From 4928b52c73241eb26a40618645fdf2e19c1d5a44 Mon Sep 17 00:00:00 2001 From: BestLocation <115041500+BestLocation@users.noreply.github.com> Date: Sat, 24 May 2025 20:48:57 -0400 Subject: [PATCH 1/2] Make boxplot also use numpy --- MatPlus/BoxPlot.py | 2 +- examples/box_plot.ipynb | 8 ++++---- 2 files changed, 5 insertions(+), 5 deletions(-) diff --git a/MatPlus/BoxPlot.py b/MatPlus/BoxPlot.py index 045bd73..45eec24 100644 --- a/MatPlus/BoxPlot.py +++ b/MatPlus/BoxPlot.py @@ -75,7 +75,7 @@ def __init__( raise TypeError("All elements must be numeric") # Validate data length - if not data or len(data) == 0: + if len(data) == 0: raise ValueError("Data array cannot be empty") # Validate whisker_length parameter diff --git a/examples/box_plot.ipynb b/examples/box_plot.ipynb index bed23ff..bfb5c7b 100644 --- a/examples/box_plot.ipynb +++ b/examples/box_plot.ipynb @@ -16,12 +16,12 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -35,10 +35,10 @@ "from MatPlus import BoxPlot\n", "\n", "# Create data\n", - "data = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n", + "data2 = np.linspace(0, 10, 50)\n", "\n", "# Create and display basic box plot\n", - "box = BoxPlot(data, title='Basic Box Plot', xlabel='X-axis', ylabel='Y-axis')\n", + "box = BoxPlot(data2, title='Basic Box Plot', xlabel='X-axis', ylabel='Y-axis')\n", "box.plot()" ] }, From eed107b3f29f323819ae6ca1152e9d44fab75220 Mon Sep 17 00:00:00 2001 From: liamjdavis Date: Sat, 24 May 2025 23:52:20 -0700 Subject: [PATCH 2/2] Bump version to 0.2.1 --- .pypi-template | 2 +- CHANGELOG.md | 2 +- MatPlus/__init__.py | 2 +- README.md | 2 +- docs/source/conf.py | 2 +- examples/box_plot.ipynb | 14 +++++++------- 6 files changed, 12 insertions(+), 12 deletions(-) diff --git a/.pypi-template b/.pypi-template index f1f9dbb..8ae3198 100644 --- a/.pypi-template +++ b/.pypi-template @@ -16,7 +16,7 @@ package_title: MatPlus readme: PYPI_README.md requires: ["matplotlib", "numpy", "pandas"] scripts: [] -version: 0.2.0 +version: 0.2.1 your_author_name: Liam