
      "text": [
       "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
-      "1/1 [==============================] - 0s 211ms/step\n"
+      "1/1 [==============================] - 0s 221ms/step\n"
      ]
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@@ -3403,7 +3578,7 @@
      "output_type": "stream",
      "text": [
       "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
-      "1/1 [==============================] - 0s 206ms/step\n"
+      "1/1 [==============================] - 0s 222ms/step\n"
      ]
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     {
diff --git a/build/html/notebooks/Example colors.ipynb b/build/html/notebooks/Example colors.ipynb
index db97d31..636b32d 100644
--- a/build/html/notebooks/Example colors.ipynb	
+++ b/build/html/notebooks/Example colors.ipynb	
@@ -21,10 +21,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:41:56.176272Z",
-     "iopub.status.busy": "2024-01-15T08:41:56.175725Z",
-     "iopub.status.idle": "2024-01-15T08:41:56.183397Z",
-     "shell.execute_reply": "2024-01-15T08:41:56.182901Z"
+     "iopub.execute_input": "2024-01-15T11:10:06.893784Z",
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+     "iopub.status.idle": "2024-01-15T11:10:06.901045Z",
+     "shell.execute_reply": "2024-01-15T11:10:06.900549Z"
     }
    },
    "outputs": [],
@@ -50,10 +50,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:41:56.185699Z",
-     "iopub.status.busy": "2024-01-15T08:41:56.185335Z",
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-     "shell.execute_reply": "2024-01-15T08:42:09.854172Z"
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     }
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    "outputs": [],
@@ -75,10 +75,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
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-     "shell.execute_reply": "2024-01-15T08:42:09.862272Z"
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+     "iopub.status.idle": "2024-01-15T11:10:20.926372Z",
+     "shell.execute_reply": "2024-01-15T11:10:20.925792Z"
     }
    },
    "outputs": [],
@@ -104,10 +104,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:42:09.865280Z",
-     "iopub.status.busy": "2024-01-15T08:42:09.864937Z",
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-     "shell.execute_reply": "2024-01-15T08:42:09.891204Z"
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+     "shell.execute_reply": "2024-01-15T11:10:20.964719Z"
     }
    },
    "outputs": [
@@ -126,7 +126,7 @@
        "        "
       ],
       "text/plain": [
-       "<IPython.lib.display.IFrame at 0x7fdc562fac10>"
+       "<IPython.lib.display.IFrame at 0x7fd90adf4cd0>"
       ]
      },
      "metadata": {},
@@ -150,10 +150,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:42:09.895845Z",
-     "iopub.status.busy": "2024-01-15T08:42:09.895312Z",
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-     "shell.execute_reply": "2024-01-15T08:42:15.335155Z"
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+     "shell.execute_reply": "2024-01-15T11:10:26.327484Z"
     }
    },
    "outputs": [],
@@ -174,10 +174,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:42:15.341715Z",
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-     "shell.execute_reply": "2024-01-15T08:42:15.344409Z"
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+     "shell.execute_reply": "2024-01-15T11:10:26.334030Z"
     }
    },
    "outputs": [],
@@ -197,10 +197,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:42:15.347873Z",
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-     "shell.execute_reply": "2024-01-15T08:42:15.360371Z"
+     "iopub.execute_input": "2024-01-15T11:10:26.338776Z",
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+     "shell.execute_reply": "2024-01-15T11:10:26.350034Z"
     }
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    "outputs": [
@@ -326,10 +326,10 @@
    "execution_count": 8,
    "metadata": {
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-     "iopub.execute_input": "2024-01-15T08:42:15.363612Z",
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-     "shell.execute_reply": "2024-01-15T08:42:15.366734Z"
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+     "shell.execute_reply": "2024-01-15T11:10:26.356396Z"
     }
    },
    "outputs": [],
diff --git a/build/html/notebooks/Example cropposts.ipynb b/build/html/notebooks/Example cropposts.ipynb
index 2364da0..51c04f9 100644
--- a/build/html/notebooks/Example cropposts.ipynb	
+++ b/build/html/notebooks/Example cropposts.ipynb	
@@ -25,10 +25,10 @@
    "id": "70ffb7e2",
    "metadata": {
     "execution": {
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-     "iopub.status.idle": "2024-01-15T08:42:19.978781Z",
-     "shell.execute_reply": "2024-01-15T08:42:19.978287Z"
+     "iopub.execute_input": "2024-01-15T11:10:30.716855Z",
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+     "iopub.status.idle": "2024-01-15T11:10:30.731945Z",
+     "shell.execute_reply": "2024-01-15T11:10:30.731462Z"
     }
    },
    "outputs": [],
@@ -61,10 +61,10 @@
    "id": "5ae02c45",
    "metadata": {
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+     "shell.execute_reply": "2024-01-15T11:10:40.312544Z"
     }
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    "outputs": [],
@@ -92,10 +92,10 @@
    "id": "d04d0e86",
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-     "shell.execute_reply": "2024-01-15T08:42:30.038035Z"
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     }
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    "outputs": [
@@ -153,10 +153,10 @@
    "id": "71850d9d",
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@@ -227,10 +227,10 @@
    "id": "eef89291",
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     }
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    "outputs": [
diff --git a/build/html/notebooks/Example multimodal.html b/build/html/notebooks/Example multimodal.html
index 0b83f57..715005e 100644
--- a/build/html/notebooks/Example multimodal.html	
+++ b/build/html/notebooks/Example multimodal.html	
@@ -242,33 +242,16 @@
 <div class="highlight"><pre></div></div>
 </div>
 <dl>
-<dt>vocab.txt: 100%|██████████| 232k/232k [00:00&amp;lt;00:00, 2.15MB/s]</dt><dd><blockquote>
+<dt>vocab.txt: 100%|██████████| 232k/232k [00:00&amp;lt;00:00, 11.1MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>vocab.txt: 100%|██████████| 232k/232k [00:00&lt;00:00, 2.15MB/s]</dt><dd><blockquote>
+<dt>vocab.txt: 100%|██████████| 232k/232k [00:00&lt;00:00, 11.1MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>vocab.txt: 100%|██████████| 232k/232k [00:00&lt;00:00, 2.15MB/s]</p>
-<div class="nboutput docutils container">
-<div class="prompt empty docutils container">
-</div>
-<div class="output_area stderr docutils container">
-<div class="highlight"><pre></div></div>
-</div>
-<dl>
-<dt>vocab.txt: 100%|██████████| 232k/232k [00:00&amp;lt;00:00, 2.13MB/s]</dt><dd><blockquote>
-<div><p>&lt;/pre&gt;</p>
-</div></blockquote>
-</dd>
-<dt>vocab.txt: 100%|██████████| 232k/232k [00:00&lt;00:00, 2.13MB/s]</dt><dd><blockquote>
-<div><p>end{sphinxVerbatim}</p>
-</div></blockquote>
-</dd>
-</dl>
-<p>vocab.txt: 100%|██████████| 232k/232k [00:00&lt;00:00, 2.13MB/s]</p>
+<p>vocab.txt: 100%|██████████| 232k/232k [00:00&lt;00:00, 11.1MB/s]</p>
 <div class="nboutput docutils container">
 <div class="prompt empty docutils container">
 </div>
@@ -301,16 +284,16 @@
 <div class="highlight"><pre></div></div>
 </div>
 <dl>
-<dt>tokenizer_config.json: 100%|██████████| 28.0/28.0 [00:00&amp;lt;00:00, 17.9kB/s]</dt><dd><blockquote>
+<dt>tokenizer_config.json: 100%|██████████| 28.0/28.0 [00:00&amp;lt;00:00, 12.1kB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>tokenizer_config.json: 100%|██████████| 28.0/28.0 [00:00&lt;00:00, 17.9kB/s]</dt><dd><blockquote>
+<dt>tokenizer_config.json: 100%|██████████| 28.0/28.0 [00:00&lt;00:00, 12.1kB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>tokenizer_config.json: 100%|██████████| 28.0/28.0 [00:00&lt;00:00, 17.9kB/s]</p>
+<p>tokenizer_config.json: 100%|██████████| 28.0/28.0 [00:00&lt;00:00, 12.1kB/s]</p>
 <div class="nboutput docutils container">
 <div class="prompt empty docutils container">
 </div>
@@ -343,16 +326,16 @@
 <div class="highlight"><pre></div></div>
 </div>
 <dl>
-<dt>config.json: 100%|██████████| 570/570 [00:00&amp;lt;00:00, 1.17MB/s]</dt><dd><blockquote>
+<dt>config.json: 100%|██████████| 570/570 [00:00&amp;lt;00:00, 801kB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>config.json: 100%|██████████| 570/570 [00:00&lt;00:00, 1.17MB/s]</dt><dd><blockquote>
+<dt>config.json: 100%|██████████| 570/570 [00:00&lt;00:00, 801kB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>config.json: 100%|██████████| 570/570 [00:00&lt;00:00, 1.17MB/s]</p>
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@@ -401,16 +384,16 @@
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>0%|          | 4.01M/1.97G [00:00&amp;lt;01:14, 28.5MB/s]</dt><dd><blockquote>
+<dt>0%|          | 4.01M/1.97G [00:00&amp;lt;01:21, 25.8MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>0%|          | 4.01M/1.97G [00:00&lt;01:14, 28.5MB/s]</dt><dd><blockquote>
+<dt>0%|          | 4.01M/1.97G [00:00&lt;01:21, 25.8MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>0%|          | 4.01M/1.97G [00:00&lt;01:14, 28.5MB/s]</p>
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@@ -427,16 +410,16 @@
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>1%|          | 14.8M/1.97G [00:00&amp;lt;00:29, 70.4MB/s]</dt><dd><blockquote>
+<dt>0%|          | 8.01M/1.97G [00:00&amp;lt;01:07, 31.2MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
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 </dd>
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+<dt>0%|          | 8.01M/1.97G [00:00&lt;01:07, 31.2MB/s]</dt><dd><blockquote>
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@@ -453,16 +436,16 @@
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 <div class="highlight"><pre></div></div></blockquote>
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-<dt>1%|          | 24.0M/1.97G [00:00&amp;lt;00:29, 71.3MB/s]</dt><dd><blockquote>
+<dt>1%|          | 16.0M/1.97G [00:00&amp;lt;00:55, 37.8MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
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-<div><p>end{sphinxVerbatim}</p>
-</div></blockquote>
-</dd>
-</dl>
-<p>97%|█████████▋| 1.90G/1.97G [00:09&lt;00:00, 268MB/s]</p>
-</div>
-</div>
-<div class="nboutput nblast docutils container">
-<div class="prompt empty docutils container">
-</div>
-<div class="output_area docutils container">
-<blockquote>
-<div><dl class="field-list simple">
-<dt class="field-odd">more-to-come<span class="colon">:</span></dt>
-<dd class="field-odd"><p></p></dd>
-<dt class="field-even">class<span class="colon">:</span></dt>
-<dd class="field-even"><p>stderr</p>
-</dd>
-</dl>
-<div class="highlight"><pre></div></div></blockquote>
-<dl>
-<dt>98%|█████████▊| 1.93G/1.97G [00:09&amp;lt;00:00, 242MB/s]</dt><dd><blockquote>
-<div><p>&lt;/pre&gt;</p>
-</div></blockquote>
-</dd>
-<dt>98%|█████████▊| 1.93G/1.97G [00:09&lt;00:00, 242MB/s]</dt><dd><blockquote>
-<div><p>end{sphinxVerbatim}</p>
-</div></blockquote>
-</dd>
-</dl>
-<p>98%|█████████▊| 1.93G/1.97G [00:09&lt;00:00, 242MB/s]</p>
-</div>
-</div>
-<div class="nboutput nblast docutils container">
-<div class="prompt empty docutils container">
-</div>
-<div class="output_area docutils container">
-<blockquote>
-<div><dl class="field-list simple">
-<dt class="field-odd">more-to-come<span class="colon">:</span></dt>
-<dd class="field-odd"><p></p></dd>
-<dt class="field-even">class<span class="colon">:</span></dt>
-<dd class="field-even"><p>stderr</p>
-</dd>
-</dl>
-<div class="highlight"><pre></div></div></blockquote>
-<dl>
-<dt>99%|█████████▉| 1.95G/1.97G [00:09&amp;lt;00:00, 242MB/s]</dt><dd><blockquote>
-<div><p>&lt;/pre&gt;</p>
-</div></blockquote>
-</dd>
-<dt>99%|█████████▉| 1.95G/1.97G [00:09&lt;00:00, 242MB/s]</dt><dd><blockquote>
-<div><p>end{sphinxVerbatim}</p>
-</div></blockquote>
-</dd>
-</dl>
-<p>99%|█████████▉| 1.95G/1.97G [00:09&lt;00:00, 242MB/s]</p>
+<p>98%|█████████▊| 1.94G/1.97G [00:10&lt;00:00, 237MB/s]</p>
 </div>
 </div>
 <div class="nboutput docutils container">
@@ -2604,16 +2509,33 @@
 <div class="highlight"><pre></div></div>
 </div>
 <dl>
-<dt>100%|██████████| 1.97G/1.97G [00:09&amp;lt;00:00, 216MB/s]</dt><dd><blockquote>
+<dt>100%|█████████▉| 1.97G/1.97G [00:11&amp;lt;00:00, 249MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>100%|██████████| 1.97G/1.97G [00:09&lt;00:00, 216MB/s]</dt><dd><blockquote>
+<dt>100%|█████████▉| 1.97G/1.97G [00:11&lt;00:00, 249MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>100%|██████████| 1.97G/1.97G [00:09&lt;00:00, 216MB/s]</p>
+<p>100%|█████████▉| 1.97G/1.97G [00:11&lt;00:00, 249MB/s]</p>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area stderr docutils container">
+<div class="highlight"><pre></div></div>
+</div>
+<dl>
+<dt>100%|██████████| 1.97G/1.97G [00:11&amp;lt;00:00, 192MB/s]</dt><dd><blockquote>
+<div><p>&lt;/pre&gt;</p>
+</div></blockquote>
+</dd>
+<dt>100%|██████████| 1.97G/1.97G [00:11&lt;00:00, 192MB/s]</dt><dd><blockquote>
+<div><p>end{sphinxVerbatim}</p>
+</div></blockquote>
+</dd>
+</dl>
+<p>100%|██████████| 1.97G/1.97G [00:11&lt;00:00, 192MB/s]</p>
 <div class="nboutput nblast docutils container">
 <div class="prompt empty docutils container">
 </div>
@@ -3145,16 +3067,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>0%|          | 4.01M/1.78G [00:00&amp;lt;01:22, 23.1MB/s]</dt><dd><blockquote>
+<dt>0%|          | 4.01M/1.78G [00:00&amp;lt;00:51, 37.2MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>0%|          | 4.01M/1.78G [00:00&lt;01:22, 23.1MB/s]</dt><dd><blockquote>
+<dt>0%|          | 4.01M/1.78G [00:00&lt;00:51, 37.2MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
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-<p>0%|          | 4.01M/1.78G [00:00&lt;01:22, 23.1MB/s]</p>
+<p>0%|          | 4.01M/1.78G [00:00&lt;00:51, 37.2MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -3171,16 +3093,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>1%|          | 15.0M/1.78G [00:00&amp;lt;00:29, 63.6MB/s]</dt><dd><blockquote>
+<dt>1%|▏         | 24.3M/1.78G [00:00&amp;lt;00:13, 135MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>1%|          | 15.0M/1.78G [00:00&lt;00:29, 63.6MB/s]</dt><dd><blockquote>
+<dt>1%|▏         | 24.3M/1.78G [00:00&lt;00:13, 135MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
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-<p>1%|          | 15.0M/1.78G [00:00&lt;00:29, 63.6MB/s]</p>
+<p>1%|▏         | 24.3M/1.78G [00:00&lt;00:13, 135MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -3197,16 +3119,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>1%|▏         | 23.2M/1.78G [00:00&amp;lt;00:26, 72.2MB/s]</dt><dd><blockquote>
+<dt>2%|▏         | 40.0M/1.78G [00:00&amp;lt;00:12, 145MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>1%|▏         | 23.2M/1.78G [00:00&lt;00:26, 72.2MB/s]</dt><dd><blockquote>
+<dt>2%|▏         | 40.0M/1.78G [00:00&lt;00:12, 145MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
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 </dl>
-<p>1%|▏         | 23.2M/1.78G [00:00&lt;00:26, 72.2MB/s]</p>
+<p>2%|▏         | 40.0M/1.78G [00:00&lt;00:12, 145MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -3223,16 +3145,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>2%|▏         | 32.0M/1.78G [00:00&amp;lt;00:26, 71.0MB/s]</dt><dd><blockquote>
+<dt>3%|▎         | 55.0M/1.78G [00:00&amp;lt;00:12, 150MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>2%|▏         | 32.0M/1.78G [00:00&lt;00:26, 71.0MB/s]</dt><dd><blockquote>
+<dt>3%|▎         | 55.0M/1.78G [00:00&lt;00:12, 150MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
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-<p>2%|▏         | 32.0M/1.78G [00:00&lt;00:26, 71.0MB/s]</p>
+<p>3%|▎         | 55.0M/1.78G [00:00&lt;00:12, 150MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -3249,16 +3171,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>2%|▏         | 40.0M/1.78G [00:00&amp;lt;00:37, 49.2MB/s]</dt><dd><blockquote>
+<dt>4%|▍         | 72.0M/1.78G [00:00&amp;lt;00:19, 92.4MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>2%|▏         | 40.0M/1.78G [00:00&lt;00:37, 49.2MB/s]</dt><dd><blockquote>
+<dt>4%|▍         | 72.0M/1.78G [00:00&lt;00:19, 92.4MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
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-<p>2%|▏         | 40.0M/1.78G [00:00&lt;00:37, 49.2MB/s]</p>
+<p>4%|▍         | 72.0M/1.78G [00:00&lt;00:19, 92.4MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -3275,16 +3197,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>3%|▎         | 45.8M/1.78G [00:01&amp;lt;00:45, 40.8MB/s]</dt><dd><blockquote>
+<dt>5%|▍         | 88.0M/1.78G [00:01&amp;lt;00:25, 70.4MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>3%|▎         | 45.8M/1.78G [00:01&lt;00:45, 40.8MB/s]</dt><dd><blockquote>
+<dt>5%|▍         | 88.0M/1.78G [00:01&lt;00:25, 70.4MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
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-<p>3%|▎         | 45.8M/1.78G [00:01&lt;00:45, 40.8MB/s]</p>
+<p>5%|▍         | 88.0M/1.78G [00:01&lt;00:25, 70.4MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -3301,16 +3223,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>3%|▎         | 50.4M/1.78G [00:01&amp;lt;01:44, 17.8MB/s]</dt><dd><blockquote>
+<dt>5%|▌         | 97.0M/1.78G [00:01&amp;lt;00:25, 70.2MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>3%|▎         | 50.4M/1.78G [00:01&lt;01:44, 17.8MB/s]</dt><dd><blockquote>
+<dt>5%|▌         | 97.0M/1.78G [00:01&lt;00:25, 70.2MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
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-<p>3%|▎         | 50.4M/1.78G [00:01&lt;01:44, 17.8MB/s]</p>
+<p>5%|▌         | 97.0M/1.78G [00:01&lt;00:25, 70.2MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -3327,16 +3249,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>3%|▎         | 53.8M/1.78G [00:01&amp;lt;01:41, 18.2MB/s]</dt><dd><blockquote>
+<dt>7%|▋         | 120M/1.78G [00:01&amp;lt;00:17, 102MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>3%|▎         | 53.8M/1.78G [00:01&lt;01:41, 18.2MB/s]</dt><dd><blockquote>
+<dt>7%|▋         | 120M/1.78G [00:01&lt;00:17, 102MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
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-<p>3%|▎         | 53.8M/1.78G [00:01&lt;01:41, 18.2MB/s]</p>
+<p>7%|▋         | 120M/1.78G [00:01&lt;00:17, 102MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -3353,16 +3275,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>3%|▎         | 56.7M/1.78G [00:02&amp;lt;01:58, 15.7MB/s]</dt><dd><blockquote>
+<dt>8%|▊         | 143M/1.78G [00:01&amp;lt;00:13, 133MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>3%|▎         | 56.7M/1.78G [00:02&lt;01:58, 15.7MB/s]</dt><dd><blockquote>
+<dt>8%|▊         | 143M/1.78G [00:01&lt;00:13, 133MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
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-<p>3%|▎         | 56.7M/1.78G [00:02&lt;01:58, 15.7MB/s]</p>
+<p>8%|▊         | 143M/1.78G [00:01&lt;00:13, 133MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -3379,16 +3301,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>3%|▎         | 60.0M/1.78G [00:02&amp;lt;02:00, 15.3MB/s]</dt><dd><blockquote>
+<dt>9%|▉         | 160M/1.78G [00:01&amp;lt;00:12, 141MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>3%|▎         | 60.0M/1.78G [00:02&lt;02:00, 15.3MB/s]</dt><dd><blockquote>
+<dt>9%|▉         | 160M/1.78G [00:01&lt;00:12, 141MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
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-<p>3%|▎         | 60.0M/1.78G [00:02&lt;02:00, 15.3MB/s]</p>
+<p>9%|▉         | 160M/1.78G [00:01&lt;00:12, 141MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -3405,16 +3327,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>3%|▎         | 62.0M/1.78G [00:02&amp;lt;01:58, 15.5MB/s]</dt><dd><blockquote>
+<dt>10%|▉         | 176M/1.78G [00:01&amp;lt;00:12, 139MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>3%|▎         | 62.0M/1.78G [00:02&lt;01:58, 15.5MB/s]</dt><dd><blockquote>
+<dt>10%|▉         | 176M/1.78G [00:01&lt;00:12, 139MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
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-<p>3%|▎         | 62.0M/1.78G [00:02&lt;01:58, 15.5MB/s]</p>
+<p>10%|▉         | 176M/1.78G [00:01&lt;00:12, 139MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -3431,16 +3353,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>4%|▎         | 64.0M/1.78G [00:02&amp;lt;01:55, 15.9MB/s]</dt><dd><blockquote>
+<dt>10%|█         | 191M/1.78G [00:01&amp;lt;00:11, 143MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>4%|▎         | 64.0M/1.78G [00:02&lt;01:55, 15.9MB/s]</dt><dd><blockquote>
+<dt>10%|█         | 191M/1.78G [00:01&lt;00:11, 143MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
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-<p>4%|▎         | 64.0M/1.78G [00:02&lt;01:55, 15.9MB/s]</p>
+<p>10%|█         | 191M/1.78G [00:01&lt;00:11, 143MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -3457,16 +3379,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>4%|▎         | 66.0M/1.78G [00:02&amp;lt;02:00, 15.2MB/s]</dt><dd><blockquote>
+<dt>11%|█▏        | 208M/1.78G [00:01&amp;lt;00:14, 119MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>4%|▎         | 66.0M/1.78G [00:02&lt;02:00, 15.2MB/s]</dt><dd><blockquote>
+<dt>11%|█▏        | 208M/1.78G [00:01&lt;00:14, 119MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
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-<p>4%|▎         | 66.0M/1.78G [00:02&lt;02:00, 15.2MB/s]</p>