Davis your_email_address: davisliam123@gmail.com your_full_name: Liam Davis diff --git a/CHANGELOG.md b/CHANGELOG.md index b9f46c8..bf18c6e 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -2,7 +2,7 @@ ### Next Release -### Version 0.2.0 +### Version 0.2.x - Supported plots: - BarPlot - Create customizable bar charts - ScatterPlot - Generate scatter plots with various styling options diff --git a/MatPlus/__init__.py b/MatPlus/__init__.py index 85d7f8e..56e630c 100644 --- a/MatPlus/__init__.py +++ b/MatPlus/__init__.py @@ -5,5 +5,5 @@ from MatPlus.Histogram import Histogram from MatPlus.StemPlot import StemPlot -__version__ = "0.2.0" +__version__ = "0.2.1" __all__ = ["ScatterPlot", "BarPlot", "BoxPlot", "LinePlot", "Histogram", "StemPlot"] diff --git a/README.md b/README.md index 9c9e676..371aa72 100644 --- a/README.md +++ b/README.md @@ -237,7 +237,7 @@ To contribute effectively to MatPlus, follow this Pull Request (PR) workflow: 3. **Make Your Changes**: - Implement your feature or fix. - Follow coding standards and ensure documentation consistency. - - Update the [changelog](./CHANGELOG.md) describing your changes. + - Update the [changelog](./CHANGELOG.md) describing your changes. This is only necessary for new features, not bug fixes or minor changes. 4. **Run Tests Locally**: ```bash diff --git a/docs/source/conf.py b/docs/source/conf.py index d9b711e..7416f59 100644 --- a/docs/source/conf.py +++ b/docs/source/conf.py @@ -14,7 +14,7 @@ project = "MatPlus" copyright = "2025, Liam Davis, Ryan Ji, Surya Rao, Weixin Lin, Dhyey Mavani" author = "Liam Davis, Ryan Ji, Surya Rao, Weixin Lin, Dhyey Mavani" -release = "0.2.0" +release = "0.2.1" # -- General configuration --------------------------------------------------- # https://www.sphinx-doc.org/en/master/usage/configuration.html#general-configuration diff --git a/examples/box_plot.ipynb b/examples/box_plot.ipynb index bfb5c7b..74007e8 100644 --- a/examples/box_plot.ipynb +++ b/examples/box_plot.ipynb @@ -16,12 +16,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { - "image/png": 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27dvL3c7tdsvtdl+NEVFNlTx+eCyhsrx5/Fgd5K5du+qFF17QgQMH1KpVK3311VfasmWL5s2bV+52mZmZCgsLu0pTojrKycmRJG3btk0nT5708zSoyoqKiiq8rtVBnjx5sgoKCtSmTRvVqlVLxcXFmjVrlkaOHFnudmlpaYqMjLxKU6I6KvlfWOfOnZWcnOznaVCVFRQUVHhdq4P81ltv6bXXXtOqVavUvn177dq1SxMmTFBMTIzS09Mvu11QUJCCgoKu4qSobkoePzyWUFnePH6sDvKkSZM0efJk/f73v5ckJSYm6vDhw3r66afLDTIAVEVWX/ZWVFSkgIDSI9aqVUsXLlzw00QA4DtWHyEPHDhQs2bNUrNmzdS+fXvt3LlT8+bN09133+3v0QDAcVYH+bnnntOUKVP04IMPKi8vTzExMbrvvvs0depUf48GAI6zOsgRERFasGCBFixY4O9RAMDnrD6HDAA1CUEGAEsQZACwBEEGAEsQZACwhNVXWQAVcfDgQRUWFjq6z3379nn+DAx09tskIiJCCQkJju4T1QNBRpV28OBBtWrVymf799VT9A8cOECUUQZBRpVWcmT86quvqm3bto7t98yZM3r33Xc1ePBghYeHO7bfb775RnfccYfjR/SoHggyqoW2bduqU6dOju3P7Xbr9OnT6tKlC6/2hquGH+oBgCUIMgBYgiADgCUIMgBYgiADgCUIMgBYgiADgCUIMgBYgiADgCUIMgBYgiADgCUIMgBYgiADgCUIMgBYgiADgCUIMgBYgiADgCUIMgBYgiADgCUIMgBYgiADgCUIMgBYgiADgCUIMgBYgiADgCUIMgBYgiADgCUIMgBYgiADgCUIMgBYgiADgCUIMgBYgiADgCWsD/L//d//6Y477lCDBg0UGhqqxMREffHFF/4eCwAcF+jvAcpz+vRpdevWTT169NC6devUqFEjHTx4UPXq1fP3aADgOKuD/Oc//1lNmzbV8uXLPcvi4+P9OBEA+I7VQf6f//kf9e7dW8OGDdPHH3+sa6+9Vg8++KDuvffecrdzu91yu91XaUr40/nz5z1/Ovk1L9mX048jX80Le3nzdbY6yIcOHdLSpUs1ceJEPf7448rOztb48eMVHBys9PT0y26XmZmpsLCwqzgp/CUnJ0eStGXLFh07dszx/WdlZTm6P1/PC/sUFRVVeF2XMcb4cJZKCQ4O1k033aTPPvvMs2z8+PHKzs7W1q1by6xfUFCgqKgonTx5UpGRkVdzVPjJzp071blzZ23btk033HCDY/t1u93KyspSr169FBQU5Nh+fTUv7FVQUKCGDRsqPz//F7tk9RFykyZN1K5du1LL2rZtq9WrV5e7XVBQkKPfRLBXYGCg509ffM2dfiz5el7Yx5uvs9WXvXXr1k379+8vtezAgQNq3ry5nyYCAN+xOsh/+MMf9Pnnn+upp57St99+q1WrVumFF15QRkaGv0cDAMdZHeSbb75Z77zzjl5//XV16NBBf/rTn7RgwQKNHDnS36MBgOOsPocsSQMGDNCAAQP8PQYA+JzVR8gAUJMQZACwhNdBXr9+vbZs2eJ5f/HixUpKStLtt9+u06dPOzocANQkXgd50qRJKigokCTt2bNHDz/8sPr166fc3FxNnDjR8QEBoKbw+od6ubm5nidrrF69WgMGDNBTTz2lHTt2qF+/fo4PCAA1hddHyMHBwZ7nZv/tb39TWlqaJKl+/fqeI2cAgPe8PkJOSUnRxIkT1a1bN23fvl1vvvmmpJ+eQRcbG+v4gABQU3h9hLxo0SIFBgbq7bff1tKlS3XttddKktatW6c+ffo4PiAA1BReHyE3a9ZMa9asKbN8/vz5jgwEADVVhYJcUFDgedm4XzpPzMteAsCVqVCQ69Wrp2PHjqlx48aqW7euXC5XmXWMMXK5XCouLnZ8SACoCSoU5I0bN6p+/fqev18qyACAyqlQkP/jP/7D8/dbbrnFV7MAQI3m9VUW06ZN04ULF8osz8/P14gRIxwZCgBqIq+D/PLLLyslJUWHDh3yLNu0aZMSExM9v8ARAOA9r4O8e/duxcbGKikpSS+++KImTZqktLQ03XnnnaV+GSkAwDteX4dcr149vfXWW3r88cd13333KTAwUOvWrVPPnj19MR8A1BhX9HrIzz33nJ599lmNGDFCLVq00Pjx4/XVV185PRsA1CheB7lPnz6aPn26Vq5cqddee007d+5U9+7d9atf/Upz5szxxYwAUCN4fcqiuLhYu3fvVkxMjCQpNDRUS5cu1YABA3TPPffokUcecXxIoDwhUQ114l9S7j+LHNvn+fPndao4WN+d+pcCA92O7ffEv36aF7gUr4OclZV1yeX9+/fXnj17Kj0Q4K3revxGr+QESDkHHN5zE2V+eOiXV/NKgK7r8RuH94nqwtHfOt2wIf/y4+r79qPVmvP/xqhNmzaO7fP8+fPa8umnSunWTYGBzn2b7Nu3T0M/Wi1NGePYPlF9XNEpi/nz5+utt97SkSNHdO7cuVK3nzp1yrHhgIr4d/5JRYdK8Q3CHNun2+3W17XOKa5+qIKCghzb7+nQn+YFLsXrH+pNnz5d8+bN0/Dhw5Wfn6+JEydq6NChCggI0LRp03wwIgDUDF4H+bXXXtOLL76ohx9+WIGBgRoxYoReeuklTZ06VZ9//rkvZgSAGsHrIB8/flyJiYmSpPDwcOXn50uSBgwYoLVr1zo7HQDUIF4HOTY2VseOHZMktWzZUpmZmZKk7Oxs1a5d29npAKAG8TrIQ4YM0YYNGyRJ48aN05QpU5SQkKC77rpLd999t+MDAkBN4fVVFrNnz/b8ffjw4WrWrJm2bt2qhIQEDRw40NHhAKAmqfQFll26dFGXLl2cmAUAarQrenGhEpGRkaVeFxkAcOUqHOSjR4+WWWaMcXQYAKjJKhzk9u3ba9WqVb6cBQBqtAoHedasWbrvvvs0bNgwz9Oj77jjDkVGRvpsOACoSSoc5AcffFC7d+/WP//5T7Vr107vv/++li5dygsKAYBDvLrKIj4+Xhs3btSiRYs0dOhQtW3btswrYe3YscPRAQGgpvD6srfDhw/rv//7v1WvXj0NGjTI0ZcmBICazKualryoUGpqqv7+97+rUaNGvpoLAGqcCge5T58+2r59uxYtWqS77rrLlzMBQI1U4SCX/C692NhYX84DADVWhYN8ud+lBwBwRqWeOg0AcA5BBgBLVKkgz549Wy6XSxMmTPD3KADguCoT5OzsbP31r3/V9ddf7+9RAMAnqsSzOs6cOaORI0fqxRdf1MyZM39xfbfbLbfbfRUmg7+dP3/e86eTX/OSfTn9OPLVvLCXN1/nKhHkjIwM9e/fX6mpqRUKcmZmpsLCwq7CZPC3nJwcSdKWLVs8v+vRSU5fXeTreWGfoqKiCq9rfZDfeOMN7dixQ9nZ2RXeJi0tjVehqyF27twpSUpJSdENN9zg2H7dbreysrLUq1cvBQUFObZfX80LexUUFFR4XauD/I9//EMPPfSQsrKyFBISUuHtgoKCHP0mgr1KXkslMDDQJ19zpx9Lvp4X9vHm62x1kL/88kvl5eWpU6dOnmXFxcXavHmzFi1apB9//FG1atXy44QA4Byrg9yzZ0/t2bOn1LJRo0apTZs2evTRR4kxgGrF6iBHRESoQ4cOpZbVqVNHDRo0KLMcAKq6KnMdMgBUd1YfIV/Kpk2b/D0CAPgER8gAYAmCDACWIMgAYAmCDACWIMgAYAmCDACWIMgAYAmCDACWIMgAYAmCDACWIMgAYAmCDACWIMgAYAmCDACWIMgAYAmCDACWIMgAYAmCDACWIMgAYAmCDACWIMgAYAmCDACWIMgAYAmCDACWIMgAYAmCDACWIMgAYAmCDACWIMgAYAmCDACWIMgAYIlAfw8AVEZRUZEkaceOHY7u98yZM/r4449Vr149hYeHO7bfb775xrF9ofohyKjS9u3bJ0m69957fbL/+fPn+2S/ERERPtkvqjaCjCpt8ODBkqQ2bdooLCzMsf3u3btX6enpWrlypTp06ODYfqWfYpyQkODoPlE9EGRUaQ0bNtQ999zj+H7Pnz8v6afQd+rUyfH9A5fCD/UAwBIEGQAsQZABwBIEGQAsQZABwBIEGQAsQZABwBJWB/npp5/WzTffrIiICDVu3FiDBw/W/v37/T0WAPiE1UH++OOPlZGRoc8//1xZWVlyu91KS0vT2bNn/T0aADjO6mfqrV+/vtT7K1asUOPGjfXll1+qe/fufpoKAHzD6iD/XH5+viSpfv365a7ndrvldruvxkiopkoePzyWUFnePH6qTJAvXLigCRMmqFu3br/4Yi+ZmZmOvtAMap6cnBxJ0rZt23Ty5Ek/T4OqrOQlYiuiygQ5IyNDe/fu1ZYtW35x3bS0NEVGRl6FqVBdbd++XZLUuXNnJScn+3kaVGUFBQUVXrdKBHns2LFas2aNNm/erNjY2F9cPygoSEFBQVdhMlRXJY8fHkuoLG8eP1YH2RijcePG6Z133tGmTZsUHx/v75EAwGesDnJGRoZWrVql9957TxERETp+/LgkKSoqSqGhoX6eDgCcZfV1yEuXLlV+fr5uueUWNWnSxPP25ptv+ns0AHCc1UfIxhh/jwAAV43VR8gAUJMQZACwBEEGAEsQZACwBEEGAEsQZACwBEEGAEsQZACwBEEGAEsQZACwBEEGAEsQZACwBEEGAEsQZACwBEEGAEsQZACwBEEGAEsQZACwBEEGAEsQZACwBEEGAEsQZACwBEEGAEsQZACwBEEGAEsQZACwBEEGAEsQZACwBEEGAEsQZACwBEEGAEsQZACwBEEGAEsQZACwBEEGAEsQZACwBEEGAEsQZACwBEEGAEsQZACwBEEGAEsQZACwRJUI8uLFixUXF6eQkBB17txZ27dv9/dIAOA464P85ptvauLEiXryySe1Y8cOdezYUb1791ZeXp6/RwMAR1kf5Hnz5unee+/VqFGj1K5dOz3//PMKCwvTsmXL/D0aADgq0N8DlOfcuXP68ssv9dhjj3mWBQQEKDU1VVu3br3sdm63W263+2qMiCqkqKhI+/fvr9C6e/fuLfVnRbRu3VphYWFXNBuqL29aZHWQT548qeLiYkVHR5daHh0drX379l12u8zMTL4xUEZOTo4efvhhr7YZPXp0hdd95pln1LJlS2/HQjVXVFRU4XWtDvKVSktLU2RkpL/HgGWKioqUkpJSoXULCwu1du1a9e/fXxERERXahiNkXEpBQUGF17U6yA0bNlStWrV04sSJUstPnDiha6655rLbBQUFKSgoyNfjoYqJiopScnJyhdZ1u906c+aMunfvzmMJleLN48fqH+oFBwfrxhtv1IYNGzzLLly4oA0bNqhLly5+nAwAnGf1EbIkTZw4Uenp6brpppuUnJysBQsW6OzZsxo1apS/RwMAR1kf5OHDh+v777/X1KlTdfz4cSUlJWn9+vVlftAHAFWd9UGWpLFjx2rs2LH+HgMAfMrqc8gAUJMQZACwBEEGAEsQZACwBEEGAEsQZACwRJW47K2ijDGSvHvuOHApbrdbRUVFKigo4KnTqJSSHpX0qTzVKsiFhYWSpKZNm/p5EgAorbCwUFFRUeWu4zIVyXYVceHCBR09elQRERFyuVz+HgcAZIxRYWGhYmJiFBBQ/lniahVkAKjK+KEeAFiCIAOAJQgyAFiCIAMX2bx5swYOHKiYmBi5XC69++67/h4JNQhBBi5y9uxZdezYUYsXL/b3KKiBqtV1yEBl9e3bV3379vX3GKihOEIGAEsQZACwBEEGAEsQZACwBEEGAEtwlQVwkTNnzujbb7/1vJ+bm6tdu3apfv36atasmR8nQ03AiwsBF9m0aZN69OhRZnl6erpWrFhx9QdCjUKQAcASnEMGAEsQZACwBEEGAEsQZACwBEEGAEsQZACwBEEGAEsQZACwBEEGKmnTpk1yuVz