+<p>11%|█▏        | 208M/1.78G [00:01&lt;00:14, 119MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -3483,16 +3405,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>4%|▎         | 68.0M/1.78G [00:03&amp;lt;02:25, 12.6MB/s]</dt><dd><blockquote>
+<dt>13%|█▎        | 232M/1.78G [00:02&amp;lt;00:11, 142MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>4%|▎         | 68.0M/1.78G [00:03&lt;02:25, 12.6MB/s]</dt><dd><blockquote>
+<dt>13%|█▎        | 232M/1.78G [00:02&lt;00:11, 142MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
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-<p>4%|▎         | 68.0M/1.78G [00:03&lt;02:25, 12.6MB/s]</p>
+<p>13%|█▎        | 232M/1.78G [00:02&lt;00:11, 142MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -3509,16 +3431,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>4%|▍         | 72.3M/1.78G [00:03&amp;lt;02:10, 14.0MB/s]</dt><dd><blockquote>
+<dt>14%|█▍        | 261M/1.78G [00:02&amp;lt;00:09, 179MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>4%|▍         | 72.3M/1.78G [00:03&lt;02:10, 14.0MB/s]</dt><dd><blockquote>
+<dt>14%|█▍        | 261M/1.78G [00:02&lt;00:09, 179MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
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-<p>4%|▍         | 72.3M/1.78G [00:03&lt;02:10, 14.0MB/s]</p>
+<p>14%|█▍        | 261M/1.78G [00:02&lt;00:09, 179MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -3535,16 +3457,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>4%|▍         | 80.0M/1.78G [00:03&amp;lt;01:16, 23.8MB/s]</dt><dd><blockquote>
+<dt>16%|█▌        | 284M/1.78G [00:02&amp;lt;00:08, 197MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>4%|▍         | 80.0M/1.78G [00:03&lt;01:16, 23.8MB/s]</dt><dd><blockquote>
+<dt>16%|█▌        | 284M/1.78G [00:02&lt;00:08, 197MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>4%|▍         | 80.0M/1.78G [00:03&lt;01:16, 23.8MB/s]</p>
+<p>16%|█▌        | 284M/1.78G [00:02&lt;00:08, 197MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -3561,16 +3483,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>5%|▍         | 83.0M/1.78G [00:03&amp;lt;01:20, 22.6MB/s]</dt><dd><blockquote>
+<dt>17%|█▋        | 312M/1.78G [00:02&amp;lt;00:07, 221MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>5%|▍         | 83.0M/1.78G [00:03&lt;01:20, 22.6MB/s]</dt><dd><blockquote>
+<dt>17%|█▋        | 312M/1.78G [00:02&lt;00:07, 221MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>5%|▍         | 83.0M/1.78G [00:03&lt;01:20, 22.6MB/s]</p>
+<p>17%|█▋        | 312M/1.78G [00:02&lt;00:07, 221MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -3587,16 +3509,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>5%|▌         | 96.0M/1.78G [00:04&amp;lt;01:05, 27.5MB/s]</dt><dd><blockquote>
+<dt>18%|█▊        | 336M/1.78G [00:02&amp;lt;00:06, 226MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>5%|▌         | 96.0M/1.78G [00:04&lt;01:05, 27.5MB/s]</dt><dd><blockquote>
+<dt>18%|█▊        | 336M/1.78G [00:02&lt;00:06, 226MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>5%|▌         | 96.0M/1.78G [00:04&lt;01:05, 27.5MB/s]</p>
+<p>18%|█▊        | 336M/1.78G [00:02&lt;00:06, 226MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -3613,16 +3535,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>7%|▋         | 120M/1.78G [00:04&amp;lt;00:29, 59.5MB/s]</dt><dd><blockquote>
+<dt>20%|█▉        | 359M/1.78G [00:02&amp;lt;00:07, 199MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>7%|▋         | 120M/1.78G [00:04&lt;00:29, 59.5MB/s]</dt><dd><blockquote>
+<dt>20%|█▉        | 359M/1.78G [00:02&lt;00:07, 199MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>7%|▋         | 120M/1.78G [00:04&lt;00:29, 59.5MB/s]</p>
+<p>20%|█▉        | 359M/1.78G [00:02&lt;00:07, 199MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -3639,16 +3561,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>8%|▊         | 137M/1.78G [00:04&amp;lt;00:22, 79.9MB/s]</dt><dd><blockquote>
+<dt>21%|██        | 379M/1.78G [00:02&amp;lt;00:08, 182MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>8%|▊         | 137M/1.78G [00:04&lt;00:22, 79.9MB/s]</dt><dd><blockquote>
+<dt>21%|██        | 379M/1.78G [00:02&lt;00:08, 182MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>8%|▊         | 137M/1.78G [00:04&lt;00:22, 79.9MB/s]</p>
+<p>21%|██        | 379M/1.78G [00:02&lt;00:08, 182MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -3665,16 +3587,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>8%|▊         | 149M/1.78G [00:04&amp;lt;00:20, 86.1MB/s]</dt><dd><blockquote>
+<dt>23%|██▎       | 410M/1.78G [00:02&amp;lt;00:06, 217MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>8%|▊         | 149M/1.78G [00:04&lt;00:20, 86.1MB/s]</dt><dd><blockquote>
+<dt>23%|██▎       | 410M/1.78G [00:02&lt;00:06, 217MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>8%|▊         | 149M/1.78G [00:04&lt;00:20, 86.1MB/s]</p>
+<p>23%|██▎       | 410M/1.78G [00:02&lt;00:06, 217MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -3691,16 +3613,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>9%|▉         | 168M/1.78G [00:04&amp;lt;00:23, 74.3MB/s]</dt><dd><blockquote>
+<dt>24%|██▎       | 432M/1.78G [00:03&amp;lt;00:07, 197MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>9%|▉         | 168M/1.78G [00:04&lt;00:23, 74.3MB/s]</dt><dd><blockquote>
+<dt>24%|██▎       | 432M/1.78G [00:03&lt;00:07, 197MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>9%|▉         | 168M/1.78G [00:04&lt;00:23, 74.3MB/s]</p>
+<p>24%|██▎       | 432M/1.78G [00:03&lt;00:07, 197MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -3717,16 +3639,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>10%|█         | 184M/1.78G [00:05&amp;lt;00:32, 52.4MB/s]</dt><dd><blockquote>
+<dt>25%|██▌       | 462M/1.78G [00:03&amp;lt;00:06, 225MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>10%|█         | 184M/1.78G [00:05&lt;00:32, 52.4MB/s]</dt><dd><blockquote>
+<dt>25%|██▌       | 462M/1.78G [00:03&lt;00:06, 225MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>10%|█         | 184M/1.78G [00:05&lt;00:32, 52.4MB/s]</p>
+<p>25%|██▌       | 462M/1.78G [00:03&lt;00:06, 225MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -3743,16 +3665,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>11%|█▏        | 208M/1.78G [00:05&amp;lt;00:23, 72.0MB/s]</dt><dd><blockquote>
+<dt>27%|██▋       | 490M/1.78G [00:03&amp;lt;00:05, 243MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>11%|█▏        | 208M/1.78G [00:05&lt;00:23, 72.0MB/s]</dt><dd><blockquote>
+<dt>27%|██▋       | 490M/1.78G [00:03&lt;00:05, 243MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>11%|█▏        | 208M/1.78G [00:05&lt;00:23, 72.0MB/s]</p>
+<p>27%|██▋       | 490M/1.78G [00:03&lt;00:05, 243MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -3769,16 +3691,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>13%|█▎        | 232M/1.78G [00:05&amp;lt;00:18, 89.2MB/s]</dt><dd><blockquote>
+<dt>29%|██▊       | 520M/1.78G [00:03&amp;lt;00:05, 253MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>13%|█▎        | 232M/1.78G [00:05&lt;00:18, 89.2MB/s]</dt><dd><blockquote>
+<dt>29%|██▊       | 520M/1.78G [00:03&lt;00:05, 253MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>13%|█▎        | 232M/1.78G [00:05&lt;00:18, 89.2MB/s]</p>
+<p>29%|██▊       | 520M/1.78G [00:03&lt;00:05, 253MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -3795,16 +3717,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>14%|█▍        | 256M/1.78G [00:05&amp;lt;00:14, 114MB/s]</dt><dd><blockquote>
+<dt>30%|██▉       | 545M/1.78G [00:03&amp;lt;00:05, 249MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>14%|█▍        | 256M/1.78G [00:05&lt;00:14, 114MB/s]</dt><dd><blockquote>
+<dt>30%|██▉       | 545M/1.78G [00:03&lt;00:05, 249MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>14%|█▍        | 256M/1.78G [00:05&lt;00:14, 114MB/s]</p>
+<p>30%|██▉       | 545M/1.78G [00:03&lt;00:05, 249MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -3821,16 +3743,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>15%|█▌        | 280M/1.78G [00:05&amp;lt;00:11, 138MB/s]</dt><dd><blockquote>
+<dt>31%|███▏      | 572M/1.78G [00:03&amp;lt;00:05, 257MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>15%|█▌        | 280M/1.78G [00:05&lt;00:11, 138MB/s]</dt><dd><blockquote>
+<dt>31%|███▏      | 572M/1.78G [00:03&lt;00:05, 257MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>15%|█▌        | 280M/1.78G [00:05&lt;00:11, 138MB/s]</p>
+<p>31%|███▏      | 572M/1.78G [00:03&lt;00:05, 257MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -3847,16 +3769,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>16%|█▋        | 300M/1.78G [00:05&amp;lt;00:10, 152MB/s]</dt><dd><blockquote>
+<dt>33%|███▎      | 598M/1.78G [00:03&amp;lt;00:04, 264MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>16%|█▋        | 300M/1.78G [00:05&lt;00:10, 152MB/s]</dt><dd><blockquote>
+<dt>33%|███▎      | 598M/1.78G [00:03&lt;00:04, 264MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>16%|█▋        | 300M/1.78G [00:05&lt;00:10, 152MB/s]</p>
+<p>33%|███▎      | 598M/1.78G [00:03&lt;00:04, 264MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -3873,16 +3795,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>17%|█▋        | 318M/1.78G [00:06&amp;lt;00:10, 151MB/s]</dt><dd><blockquote>
+<dt>34%|███▍      | 628M/1.78G [00:03&amp;lt;00:04, 276MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>17%|█▋        | 318M/1.78G [00:06&lt;00:10, 151MB/s]</dt><dd><blockquote>
+<dt>34%|███▍      | 628M/1.78G [00:03&lt;00:04, 276MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>17%|█▋        | 318M/1.78G [00:06&lt;00:10, 151MB/s]</p>
+<p>34%|███▍      | 628M/1.78G [00:03&lt;00:04, 276MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -3899,16 +3821,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>18%|█▊        | 335M/1.78G [00:06&amp;lt;00:10, 142MB/s]</dt><dd><blockquote>
+<dt>36%|███▌      | 659M/1.78G [00:03&amp;lt;00:04, 290MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>18%|█▊        | 335M/1.78G [00:06&lt;00:10, 142MB/s]</dt><dd><blockquote>
+<dt>36%|███▌      | 659M/1.78G [00:03&lt;00:04, 290MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>18%|█▊        | 335M/1.78G [00:06&lt;00:10, 142MB/s]</p>
+<p>36%|███▌      | 659M/1.78G [00:03&lt;00:04, 290MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -3925,16 +3847,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>19%|█▉        | 350M/1.78G [00:06&amp;lt;00:16, 91.3MB/s]</dt><dd><blockquote>
+<dt>38%|███▊      | 688M/1.78G [00:03&amp;lt;00:04, 273MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>19%|█▉        | 350M/1.78G [00:06&lt;00:16, 91.3MB/s]</dt><dd><blockquote>
+<dt>38%|███▊      | 688M/1.78G [00:03&lt;00:04, 273MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>19%|█▉        | 350M/1.78G [00:06&lt;00:16, 91.3MB/s]</p>
+<p>38%|███▊      | 688M/1.78G [00:03&lt;00:04, 273MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -3951,16 +3873,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>20%|█▉        | 362M/1.78G [00:06&amp;lt;00:19, 77.3MB/s]</dt><dd><blockquote>
+<dt>39%|███▉      | 714M/1.78G [00:04&amp;lt;00:04, 252MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>20%|█▉        | 362M/1.78G [00:06&lt;00:19, 77.3MB/s]</dt><dd><blockquote>
+<dt>39%|███▉      | 714M/1.78G [00:04&lt;00:04, 252MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>20%|█▉        | 362M/1.78G [00:06&lt;00:19, 77.3MB/s]</p>
+<p>39%|███▉      | 714M/1.78G [00:04&lt;00:04, 252MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -3977,16 +3899,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>20%|██        | 372M/1.78G [00:07&amp;lt;00:31, 48.7MB/s]</dt><dd><blockquote>
+<dt>41%|████      | 739M/1.78G [00:04&amp;lt;00:07, 145MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>20%|██        | 372M/1.78G [00:07&lt;00:31, 48.7MB/s]</dt><dd><blockquote>
+<dt>41%|████      | 739M/1.78G [00:04&lt;00:07, 145MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>20%|██        | 372M/1.78G [00:07&lt;00:31, 48.7MB/s]</p>
+<p>41%|████      | 739M/1.78G [00:04&lt;00:07, 145MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4003,16 +3925,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>21%|██        | 379M/1.78G [00:07&amp;lt;00:43, 35.1MB/s]</dt><dd><blockquote>
+<dt>42%|████▏     | 758M/1.78G [00:04&amp;lt;00:08, 126MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>21%|██        | 379M/1.78G [00:07&lt;00:43, 35.1MB/s]</dt><dd><blockquote>
+<dt>42%|████▏     | 758M/1.78G [00:04&lt;00:08, 126MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>21%|██        | 379M/1.78G [00:07&lt;00:43, 35.1MB/s]</p>
+<p>42%|████▏     | 758M/1.78G [00:04&lt;00:08, 126MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4029,16 +3951,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>21%|██        | 385M/1.78G [00:08&amp;lt;00:47, 31.4MB/s]</dt><dd><blockquote>
+<dt>43%|████▎     | 788M/1.78G [00:04&amp;lt;00:06, 158MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>21%|██        | 385M/1.78G [00:08&lt;00:47, 31.4MB/s]</dt><dd><blockquote>
+<dt>43%|████▎     | 788M/1.78G [00:04&lt;00:06, 158MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>21%|██        | 385M/1.78G [00:08&lt;00:47, 31.4MB/s]</p>
+<p>43%|████▎     | 788M/1.78G [00:04&lt;00:06, 158MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4055,16 +3977,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>21%|██▏       | 391M/1.78G [00:08&amp;lt;00:50, 29.9MB/s]</dt><dd><blockquote>
+<dt>45%|████▍     | 817M/1.78G [00:04&amp;lt;00:05, 188MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>21%|██▏       | 391M/1.78G [00:08&lt;00:50, 29.9MB/s]</dt><dd><blockquote>
+<dt>45%|████▍     | 817M/1.78G [00:04&lt;00:05, 188MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>21%|██▏       | 391M/1.78G [00:08&lt;00:50, 29.9MB/s]</p>
+<p>45%|████▍     | 817M/1.78G [00:04&lt;00:05, 188MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4081,16 +4003,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>22%|██▏       | 400M/1.78G [00:08&amp;lt;00:41, 35.7MB/s]</dt><dd><blockquote>
+<dt>46%|████▋     | 846M/1.78G [00:05&amp;lt;00:04, 212MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>22%|██▏       | 400M/1.78G [00:08&lt;00:41, 35.7MB/s]</dt><dd><blockquote>
+<dt>46%|████▋     | 846M/1.78G [00:05&lt;00:04, 212MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>22%|██▏       | 400M/1.78G [00:08&lt;00:41, 35.7MB/s]</p>
+<p>46%|████▋     | 846M/1.78G [00:05&lt;00:04, 212MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4107,16 +4029,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>22%|██▏       | 408M/1.78G [00:08&amp;lt;00:42, 35.2MB/s]</dt><dd><blockquote>
+<dt>48%|████▊     | 870M/1.78G [00:05&amp;lt;00:04, 212MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>22%|██▏       | 408M/1.78G [00:08&lt;00:42, 35.2MB/s]</dt><dd><blockquote>
+<dt>48%|████▊     | 870M/1.78G [00:05&lt;00:04, 212MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>22%|██▏       | 408M/1.78G [00:08&lt;00:42, 35.2MB/s]</p>
+<p>48%|████▊     | 870M/1.78G [00:05&lt;00:04, 212MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4133,16 +4055,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>23%|██▎       | 416M/1.78G [00:08&amp;lt;00:36, 40.9MB/s]</dt><dd><blockquote>
+<dt>49%|████▉     | 893M/1.78G [00:05&amp;lt;00:09, 105MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>23%|██▎       | 416M/1.78G [00:08&lt;00:36, 40.9MB/s]</dt><dd><blockquote>
+<dt>49%|████▉     | 893M/1.78G [00:05&lt;00:09, 105MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>23%|██▎       | 416M/1.78G [00:08&lt;00:36, 40.9MB/s]</p>
+<p>49%|████▉     | 893M/1.78G [00:05&lt;00:09, 105MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4159,16 +4081,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>23%|██▎       | 424M/1.78G [00:09&amp;lt;00:36, 40.6MB/s]</dt><dd><blockquote>
+<dt>51%|█████     | 922M/1.78G [00:05&amp;lt;00:07, 133MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>23%|██▎       | 424M/1.78G [00:09&lt;00:36, 40.6MB/s]</dt><dd><blockquote>
+<dt>51%|█████     | 922M/1.78G [00:05&lt;00:07, 133MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>23%|██▎       | 424M/1.78G [00:09&lt;00:36, 40.6MB/s]</p>
+<p>51%|█████     | 922M/1.78G [00:05&lt;00:07, 133MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4185,16 +4107,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>24%|██▎       | 432M/1.78G [00:09&amp;lt;00:32, 44.3MB/s]</dt><dd><blockquote>
+<dt>52%|█████▏    | 943M/1.78G [00:06&amp;lt;00:08, 106MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>24%|██▎       | 432M/1.78G [00:09&lt;00:32, 44.3MB/s]</dt><dd><blockquote>
+<dt>52%|█████▏    | 943M/1.78G [00:06&lt;00:08, 106MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>24%|██▎       | 432M/1.78G [00:09&lt;00:32, 44.3MB/s]</p>
+<p>52%|█████▏    | 943M/1.78G [00:06&lt;00:08, 106MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4211,16 +4133,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>25%|██▌       | 456M/1.78G [00:09&amp;lt;00:17, 79.8MB/s]</dt><dd><blockquote>
+<dt>53%|█████▎    | 970M/1.78G [00:06&amp;lt;00:06, 133MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>25%|██▌       | 456M/1.78G [00:09&lt;00:17, 79.8MB/s]</dt><dd><blockquote>
+<dt>53%|█████▎    | 970M/1.78G [00:06&lt;00:06, 133MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>25%|██▌       | 456M/1.78G [00:09&lt;00:17, 79.8MB/s]</p>
+<p>53%|█████▎    | 970M/1.78G [00:06&lt;00:06, 133MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4237,16 +4159,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>26%|██▌       | 466M/1.78G [00:09&amp;lt;00:17, 82.9MB/s]</dt><dd><blockquote>
+<dt>54%|█████▍    | 992M/1.78G [00:06&amp;lt;00:05, 145MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>26%|██▌       | 466M/1.78G [00:09&lt;00:17, 82.9MB/s]</dt><dd><blockquote>
+<dt>54%|█████▍    | 992M/1.78G [00:06&lt;00:05, 145MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>26%|██▌       | 466M/1.78G [00:09&lt;00:17, 82.9MB/s]</p>
+<p>54%|█████▍    | 992M/1.78G [00:06&lt;00:05, 145MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4263,16 +4185,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>26%|██▌       | 475M/1.78G [00:09&amp;lt;00:16, 83.9MB/s]</dt><dd><blockquote>
+<dt>56%|█████▌    | 1.00G/1.78G [00:06&amp;lt;00:04, 175MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>26%|██▌       | 475M/1.78G [00:09&lt;00:16, 83.9MB/s]</dt><dd><blockquote>
+<dt>56%|█████▌    | 1.00G/1.78G [00:06&lt;00:04, 175MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>26%|██▌       | 475M/1.78G [00:09&lt;00:16, 83.9MB/s]</p>
+<p>56%|█████▌    | 1.00G/1.78G [00:06&lt;00:04, 175MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4289,16 +4211,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>28%|██▊       | 504M/1.78G [00:09&amp;lt;00:10, 130MB/s]</dt><dd><blockquote>
+<dt>58%|█████▊    | 1.02G/1.78G [00:06&amp;lt;00:04, 200MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>28%|██▊       | 504M/1.78G [00:09&lt;00:10, 130MB/s]</dt><dd><blockquote>
+<dt>58%|█████▊    | 1.02G/1.78G [00:06&lt;00:04, 200MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>28%|██▊       | 504M/1.78G [00:09&lt;00:10, 130MB/s]</p>
+<p>58%|█████▊    | 1.02G/1.78G [00:06&lt;00:04, 200MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4315,16 +4237,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>29%|██▉       | 536M/1.78G [00:09&amp;lt;00:07, 175MB/s]</dt><dd><blockquote>
+<dt>59%|█████▉    | 1.05G/1.78G [00:06&amp;lt;00:03, 199MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>29%|██▉       | 536M/1.78G [00:09&lt;00:07, 175MB/s]</dt><dd><blockquote>
+<dt>59%|█████▉    | 1.05G/1.78G [00:06&lt;00:03, 199MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>29%|██▉       | 536M/1.78G [00:09&lt;00:07, 175MB/s]</p>
+<p>59%|█████▉    | 1.05G/1.78G [00:06&lt;00:03, 199MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4341,16 +4263,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>31%|███       | 562M/1.78G [00:09&amp;lt;00:06, 201MB/s]</dt><dd><blockquote>
+<dt>60%|██████    | 1.07G/1.78G [00:06&amp;lt;00:03, 193MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>31%|███       | 562M/1.78G [00:09&lt;00:06, 201MB/s]</dt><dd><blockquote>
+<dt>60%|██████    | 1.07G/1.78G [00:06&lt;00:03, 193MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>31%|███       | 562M/1.78G [00:09&lt;00:06, 201MB/s]</p>
+<p>60%|██████    | 1.07G/1.78G [00:06&lt;00:03, 193MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4367,16 +4289,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>32%|███▏      | 588M/1.78G [00:10&amp;lt;00:05, 220MB/s]</dt><dd><blockquote>
+<dt>62%|██████▏   | 1.10G/1.78G [00:06&amp;lt;00:03, 216MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>32%|███▏      | 588M/1.78G [00:10&lt;00:05, 220MB/s]</dt><dd><blockquote>
+<dt>62%|██████▏   | 1.10G/1.78G [00:06&lt;00:03, 216MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>32%|███▏      | 588M/1.78G [00:10&lt;00:05, 220MB/s]</p>
+<p>62%|██████▏   | 1.10G/1.78G [00:06&lt;00:03, 216MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4393,16 +4315,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>34%|███▍      | 617M/1.78G [00:10&amp;lt;00:05, 243MB/s]</dt><dd><blockquote>
+<dt>63%|██████▎   | 1.12G/1.78G [00:07&amp;lt;00:03, 189MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>34%|███▍      | 617M/1.78G [00:10&lt;00:05, 243MB/s]</dt><dd><blockquote>
+<dt>63%|██████▎   | 1.12G/1.78G [00:07&lt;00:03, 189MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>34%|███▍      | 617M/1.78G [00:10&lt;00:05, 243MB/s]</p>
+<p>63%|██████▎   | 1.12G/1.78G [00:07&lt;00:03, 189MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4419,16 +4341,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>35%|███▌      | 644M/1.78G [00:10&amp;lt;00:04, 254MB/s]</dt><dd><blockquote>
+<dt>64%|██████▍   | 1.14G/1.78G [00:07&amp;lt;00:03, 214MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>35%|███▌      | 644M/1.78G [00:10&lt;00:04, 254MB/s]</dt><dd><blockquote>