64Ycf/D0KqjiCjGqjuLhYXbt21dChQ0stz8/PV9OmTfXEE0/45ON27dpVx44dU1RUlE/2j5qDp06jWjlw4ICSkpL04osvauTIkZKku+66S1999ZWys7MVHBzs5wmBy+MIGdVKq1atNHv2bI0bN07Hjh3Te++9pzfeeEOvvPLKZWP86KOPqlWrVgoLC1OLFi00ZcoUud1uSZIxRqmpqerdu7dKjl1OnTql2NhYTZ06VVLZUxaHDx/WwIEDVa9ePdWpU0ft27fXBx984Ps7jyqPl99EtTNu3Di98847uvPOO7Vnzx5NnTpVHTt2vOz6ERERWrFihWJiYrRnzx7de++9ioiI0COPPCKXy6WVK1cqMTFRCxcu1EMPPaT7779f1157rSfIP5eRkaFz585p8+bNqlOnjr7++muFh4f76u6iOjFANfTNN98YSSYxMdG43W6vtv3LX/5ibrzxxlLL3nrrLRMSEmImT55s6tSpYw4cOOC57aOPPjKSzOnTp40xxiQmJppp06ZV+j6g5uGUBaqlZcuWKSwsTLm5ufrf//1fSdL999+v8PBwz1uJN998U926ddM111yj8PBw/fGPf9SRI0dK7W/YsGEaMmSIZs+erblz5yohIeGyH3v8+PGaOXOmunXrpieffFK7d+/2zZ1EtUOQUe189tlnmj9/vtasWaPk5GSNHj1axhjNmDFDu3bt8rxJ0tatWzVy5Ej169dPa9as0c6dO/XEE0/o3LlzpfZZVFSkL7/8UrVq1dLBgwfL/fj33HOPDh065DllctNNN+m5557z1d1FdeLvQ3TASWfPnjUJCQlm3LhxxhhjcnNzTXh4uFmyZMkl1587d65p0aJFqWWjR482UVFRpZbdf//9pk2bNiYzM9MEBgaaDRs2eG77+SmLn5s8ebJJTEy88juFGoMjZFQrjz32mIwxmj17tiQpLi5Oc+fO1SOPPKLvvvuuzPoJCQk6cuSI3njjDeXk5GjhwoV65513Sq2zdu1aLVu2TK+99pp69eqlSZMmKT09XadPn77kDBMmTNCHH36o3Nxc7dixQx999JHatm3r+H1FNeTvfxEAp2zatMnUqlXLfPLJJ2VuS0tLM7feequ5cOFCmdsmTZpkGjRoYMLDw83w4cPN/PnzPUfIeXl5Jjo62jz11FOe9c+dO2duvPFG87vf/c4YU/YIeezYsaZly5amdu3aplGjRubOO+80J0+edP4Oo9rhiSEAYAlOWQCAJQgyAFiCIAOAJQgyAFiCIAOAJQgyAFiCIAOAJQgyAFiCIAOAJQgyAFiCIAOAJf4/Gj439FTlxKMAAAAASUVORK5CYII=", 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", 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" ] @@ -51,12 +51,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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Xtm3bNHLkSE2cOFFf/vKX9d57751zm1jOOGPGDG3atEmNjY0yM1VWVurAgQOaN29en9vF61x3xbLEjY2NJsleeumlHtd/7Wtfs+LiYnebl156ydavX2/V1dW2bds2+9SnPmXZ2dl2+PDhqM25f/9+Gzx4sCUnJ9vQoUPtj3/8Y6/rxmO+9PR0S09Pt69//etWVVVlP/3pTy0jI8PWrVvX6zY1NTW2Zs0a27Nnj+3atcu++MUvWkpKiu3duzdqc5aUlFhpaak1NjZaR0eHPfHEE5aUlGQTJkxIiBl1jnuOJ0+etKlTp9oXvvCFPvfzpz/9yX7zm9/YK6+8Ys8995yVlJTYmDFjrLm5OSoz/vrXv7Znn33W9u/fb88884xNmjTJrr/+euvo6EiYGU+dOmW33XabSbKUlBRLS0uz9evX97mfeJxLfUn4OP679vZ2GzdunH3rW9+KxohmZnb69Gmrq6uzPXv22IoVKywnJ8def/31hJkvNTXVSkpKelz31a9+1T7ykY/0az833HCDLVmyZCBH6+HgwYN2ww03mCRLTk6266+/3m655RYrKChIiBn7imN7e7stWLDAioqK7Pjx4/3ab1NTk2VnZ/f6VMxAzditvr7eJNnWrVsj3m+0Z/zhD39oEyZMsE2bNtkrr7xiq1evtiFDhtiWLVsi3m8szqW+xPRhdU5OjpKTk3Xs2LEe1x87dkyXX355RPtITU1VUVGRDh48GI0RJUlpaWm68sorNW3aND388MMqLCzUY489ljDz5ebm6qqrrupx3aRJk/r9MKm4uDiqc44bN07bt29Xa2urDh8+rN27dysUCmns2LEJM6MnFArpc5/7nA4dOqQtW7b0eHEoEsOGDdOECRNiNvfYsWOVk5PTr+NFc8aTJ0/qG9/4hlauXKkFCxbommuu0b333qvFixfrRz/6UcT7icW51JeYxjEtLU3Tpk3TCy+8EL6uq6tLL7zwQp/P6X1QZ2enXn31VeXm5kZrzLN0dXXp9OnTEa0bi/lmzpzZ4xU9STpw4IDy8/P7tZ99+/bF5Oc4ePBg5ebmqqmpSc8//7zKysoi3jZWM3brDmNdXZ22bt2qSy+9tN/7aG1tVX19fczmfvvtt/Xee+/163jRnDEUCikUCp31Sx2Sk5PV1dUV8X7ica73EOu7qk8++aSlp6fbunXr7I033rC7777bhg0bZu+8846Zmd166622YsWK8Prf+c537Pnnn7f6+nrbu3evff7zn7eMjIyIH+b214oVK2z79u3W0NBg+/fvtxUrVlggELCKioqEmM/szCuoKSkp9r3vfc/q6ursV7/6lWVmZtqGDRt6/DtuvfXW8OVVq1bZxo0bra6uzl599VVbunSpJSUl9euhWH8999xztnnzZnvrrbesoqLCCgsLbfr06dbe3h63GVtaWqy6utqqq6tNkq1cudKqq6vt0KFD1t7ebgsXLrS8vDzbt2+fHT16NPzn9OnT4X187GMfs9WrV4cv33fffbZt2zZraGiwXbt22dy5cy0nJ8f+8Y9/DPiMLS0tdv/999vLL79sDQ0NtnXrVps6daqNHz/eTp06lRAzmpmVlpba5MmTrbKy0t566y1bu3atZWRk2I9//OPwPhLhXOpLzONoZrZ69WobM2aMpaWlWXFxsf3lL38JLystLbXy8vLw5WXLloXXveyyy+yTn/ykVVVVRW22O+64w/Lz8y0tLc1GjBhhH//4x8NhTIT5uv3+97+3KVOmWHp6uhUUFNjPfvazHsvLy8uttLQ0fPkHP/iBjRs3zjIyMuySSy6x2bNn24svvhjVGZ966ikbO3aspaWl2eWXX2733HOPvf/++3GdsfvtQv/+p7y83BoaGtxlkqyysjK8j/z8fHvooYfClxcvXmy5ubmWlpZmo0aNssWLF9vBgwejMmNbW5vNmzfPRowYYampqZafn2933XVX+M5FIsxoZnb06FG7/fbbLRgMWkZGhk2cONEeeeQR6+rqCu8jUc6l3vArywDAwWerAcBBHAHAQRwBwEEcAcBBHAHAQRwBwEEcAcBBHAHAQRwBwEEcAcBBHAHA8X+92v0moqy9oAAAAABJRU5ErkJggg==", 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", 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" ] @@ -112,7 +112,7 @@ ], "metadata": { "kernelspec": { - "display_name": "myenv", + "display_name": "env", "language": "python", "name": "python3" }, @@ -126,7 +126,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.18" + "version": "3.12.3" } }, "nbformat": 4,