+<dt>64%|██████▍   | 1.14G/1.78G [00:07&lt;00:03, 214MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>35%|███▌      | 644M/1.78G [00:10&lt;00:04, 254MB/s]</p>
+<p>64%|██████▍   | 1.14G/1.78G [00:07&lt;00:03, 214MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4445,16 +4367,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>37%|███▋      | 669M/1.78G [00:10&amp;lt;00:05, 215MB/s]</dt><dd><blockquote>
+<dt>66%|██████▌   | 1.17G/1.78G [00:07&amp;lt;00:02, 231MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>37%|███▋      | 669M/1.78G [00:10&lt;00:05, 215MB/s]</dt><dd><blockquote>
+<dt>66%|██████▌   | 1.17G/1.78G [00:07&lt;00:02, 231MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>37%|███▋      | 669M/1.78G [00:10&lt;00:05, 215MB/s]</p>
+<p>66%|██████▌   | 1.17G/1.78G [00:07&lt;00:02, 231MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4471,16 +4393,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>38%|███▊      | 691M/1.78G [00:10&amp;lt;00:07, 165MB/s]</dt><dd><blockquote>
+<dt>67%|██████▋   | 1.20G/1.78G [00:07&amp;lt;00:02, 240MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>38%|███▊      | 691M/1.78G [00:10&lt;00:07, 165MB/s]</dt><dd><blockquote>
+<dt>67%|██████▋   | 1.20G/1.78G [00:07&lt;00:02, 240MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>38%|███▊      | 691M/1.78G [00:10&lt;00:07, 165MB/s]</p>
+<p>67%|██████▋   | 1.20G/1.78G [00:07&lt;00:02, 240MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4497,16 +4419,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>39%|███▉      | 712M/1.78G [00:10&amp;lt;00:07, 146MB/s]</dt><dd><blockquote>
+<dt>69%|██████▊   | 1.22G/1.78G [00:07&amp;lt;00:02, 246MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>39%|███▉      | 712M/1.78G [00:10&lt;00:07, 146MB/s]</dt><dd><blockquote>
+<dt>69%|██████▊   | 1.22G/1.78G [00:07&lt;00:02, 246MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>39%|███▉      | 712M/1.78G [00:10&lt;00:07, 146MB/s]</p>
+<p>69%|██████▊   | 1.22G/1.78G [00:07&lt;00:02, 246MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4523,16 +4445,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>40%|███▉      | 728M/1.78G [00:10&amp;lt;00:08, 128MB/s]</dt><dd><blockquote>
+<dt>70%|██████▉   | 1.24G/1.78G [00:07&amp;lt;00:02, 222MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>40%|███▉      | 728M/1.78G [00:10&lt;00:08, 128MB/s]</dt><dd><blockquote>
+<dt>70%|██████▉   | 1.24G/1.78G [00:07&lt;00:02, 222MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>40%|███▉      | 728M/1.78G [00:10&lt;00:08, 128MB/s]</p>
+<p>70%|██████▉   | 1.24G/1.78G [00:07&lt;00:02, 222MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4549,16 +4471,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>41%|████      | 744M/1.78G [00:11&amp;lt;00:08, 135MB/s]</dt><dd><blockquote>
+<dt>71%|███████▏  | 1.27G/1.78G [00:07&amp;lt;00:02, 230MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>41%|████      | 744M/1.78G [00:11&lt;00:08, 135MB/s]</dt><dd><blockquote>
+<dt>71%|███████▏  | 1.27G/1.78G [00:07&lt;00:02, 230MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>41%|████      | 744M/1.78G [00:11&lt;00:08, 135MB/s]</p>
+<p>71%|███████▏  | 1.27G/1.78G [00:07&lt;00:02, 230MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4575,16 +4497,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>42%|████▏     | 760M/1.78G [00:11&amp;lt;00:08, 132MB/s]</dt><dd><blockquote>
+<dt>73%|███████▎  | 1.29G/1.78G [00:07&amp;lt;00:03, 163MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>42%|████▏     | 760M/1.78G [00:11&lt;00:08, 132MB/s]</dt><dd><blockquote>
+<dt>73%|███████▎  | 1.29G/1.78G [00:07&lt;00:03, 163MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>42%|████▏     | 760M/1.78G [00:11&lt;00:08, 132MB/s]</p>
+<p>73%|███████▎  | 1.29G/1.78G [00:07&lt;00:03, 163MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4601,16 +4523,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>43%|████▎     | 785M/1.78G [00:11&amp;lt;00:06, 162MB/s]</dt><dd><blockquote>
+<dt>74%|███████▍  | 1.31G/1.78G [00:08&amp;lt;00:02, 178MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>43%|████▎     | 785M/1.78G [00:11&lt;00:06, 162MB/s]</dt><dd><blockquote>
+<dt>74%|███████▍  | 1.31G/1.78G [00:08&lt;00:02, 178MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>43%|████▎     | 785M/1.78G [00:11&lt;00:06, 162MB/s]</p>
+<p>74%|███████▍  | 1.31G/1.78G [00:08&lt;00:02, 178MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4627,16 +4549,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>45%|████▍     | 811M/1.78G [00:11&amp;lt;00:05, 190MB/s]</dt><dd><blockquote>
+<dt>75%|███████▌  | 1.34G/1.78G [00:08&amp;lt;00:02, 197MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>45%|████▍     | 811M/1.78G [00:11&lt;00:05, 190MB/s]</dt><dd><blockquote>
+<dt>75%|███████▌  | 1.34G/1.78G [00:08&lt;00:02, 197MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>45%|████▍     | 811M/1.78G [00:11&lt;00:05, 190MB/s]</p>
+<p>75%|███████▌  | 1.34G/1.78G [00:08&lt;00:02, 197MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4653,16 +4575,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>46%|████▌     | 831M/1.78G [00:11&amp;lt;00:06, 153MB/s]</dt><dd><blockquote>
+<dt>76%|███████▋  | 1.36G/1.78G [00:08&amp;lt;00:02, 210MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>46%|████▌     | 831M/1.78G [00:11&lt;00:06, 153MB/s]</dt><dd><blockquote>
+<dt>76%|███████▋  | 1.36G/1.78G [00:08&lt;00:02, 210MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>46%|████▌     | 831M/1.78G [00:11&lt;00:06, 153MB/s]</p>
+<p>76%|███████▋  | 1.36G/1.78G [00:08&lt;00:02, 210MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4679,16 +4601,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>47%|████▋     | 856M/1.78G [00:11&amp;lt;00:05, 173MB/s]</dt><dd><blockquote>
+<dt>78%|███████▊  | 1.38G/1.78G [00:08&amp;lt;00:02, 194MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>47%|████▋     | 856M/1.78G [00:11&lt;00:05, 173MB/s]</dt><dd><blockquote>
+<dt>78%|███████▊  | 1.38G/1.78G [00:08&lt;00:02, 194MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>47%|████▋     | 856M/1.78G [00:11&lt;00:05, 173MB/s]</p>
+<p>78%|███████▊  | 1.38G/1.78G [00:08&lt;00:02, 194MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4705,16 +4627,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>48%|████▊     | 875M/1.78G [00:12&amp;lt;00:09, 109MB/s]</dt><dd><blockquote>
+<dt>79%|███████▉  | 1.40G/1.78G [00:08&amp;lt;00:01, 206MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>48%|████▊     | 875M/1.78G [00:12&lt;00:09, 109MB/s]</dt><dd><blockquote>
+<dt>79%|███████▉  | 1.40G/1.78G [00:08&lt;00:01, 206MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>48%|████▊     | 875M/1.78G [00:12&lt;00:09, 109MB/s]</p>
+<p>79%|███████▉  | 1.40G/1.78G [00:08&lt;00:01, 206MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4731,16 +4653,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>50%|████▉     | 904M/1.78G [00:12&amp;lt;00:07, 133MB/s]</dt><dd><blockquote>
+<dt>80%|████████  | 1.43G/1.78G [00:08&amp;lt;00:01, 217MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>50%|████▉     | 904M/1.78G [00:12&lt;00:07, 133MB/s]</dt><dd><blockquote>
+<dt>80%|████████  | 1.43G/1.78G [00:08&lt;00:01, 217MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>50%|████▉     | 904M/1.78G [00:12&lt;00:07, 133MB/s]</p>
+<p>80%|████████  | 1.43G/1.78G [00:08&lt;00:01, 217MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4757,16 +4679,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>51%|█████     | 928M/1.78G [00:12&amp;lt;00:06, 144MB/s]</dt><dd><blockquote>
+<dt>82%|████████▏ | 1.45G/1.78G [00:08&amp;lt;00:01, 229MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>51%|█████     | 928M/1.78G [00:12&lt;00:06, 144MB/s]</dt><dd><blockquote>
+<dt>82%|████████▏ | 1.45G/1.78G [00:08&lt;00:01, 229MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>51%|█████     | 928M/1.78G [00:12&lt;00:06, 144MB/s]</p>
+<p>82%|████████▏ | 1.45G/1.78G [00:08&lt;00:01, 229MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4783,16 +4705,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>52%|█████▏    | 944M/1.78G [00:12&amp;lt;00:11, 81.2MB/s]</dt><dd><blockquote>
+<dt>83%|████████▎ | 1.47G/1.78G [00:08&amp;lt;00:01, 218MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>52%|█████▏    | 944M/1.78G [00:12&lt;00:11, 81.2MB/s]</dt><dd><blockquote>
+<dt>83%|████████▎ | 1.47G/1.78G [00:08&lt;00:01, 218MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>52%|█████▏    | 944M/1.78G [00:12&lt;00:11, 81.2MB/s]</p>
+<p>83%|████████▎ | 1.47G/1.78G [00:08&lt;00:01, 218MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4809,16 +4731,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>53%|█████▎    | 968M/1.78G [00:13&amp;lt;00:10, 82.0MB/s]</dt><dd><blockquote>
+<dt>84%|████████▍ | 1.50G/1.78G [00:08&amp;lt;00:01, 228MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>53%|█████▎    | 968M/1.78G [00:13&lt;00:10, 82.0MB/s]</dt><dd><blockquote>
+<dt>84%|████████▍ | 1.50G/1.78G [00:08&lt;00:01, 228MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>53%|█████▎    | 968M/1.78G [00:13&lt;00:10, 82.0MB/s]</p>
+<p>84%|████████▍ | 1.50G/1.78G [00:08&lt;00:01, 228MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4835,16 +4757,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>55%|█████▍    | 0.98G/1.78G [00:13&amp;lt;00:08, 96.4MB/s]</dt><dd><blockquote>
+<dt>85%|████████▌ | 1.52G/1.78G [00:09&amp;lt;00:01, 221MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>55%|█████▍    | 0.98G/1.78G [00:13&lt;00:08, 96.4MB/s]</dt><dd><blockquote>
+<dt>85%|████████▌ | 1.52G/1.78G [00:09&lt;00:01, 221MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>55%|█████▍    | 0.98G/1.78G [00:13&lt;00:08, 96.4MB/s]</p>
+<p>85%|████████▌ | 1.52G/1.78G [00:09&lt;00:01, 221MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4861,16 +4783,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>57%|█████▋    | 1.01G/1.78G [00:13&amp;lt;00:07, 113MB/s]</dt><dd><blockquote>
+<dt>87%|████████▋ | 1.54G/1.78G [00:09&amp;lt;00:01, 199MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>57%|█████▋    | 1.01G/1.78G [00:13&lt;00:07, 113MB/s]</dt><dd><blockquote>
+<dt>87%|████████▋ | 1.54G/1.78G [00:09&lt;00:01, 199MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>57%|█████▋    | 1.01G/1.78G [00:13&lt;00:07, 113MB/s]</p>
+<p>87%|████████▋ | 1.54G/1.78G [00:09&lt;00:01, 199MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4887,16 +4809,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>58%|█████▊    | 1.04G/1.78G [00:13&amp;lt;00:05, 136MB/s]</dt><dd><blockquote>
+<dt>88%|████████▊ | 1.56G/1.78G [00:09&amp;lt;00:01, 214MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>58%|█████▊    | 1.04G/1.78G [00:13&lt;00:05, 136MB/s]</dt><dd><blockquote>
+<dt>88%|████████▊ | 1.56G/1.78G [00:09&lt;00:01, 214MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>58%|█████▊    | 1.04G/1.78G [00:13&lt;00:05, 136MB/s]</p>
+<p>88%|████████▊ | 1.56G/1.78G [00:09&lt;00:01, 214MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4913,16 +4835,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>60%|█████▉    | 1.06G/1.78G [00:13&amp;lt;00:05, 148MB/s]</dt><dd><blockquote>
+<dt>89%|████████▉ | 1.59G/1.78G [00:09&amp;lt;00:00, 225MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>60%|█████▉    | 1.06G/1.78G [00:13&lt;00:05, 148MB/s]</dt><dd><blockquote>
+<dt>89%|████████▉ | 1.59G/1.78G [00:09&lt;00:00, 225MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>60%|█████▉    | 1.06G/1.78G [00:13&lt;00:05, 148MB/s]</p>
+<p>89%|████████▉ | 1.59G/1.78G [00:09&lt;00:00, 225MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4939,16 +4861,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>61%|██████    | 1.08G/1.78G [00:14&amp;lt;00:04, 163MB/s]</dt><dd><blockquote>
+<dt>90%|█████████ | 1.61G/1.78G [00:09&amp;lt;00:00, 218MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>61%|██████    | 1.08G/1.78G [00:14&lt;00:04, 163MB/s]</dt><dd><blockquote>
+<dt>90%|█████████ | 1.61G/1.78G [00:09&lt;00:00, 218MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>61%|██████    | 1.08G/1.78G [00:14&lt;00:04, 163MB/s]</p>
+<p>90%|█████████ | 1.61G/1.78G [00:09&lt;00:00, 218MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4965,16 +4887,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>62%|██████▏   | 1.11G/1.78G [00:14&amp;lt;00:03, 195MB/s]</dt><dd><blockquote>
+<dt>92%|█████████▏| 1.63G/1.78G [00:09&amp;lt;00:00, 228MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>62%|██████▏   | 1.11G/1.78G [00:14&lt;00:03, 195MB/s]</dt><dd><blockquote>
+<dt>92%|█████████▏| 1.63G/1.78G [00:09&lt;00:00, 228MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>62%|██████▏   | 1.11G/1.78G [00:14&lt;00:03, 195MB/s]</p>
+<p>92%|█████████▏| 1.63G/1.78G [00:09&lt;00:00, 228MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4991,16 +4913,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>64%|██████▎   | 1.13G/1.78G [00:14&amp;lt;00:03, 199MB/s]</dt><dd><blockquote>
+<dt>93%|█████████▎| 1.66G/1.78G [00:09&amp;lt;00:00, 234MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>64%|██████▎   | 1.13G/1.78G [00:14&lt;00:03, 199MB/s]</dt><dd><blockquote>
+<dt>93%|█████████▎| 1.66G/1.78G [00:09&lt;00:00, 234MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>64%|██████▎   | 1.13G/1.78G [00:14&lt;00:03, 199MB/s]</p>
+<p>93%|█████████▎| 1.66G/1.78G [00:09&lt;00:00, 234MB/s]</p>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -5017,16 +4939,16 @@ simultaneously. With the parameter <code class="docutils literal notranslate"><s
 </dl>
 <div class="highlight"><pre></div></div></blockquote>
 <dl>
-<dt>65%|██████▍   | 1.15G/1.78G [00:14&amp;lt;00:04, 141MB/s]</dt><dd><blockquote>
+<dt>94%|█████████▍| 1.68G/1.78G [00:09&amp;lt;00:00, 206MB/s]</dt><dd><blockquote>
 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
-<dt>65%|██████▍   | 1.15G/1.78G [00:14&lt;00:04, 141MB/s]</dt><dd><blockquote>
+<dt>94%|█████████▍| 1.68G/1.78G [00:09&lt;00:00, 206MB/s]</dt><dd><blockquote>
 <div><p>end{sphinxVerbatim}</p>
 </div></blockquote>
 </dd>
 </dl>
-<p>65%|██████▍   | 1.15G/1.78G [00:14&lt;00:04, 141MB/s]</p>
+<p>94%|█████████▍| 1.68G/1.78G [00:09&lt;00:00, 206MB/s]</p>
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-<p>99%|█████████▉| 1.76G/1.78G [00:18&lt;00:00, 160MB/s]</p>
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 <div><p>&lt;/pre&gt;</p>
 </div></blockquote>
 </dd>
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diff --git a/build/html/notebooks/Example multimodal.ipynb b/build/html/notebooks/Example multimodal.ipynb
index a296f83..63c914d 100644
--- a/build/html/notebooks/Example multimodal.ipynb	
+++ b/build/html/notebooks/Example multimodal.ipynb	
@@ -28,10 +28,10 @@
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@@ -273,15 +273,7 @@
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+      "vocab.txt: 100%|██████████| 232k/232k [00:00<00:00, 11.1MB/s]"
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+      "tokenizer_config.json: 100%|██████████| 28.0/28.0 [00:00<00:00, 12.1kB/s]"
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@@ -430,7 +422,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  5%|▌         | 108M/1.97G [00:01<00:18, 107MB/s]  "
+      "  4%|▍         | 80.0M/1.97G [00:01<00:46, 43.5MB/s]"
      ]
     },
     {
@@ -438,7 +430,7 @@
      "output_type": "stream",
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       "\r",
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+      "  4%|▍         | 88.0M/1.97G [00:01<00:45, 44.9MB/s]"
      ]
     },
     {
@@ -446,7 +438,7 @@
      "output_type": "stream",
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       "\r",
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+      "  5%|▌         | 105M/1.97G [00:02<00:28, 71.0MB/s] "
      ]
     },
     {
@@ -454,7 +446,7 @@
      "output_type": "stream",
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       "\r",
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+      "  6%|▋         | 128M/1.97G [00:02<00:18, 107MB/s] "
      ]
     },
     {
@@ -462,7 +454,7 @@
      "output_type": "stream",
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       "\r",
-      " 10%|▉         | 193M/1.97G [00:01<00:09, 195MB/s]"
+      "  7%|▋         | 147M/1.97G [00:02<00:15, 128MB/s]"
      ]
     },
     {
@@ -470,7 +462,7 @@
      "output_type": "stream",
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       "\r",
-      " 11%|█         | 214M/1.97G [00:01<00:09, 201MB/s]"
+      "  8%|▊         | 169M/1.97G [00:02<00:12, 155MB/s]"
      ]
     },
     {
@@ -478,7 +470,7 @@
      "output_type": "stream",
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       "\r",
-      " 12%|█▏        | 234M/1.97G [00:02<00:10, 179MB/s]"
+      " 10%|▉         | 192M/1.97G [00:02<00:11, 165MB/s]"
      ]
     },
     {
@@ -486,7 +478,7 @@
      "output_type": "stream",
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+      " 10%|█         | 209M/1.97G [00:02<00:12, 157MB/s]"
      ]
     },
     {
@@ -494,7 +486,7 @@
      "output_type": "stream",
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+      " 12%|█▏        | 240M/1.97G [00:02<00:09, 200MB/s]"
      ]
     },
     {
@@ -502,7 +494,7 @@
      "output_type": "stream",
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       "\r",
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+      " 13%|█▎        | 261M/1.97G [00:02<00:09, 197MB/s]"
      ]
     },
     {
@@ -510,7 +502,7 @@
      "output_type": "stream",
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+      " 14%|█▍        | 282M/1.97G [00:02<00:09, 202MB/s]"
      ]
     },
     {
@@ -518,7 +510,7 @@
      "output_type": "stream",
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       "\r",
-      " 18%|█▊        | 357M/1.97G [00:02<00:06, 250MB/s]"
+      " 15%|█▍        | 302M/1.97G [00:03<00:14, 121MB/s]"
      ]
     },
     {
@@ -526,7 +518,7 @@
      "output_type": "stream",
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       "\r",
-      " 19%|█▉        | 384M/1.97G [00:02<00:06, 246MB/s]"
+      " 17%|█▋        | 334M/1.97G [00:03<00:10, 163MB/s]"
      ]
     },
     {
@@ -534,7 +526,7 @@
      "output_type": "stream",
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+      " 18%|█▊        | 362M/1.97G [00:03<00:09, 191MB/s]"
      ]
     },
     {
@@ -542,7 +534,7 @@
      "output_type": "stream",
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+      " 19%|█▉        | 385M/1.97G [00:03<00:10, 168MB/s]"
      ]
     },
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@@ -550,7 +542,7 @@
      "output_type": "stream",
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+      " 21%|██        | 416M/1.97G [00:03<00:08, 201MB/s]"
      ]
     },
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@@ -558,7 +550,7 @@
      "output_type": "stream",
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+      " 22%|██▏       | 447M/1.97G [00:03<00:07, 231MB/s]"
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     },
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@@ -566,7 +558,7 @@
      "output_type": "stream",
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+      " 23%|██▎       | 473M/1.97G [00:03<00:06, 236MB/s]"
      ]
     },
     {
@@ -574,7 +566,7 @@
      "output_type": "stream",
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+      " 25%|██▌       | 505M/1.97G [00:04<00:06, 264MB/s]"
      ]
     },
     {
@@ -582,7 +574,7 @@
      "output_type": "stream",
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+      " 27%|██▋       | 538M/1.97G [00:04<00:05, 285MB/s]"
      ]
     },
     {
@@ -590,7 +582,7 @@
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+      " 28%|██▊       | 567M/1.97G [00:04<00:06, 247MB/s]"
      ]
     },
     {
@@ -598,7 +590,7 @@
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+      " 30%|██▉       | 599M/1.97G [00:04<00:05, 271MB/s]"
      ]
     },
     {
@@ -606,7 +598,7 @@
      "output_type": "stream",
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+      " 31%|███       | 629M/1.97G [00:04<00:05, 282MB/s]"
      ]
     },
     {
@@ -614,7 +606,7 @@
      "output_type": "stream",
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+      " 33%|███▎      | 661M/1.97G [00:04<00:04, 295MB/s]"
      ]
     },
     {
@@ -622,7 +614,7 @@
      "output_type": "stream",
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+      " 34%|███▍      | 690M/1.97G [00:04<00:05, 245MB/s]"
      ]
     },
     {
@@ -630,7 +622,7 @@
      "output_type": "stream",
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+      " 35%|███▌      | 715M/1.97G [00:04<00:06, 222MB/s]"
      ]
     },
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@@ -638,7 +630,7 @@
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      ]
     },
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@@ -646,7 +638,7 @@
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@@ -654,7 +646,7 @@
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     },
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@@ -662,7 +654,7 @@
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     },
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@@ -670,7 +662,7 @@
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@@ -694,7 +686,7 @@
      "output_type": "stream",
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      ]
     },
     {
@@ -702,7 +694,7 @@
      "output_type": "stream",
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+      " 47%|████▋     | 943M/1.97G [00:06<00:07, 146MB/s]"
      ]
     },
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@@ -710,7 +702,7 @@
      "output_type": "stream",
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       "\r",
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+      " 48%|████▊     | 968M/1.97G [00:06<00:07, 156MB/s]"
      ]
     },
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@@ -718,7 +710,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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      "output_type": "stream",
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@@ -734,7 +726,7 @@
      "output_type": "stream",
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      ]
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      ]
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      "output_type": "stream",
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      ]
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@@ -774,7 +766,7 @@
      "output_type": "stream",
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@@ -782,7 +774,7 @@
      "output_type": "stream",
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      ]
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@@ -790,7 +782,7 @@
      "output_type": "stream",
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      "output_type": "stream",
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      ]
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@@ -806,7 +798,7 @@
      "output_type": "stream",
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      ]
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@@ -814,7 +806,7 @@
      "output_type": "stream",
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      ]
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@@ -822,7 +814,7 @@
      "output_type": "stream",
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      ]
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      "output_type": "stream",
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      ]
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@@ -838,7 +830,7 @@
      "output_type": "stream",
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      ]
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      "output_type": "stream",
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      ]
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@@ -854,7 +846,7 @@
      "output_type": "stream",
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      ]
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@@ -862,7 +854,7 @@
      "output_type": "stream",
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      ]
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@@ -870,7 +862,7 @@
      "output_type": "stream",
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      ]
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      "output_type": "stream",
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      ]
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@@ -886,7 +878,7 @@
      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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      "output_type": "stream",
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       "\r",
-      " 89%|████████▉ | 1.76G/1.97G [00:08<00:00, 233MB/s]"
+      " 93%|█████████▎| 1.83G/1.97G [00:10<00:00, 275MB/s]"
      ]
     },
     {
@@ -974,7 +966,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 91%|█████████ | 1.79G/1.97G [00:09<00:00, 248MB/s]"
+      " 94%|█████████▍| 1.86G/1.97G [00:10<00:00, 267MB/s]"
      ]
     },
     {
@@ -982,7 +974,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 92%|█████████▏| 1.82G/1.97G [00:09<00:00, 269MB/s]"
+      " 96%|█████████▌| 1.89G/1.97G [00:10<00:00, 274MB/s]"
      ]
     },
     {
@@ -990,7 +982,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 94%|█████████▍| 1.85G/1.97G [00:09<00:00, 286MB/s]"
+      " 97%|█████████▋| 1.91G/1.97G [00:10<00:00, 280MB/s]"
      ]
     },
     {
@@ -998,7 +990,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 95%|█████████▌| 1.88G/1.97G [00:09<00:00, 265MB/s]"
+      " 98%|█████████▊| 1.94G/1.97G [00:10<00:00, 237MB/s]"
      ]
     },
     {
@@ -1006,7 +998,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 97%|█████████▋| 1.90G/1.97G [00:09<00:00, 268MB/s]"
+      "100%|█████████▉| 1.97G/1.97G [00:11<00:00, 249MB/s]"
      ]
     },
     {
@@ -1014,23 +1006,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 98%|█████████▊| 1.93G/1.97G [00:09<00:00, 242MB/s]"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "\r",
-      " 99%|█████████▉| 1.95G/1.97G [00:09<00:00, 242MB/s]"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "\r",
-      "100%|██████████| 1.97G/1.97G [00:09<00:00, 216MB/s]"
+      "100%|██████████| 1.97G/1.97G [00:11<00:00, 192MB/s]"
      ]
     },
     {
@@ -1061,10 +1037,10 @@
    "id": "f236c3b1-c3a6-471a-9fc5-ef831b675286",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:43:08.098127Z",
-     "iopub.status.busy": "2024-01-15T08:43:08.097880Z",
-     "iopub.status.idle": "2024-01-15T08:43:08.117052Z",
-     "shell.execute_reply": "2024-01-15T08:43:08.116355Z"
+     "iopub.execute_input": "2024-01-15T11:11:20.396439Z",
+     "iopub.status.busy": "2024-01-15T11:11:20.396008Z",
+     "iopub.status.idle": "2024-01-15T11:11:20.411531Z",
+     "shell.execute_reply": "2024-01-15T11:11:20.410903Z"
     }
    },
    "outputs": [
@@ -1255,10 +1231,10 @@
    "id": "56c6d488-f093-4661-835a-5c73a329c874",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:43:08.120150Z",
-     "iopub.status.busy": "2024-01-15T08:43:08.119684Z",
-     "iopub.status.idle": "2024-01-15T08:43:08.122695Z",
-     "shell.execute_reply": "2024-01-15T08:43:08.122077Z"
+     "iopub.execute_input": "2024-01-15T11:11:20.414489Z",
+     "iopub.status.busy": "2024-01-15T11:11:20.414106Z",
+     "iopub.status.idle": "2024-01-15T11:11:20.416993Z",
+     "shell.execute_reply": "2024-01-15T11:11:20.416453Z"
     },
     "tags": []
    },
@@ -1303,10 +1279,10 @@
    "id": "c4196a52-d01e-42e4-8674-5712f7d6f792",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:43:08.125468Z",
-     "iopub.status.busy": "2024-01-15T08:43:08.125272Z",
-     "iopub.status.idle": "2024-01-15T08:43:08.128492Z",
-     "shell.execute_reply": "2024-01-15T08:43:08.127868Z"
+     "iopub.execute_input": "2024-01-15T11:11:20.419581Z",
+     "iopub.status.busy": "2024-01-15T11:11:20.419383Z",
+     "iopub.status.idle": "2024-01-15T11:11:20.422380Z",
+     "shell.execute_reply": "2024-01-15T11:11:20.421797Z"
     },
     "tags": []
    },
@@ -1337,10 +1313,10 @@
    "id": "7f7dc52f-7ee9-4590-96b7-e0d9d3b82378",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:43:08.131553Z",
-     "iopub.status.busy": "2024-01-15T08:43:08.131118Z",
-     "iopub.status.idle": "2024-01-15T08:43:08.269339Z",
-     "shell.execute_reply": "2024-01-15T08:43:08.268679Z"
+     "iopub.execute_input": "2024-01-15T11:11:20.424740Z",
+     "iopub.status.busy": "2024-01-15T11:11:20.424544Z",
+     "iopub.status.idle": "2024-01-15T11:11:20.558506Z",
+     "shell.execute_reply": "2024-01-15T11:11:20.557724Z"
     },
     "tags": []
    },
@@ -1364,10 +1340,10 @@
    "id": "65210ca2-b674-44bd-807a-4165e14bad74",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:43:08.274121Z",
-     "iopub.status.busy": "2024-01-15T08:43:08.273673Z",
-     "iopub.status.idle": "2024-01-15T08:43:08.278536Z",
-     "shell.execute_reply": "2024-01-15T08:43:08.278001Z"
+     "iopub.execute_input": "2024-01-15T11:11:20.563291Z",
+     "iopub.status.busy": "2024-01-15T11:11:20.563090Z",
+     "iopub.status.idle": "2024-01-15T11:11:20.567948Z",
+     "shell.execute_reply": "2024-01-15T11:11:20.567278Z"
     }
    },
    "outputs": [
@@ -1394,10 +1370,10 @@
    "id": "557473df-e2b9-4ef0-9439-3daadf6741ac",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:43:08.280841Z",
-     "iopub.status.busy": "2024-01-15T08:43:08.280461Z",
-     "iopub.status.idle": "2024-01-15T08:43:08.284525Z",
-     "shell.execute_reply": "2024-01-15T08:43:08.283982Z"
+     "iopub.execute_input": "2024-01-15T11:11:20.570325Z",
+     "iopub.status.busy": "2024-01-15T11:11:20.570093Z",
+     "iopub.status.idle": "2024-01-15T11:11:20.574018Z",
+     "shell.execute_reply": "2024-01-15T11:11:20.573516Z"
     }
    },
    "outputs": [
@@ -1422,10 +1398,10 @@
    "id": "c93d7e88-594d-4095-b5f2-7bf01210dc61",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:43:08.286976Z",
-     "iopub.status.busy": "2024-01-15T08:43:08.286591Z",
-     "iopub.status.idle": "2024-01-15T08:43:08.290993Z",
-     "shell.execute_reply": "2024-01-15T08:43:08.290450Z"
+     "iopub.execute_input": "2024-01-15T11:11:20.576230Z",
+     "iopub.status.busy": "2024-01-15T11:11:20.576031Z",
+     "iopub.status.idle": "2024-01-15T11:11:20.580292Z",
+     "shell.execute_reply": "2024-01-15T11:11:20.579682Z"
     }
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    "outputs": [
@@ -1479,10 +1455,10 @@
    "id": "9ad74b21-6187-4a58-9ed8-fd3e80f5a4ed",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:43:08.293408Z",
-     "iopub.status.busy": "2024-01-15T08:43:08.293033Z",
-     "iopub.status.idle": "2024-01-15T08:43:08.297262Z",
-     "shell.execute_reply": "2024-01-15T08:43:08.296737Z"
+     "iopub.execute_input": "2024-01-15T11:11:20.582518Z",
+     "iopub.status.busy": "2024-01-15T11:11:20.582322Z",
+     "iopub.status.idle": "2024-01-15T11:11:20.586376Z",
+     "shell.execute_reply": "2024-01-15T11:11:20.585737Z"
     },
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@@ -1523,10 +1499,10 @@
    "id": "4324e4fd-e9aa-4933-bb12-074d54e0c510",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:43:08.299573Z",
-     "iopub.status.busy": "2024-01-15T08:43:08.299221Z",
-     "iopub.status.idle": "2024-01-15T08:43:08.406523Z",
-     "shell.execute_reply": "2024-01-15T08:43:08.405828Z"
+     "iopub.execute_input": "2024-01-15T11:11:20.588558Z",
+     "iopub.status.busy": "2024-01-15T11:11:20.588360Z",
+     "iopub.status.idle": "2024-01-15T11:11:20.696164Z",
+     "shell.execute_reply": "2024-01-15T11:11:20.695453Z"
     },
     "tags": []
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@@ -1696,10 +1672,10 @@
    "id": "b3af7b39-6d0d-4da3-9b8f-7dfd3f5779be",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:43:08.409681Z",
-     "iopub.status.busy": "2024-01-15T08:43:08.409292Z",
-     "iopub.status.idle": "2024-01-15T08:43:08.412079Z",
-     "shell.execute_reply": "2024-01-15T08:43:08.411541Z"
+     "iopub.execute_input": "2024-01-15T11:11:20.698803Z",
+     "iopub.status.busy": "2024-01-15T11:11:20.698348Z",
+     "iopub.status.idle": "2024-01-15T11:11:20.701247Z",
+     "shell.execute_reply": "2024-01-15T11:11:20.700703Z"
     },
     "tags": []
    },
@@ -1716,10 +1692,10 @@
    "id": "caf1f4ae-4b37-4954-800e-7120f0419de5",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-15T08:43:08.414689Z",
-     "iopub.status.busy": "2024-01-15T08:43:08.414262Z",
-     "iopub.status.idle": "2024-01-15T08:43:53.781280Z",
-     "shell.execute_reply": "2024-01-15T08:43:53.780673Z"
+     "iopub.execute_input": "2024-01-15T11:11:20.703793Z",
+     "iopub.status.busy": "2024-01-15T11:11:20.703456Z",
+     "iopub.status.idle": "2024-01-15T11:11:58.207784Z",
+     "shell.execute_reply": "2024-01-15T11:11:58.207156Z"
     },
     "tags": []
    },
@@ -1737,7 +1713,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  0%|          | 4.01M/1.78G [00:00<01:22, 23.1MB/s]"
+      "  0%|          | 4.01M/1.78G [00:00<00:51, 37.2MB/s]"
      ]
     },
     {
@@ -1745,7 +1721,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  1%|          | 15.0M/1.78G [00:00<00:29, 63.6MB/s]"
+      "  1%|▏         | 24.3M/1.78G [00:00<00:13, 135MB/s] "
      ]
     },
     {
@@ -1753,7 +1729,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  1%|▏         | 23.2M/1.78G [00:00<00:26, 72.2MB/s]"
+      "  2%|▏         | 40.0M/1.78G [00:00<00:12, 145MB/s]"
      ]
     },
     {
@@ -1761,7 +1737,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  2%|▏         | 32.0M/1.78G [00:00<00:26, 71.0MB/s]"
+      "  3%|▎         | 55.0M/1.78G [00:00<00:12, 150MB/s]"
      ]
     },
     {
@@ -1769,7 +1745,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  2%|▏         | 40.0M/1.78G [00:00<00:37, 49.2MB/s]"
+      "  4%|▍         | 72.0M/1.78G [00:00<00:19, 92.4MB/s]"
      ]
     },
     {
@@ -1777,7 +1753,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  3%|▎         | 45.8M/1.78G [00:01<00:45, 40.8MB/s]"
+      "  5%|▍         | 88.0M/1.78G [00:01<00:25, 70.4MB/s]"
      ]
     },
     {
@@ -1785,7 +1761,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  3%|▎         | 50.4M/1.78G [00:01<01:44, 17.8MB/s]"
+      "  5%|▌         | 97.0M/1.78G [00:01<00:25, 70.2MB/s]"
      ]
     },
     {
@@ -1793,7 +1769,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  3%|▎         | 53.8M/1.78G [00:01<01:41, 18.2MB/s]"
+      "  7%|▋         | 120M/1.78G [00:01<00:17, 102MB/s]  "
      ]
     },
     {
@@ -1801,7 +1777,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  3%|▎         | 56.7M/1.78G [00:02<01:58, 15.7MB/s]"
+      "  8%|▊         | 143M/1.78G [00:01<00:13, 133MB/s]"
      ]
     },
     {
@@ -1809,7 +1785,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  3%|▎         | 60.0M/1.78G [00:02<02:00, 15.3MB/s]"
+      "  9%|▉         | 160M/1.78G [00:01<00:12, 141MB/s]"
      ]
     },
     {
@@ -1817,7 +1793,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  3%|▎         | 62.0M/1.78G [00:02<01:58, 15.5MB/s]"
+      " 10%|▉         | 176M/1.78G [00:01<00:12, 139MB/s]"
      ]
     },
     {
@@ -1825,7 +1801,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  4%|▎         | 64.0M/1.78G [00:02<01:55, 15.9MB/s]"
+      " 10%|█         | 191M/1.78G [00:01<00:11, 143MB/s]"
      ]
     },
     {
@@ -1833,7 +1809,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  4%|▎         | 66.0M/1.78G [00:02<02:00, 15.2MB/s]"
+      " 11%|█▏        | 208M/1.78G [00:01<00:14, 119MB/s]"
      ]
     },
     {
@@ -1841,7 +1817,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  4%|▎         | 68.0M/1.78G [00:03<02:25, 12.6MB/s]"
+      " 13%|█▎        | 232M/1.78G [00:02<00:11, 142MB/s]"
      ]
     },
     {
@@ -1849,7 +1825,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  4%|▍         | 72.3M/1.78G [00:03<02:10, 14.0MB/s]"
+      " 14%|█▍        | 261M/1.78G [00:02<00:09, 179MB/s]"
      ]
     },
     {
@@ -1857,7 +1833,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  4%|▍         | 80.0M/1.78G [00:03<01:16, 23.8MB/s]"
+      " 16%|█▌        | 284M/1.78G [00:02<00:08, 197MB/s]"
      ]
     },
     {
@@ -1865,7 +1841,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  5%|▍         | 83.0M/1.78G [00:03<01:20, 22.6MB/s]"
+      " 17%|█▋        | 312M/1.78G [00:02<00:07, 221MB/s]"
      ]
     },
     {
@@ -1873,7 +1849,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  5%|▌         | 96.0M/1.78G [00:04<01:05, 27.5MB/s]"
+      " 18%|█▊        | 336M/1.78G [00:02<00:06, 226MB/s]"
      ]
     },
     {
@@ -1881,7 +1857,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  7%|▋         | 120M/1.78G [00:04<00:29, 59.5MB/s] "
+      " 20%|█▉        | 359M/1.78G [00:02<00:07, 199MB/s]"
      ]
     },
     {
@@ -1889,7 +1865,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  8%|▊         | 137M/1.78G [00:04<00:22, 79.9MB/s]"
+      " 21%|██        | 379M/1.78G [00:02<00:08, 182MB/s]"
      ]
     },
     {
@@ -1897,7 +1873,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  8%|▊         | 149M/1.78G [00:04<00:20, 86.1MB/s]"
+      " 23%|██▎       | 410M/1.78G [00:02<00:06, 217MB/s]"
      ]
     },
     {
@@ -1905,7 +1881,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "  9%|▉         | 168M/1.78G [00:04<00:23, 74.3MB/s]"
+      " 24%|██▎       | 432M/1.78G [00:03<00:07, 197MB/s]"
      ]
     },
     {
@@ -1913,7 +1889,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 10%|█         | 184M/1.78G [00:05<00:32, 52.4MB/s]"
+      " 25%|██▌       | 462M/1.78G [00:03<00:06, 225MB/s]"
      ]
     },
     {
@@ -1921,7 +1897,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 11%|█▏        | 208M/1.78G [00:05<00:23, 72.0MB/s]"
+      " 27%|██▋       | 490M/1.78G [00:03<00:05, 243MB/s]"
      ]
     },
     {
@@ -1929,7 +1905,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 13%|█▎        | 232M/1.78G [00:05<00:18, 89.2MB/s]"
+      " 29%|██▊       | 520M/1.78G [00:03<00:05, 253MB/s]"
      ]
     },
     {
@@ -1937,7 +1913,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 14%|█▍        | 256M/1.78G [00:05<00:14, 114MB/s] "
+      " 30%|██▉       | 545M/1.78G [00:03<00:05, 249MB/s]"
      ]
     },
     {
@@ -1945,7 +1921,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 15%|█▌        | 280M/1.78G [00:05<00:11, 138MB/s]"
+      " 31%|███▏      | 572M/1.78G [00:03<00:05, 257MB/s]"
      ]
     },
     {
@@ -1953,7 +1929,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 16%|█▋        | 300M/1.78G [00:05<00:10, 152MB/s]"
+      " 33%|███▎      | 598M/1.78G [00:03<00:04, 264MB/s]"
      ]
     },
     {
@@ -1961,7 +1937,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 17%|█▋        | 318M/1.78G [00:06<00:10, 151MB/s]"
+      " 34%|███▍      | 628M/1.78G [00:03<00:04, 276MB/s]"
      ]
     },
     {
@@ -1969,7 +1945,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      " 18%|█▊        | 335M/1.78G [00:06<00:10, 142MB/s]"
+      " 36%|███▌      | 659M/1.78G [00:03<00:04, 290MB/s]"
      ]
     },
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@@ -1977,7 +1953,7 @@
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@@ -1985,7 +1961,7 @@
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+      " 39%|███▉      | 714M/1.78G [00:04<00:04, 252MB/s]"
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     },
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@@ -1993,7 +1969,7 @@
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+      " 41%|████      | 739M/1.78G [00:04<00:07, 145MB/s]"
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     },
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@@ -2001,7 +1977,7 @@
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+      " 42%|████▏     | 758M/1.78G [00:04<00:08, 126MB/s]"
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+      " 43%|████▎     | 788M/1.78G [00:04<00:06, 158MB/s]"
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+      " 60%|██████    | 1.07G/1.78G [00:06<00:03, 193MB/s]"
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      "output_type": "stream",
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    "id": "6a829b99-5230-463a-8b11-30ffbb67fc3a",
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diff --git a/build/html/searchindex.js b/build/html/searchindex.js
index c9c6ec3..4a879e3 100644
--- a/build/html/searchindex.js
+++ b/build/html/searchindex.js
@@ -1 +1 @@
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"module-summary"]], "multimodal search module": [[0, "module-multimodal_search"]], "faces module": [[0, "module-faces"]], "color_analysis module": [[0, "module-colors"]], "cropposts module": [[0, "module-cropposts"]], "utils module": [[0, "module-utils"]], "display module": [[0, "module-display"]], "Welcome to AMMICO\u2019s documentation!": [[1, "welcome-to-ammico-s-documentation"]], "Contents:": [[1, null]], "Indices and tables": [[1, "indices-and-tables"]], "License": [[2, "license"]], "AMMICO package modules": [[3, "ammico-package-modules"]], "AMMICO Demonstration Notebook": [[4, "AMMICO-Demonstration-Notebook"]], "Step 1: Read your data into AMMICO": [[4, "Step-1:-Read-your-data-into-AMMICO"]], "Step 2: Inspect the input files using the graphical user interface": [[4, "Step-2:-Inspect-the-input-files-using-the-graphical-user-interface"]], "Step 3: Analyze all images": [[4, "Step-3:-Analyze-all-images"]], "Step 4: Convert analysis output to pandas dataframe and write csv": [[4, "Step-4:-Convert-analysis-output-to-pandas-dataframe-and-write-csv"]], "The detector modules": [[4, "The-detector-modules"]], "Image summary and query": [[4, "Image-summary-and-query"]], "Detection of faces and facial expression analysis": [[4, "Detection-of-faces-and-facial-expression-analysis"]], "Further detector modules": [[4, "Further-detector-modules"]], "Color Detector": [[5, "Color-Detector"]], "Crop posts module": [[6, "Crop-posts-module"]], "Multimodal search module": [[7, "Multimodal-search-module"]], "Indexing and extracting features from images in selected folder": [[7, "Indexing-and-extracting-features-from-images-in-selected-folder"]], "Formulate your search queries": [[7, "Formulate-your-search-queries"]], "Improve the search results": [[7, "Improve-the-search-results"]], "Save search results to csv": [[7, "Save-search-results-to-csv"]], "AMMICO - AI Media and Misinformation Content Analysis Tool": [[8, "ammico-ai-media-and-misinformation-content-analysis-tool"]], "Installation": [[8, "installation"]], "Compatibility problems solving": [[8, "compatibility-problems-solving"]], "1. First, install tensorflow (https://www.tensorflow.org/install/pip)": [[8, "first-install-tensorflow-https-www-tensorflow-org-install-pip"]], "2. Second, install pytorch": [[8, "second-install-pytorch"]], "3. After we prepared right environment we can install the ammico package": [[8, "after-we-prepared-right-environment-we-can-install-the-ammico-package"]], "Micromamba": [[8, "micromamba"]], "Windows": [[8, "windows"]], "Usage": [[8, "usage"]], "Features": [[8, "features"]], "Text extraction": [[8, "text-extraction"]], "Content extraction": [[8, "content-extraction"]], "Emotion recognition": [[8, "emotion-recognition"]], "Color/hue detection": [[8, "color-hue-detection"]], "Cropping of posts": [[8, "cropping-of-posts"]]}, "indexentries": {"analysisexplorer (class in display)": [[0, "display.AnalysisExplorer"]], "analysismethod (class in utils)": [[0, "utils.AnalysisMethod"]], "colordetector (class in colors)": [[0, "colors.ColorDetector"]], "downloadresource (class in utils)": [[0, "utils.DownloadResource"]], "emotiondetector (class in faces)": [[0, "faces.EmotionDetector"]], "multimodalsearch (class in multimodal_search)": [[0, "multimodal_search.MultimodalSearch"]], "postprocesstext 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