From 81ad8b35f8c8624871bee9cb404671719290ec46 Mon Sep 17 00:00:00 2001 From: = Date: Wed, 24 Jul 2024 11:34:41 -0400 Subject: [PATCH 01/14] Added UK and US testing notebooks, including test of how many are nonzero --- docs/_toc.yml | 2 + docs/environment.yml | 4 + docs/testing_notebooks/uk-notebook.ipynb | 95 ++++++++++++++++++++ docs/testing_notebooks/us-notebook.ipynb | 106 +++++++++++++++++++++++ 4 files changed, 207 insertions(+) create mode 100644 docs/testing_notebooks/uk-notebook.ipynb create mode 100644 docs/testing_notebooks/us-notebook.ipynb diff --git a/docs/_toc.yml b/docs/_toc.yml index 305fefb..551492a 100644 --- a/docs/_toc.yml +++ b/docs/_toc.yml @@ -2,3 +2,5 @@ format: jb-book root: index.md chapters: - file: current-features + - file: testing_notebooks/us-notebook + - file: testing_notebooks/uk-notebook diff --git a/docs/environment.yml b/docs/environment.yml index 04a84c8..2e6d120 100644 --- a/docs/environment.yml +++ b/docs/environment.yml @@ -6,5 +6,9 @@ dependencies: - pandas - pip - pytest + - torch + - policyengine_core + - policyengine_us + - policyengine_uk - pip: - jupyter-book diff --git a/docs/testing_notebooks/uk-notebook.ipynb b/docs/testing_notebooks/uk-notebook.ipynb new file mode 100644 index 0000000..6117753 --- /dev/null +++ b/docs/testing_notebooks/uk-notebook.ipynb @@ -0,0 +1,95 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# UK testing notebook\n", + "\n", + "This notebook includes testing for the functionality of reweight with PolicyEngine UK." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import torch\n", + "from torch.utils.tensorboard import SummaryWriter" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from policyengine_uk import Microsimulation\n", + "from policyengine_uk.data import RawFRS_2021_22\n", + "RawFRS_2021_22().download()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from policyengine_uk.data.datasets.frs.calibration.calibrate import generate_model_variables\n", + "\n", + "(\n", + " household_weights,\n", + " weight_adjustment,\n", + " values_df,\n", + " targets,\n", + " targets_array,\n", + " equivalisation_factors_array\n", + ") = generate_model_variables(\"frs_2021\", 2025)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from reweight import reweight" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "sim_matrix = torch.tensor(values_df.to_numpy(), dtype=torch.float32)\n", + "\n", + "final_weights = reweight(household_weights, sim_matrix, targets, targets_array)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def nonzero_proportion(tensor):\n", + " return torch.count_nonzero(tensor).item() / tensor.numel()\n", + "\n", + "print(nonzero_proportion(household_weights))\n", + "\n", + "print(nonzero_proportion(final_weights))" + ] + } + ], + "metadata": { + "language_info": { + "name": "python" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/docs/testing_notebooks/us-notebook.ipynb b/docs/testing_notebooks/us-notebook.ipynb new file mode 100644 index 0000000..890e71b --- /dev/null +++ b/docs/testing_notebooks/us-notebook.ipynb @@ -0,0 +1,106 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# US testing notebook\n", + "\n", + "This notebook includes testing for the functionality of reweight with PolicyEngine US." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import torch\n", + "from torch.utils.tensorboard import SummaryWriter" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "This runs!\n" + ] + } + ], + "source": [ + "from policyengine_us.data.datasets.cps.enhanced_cps.loss import generate_model_variables\n", + "(\n", + " household_weights,\n", + " weight_adjustment,\n", + " values_df,\n", + " targets,\n", + " targets_array,\n", + " equivalisation_factors_array\n", + ") = generate_model_variables(\"cps_2021\", 2025)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from reweight import reweight" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "sim_matrix = torch.tensor(values_df.to_numpy(), dtype=torch.float32)\n", + "initial_weights = torch.tensor(household_weights, dtype=torch.float32)\n", + "targets_tensor = torch.tensor(targets_array, dtype=torch.float32)\n", + "final_weights = reweight(initial_weights, sim_matrix, targets, targets_tensor)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def nonzero_proportion(tensor):\n", + " return torch.count_nonzero(tensor).item() / tensor.numel()\n", + "\n", + "print(nonzero_proportion(initial_weights))\n", + "\n", + "print(nonzero_proportion(final_weights))" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "policyengine", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 17b3111660b82fca8eb5844bc286f5f77a2aad92 Mon Sep 17 00:00:00 2001 From: = Date: Wed, 24 Jul 2024 13:50:26 -0400 Subject: [PATCH 02/14] Added weights histograms to testing notebooks --- docs/environment.yml | 1 + docs/testing_notebooks/uk-notebook.ipynb | 126 +++++++++++++++++++++-- docs/testing_notebooks/us-notebook.ipynb | 118 ++++++++++++++++++--- 3 files changed, 220 insertions(+), 25 deletions(-) diff --git a/docs/environment.yml b/docs/environment.yml index 2e6d120..b40d7e5 100644 --- a/docs/environment.yml +++ b/docs/environment.yml @@ -10,5 +10,6 @@ dependencies: - policyengine_core - policyengine_us - policyengine_uk + - matplotlib - pip: - jupyter-book diff --git a/docs/testing_notebooks/uk-notebook.ipynb b/docs/testing_notebooks/uk-notebook.ipynb index 6117753..db3aa47 100644 --- a/docs/testing_notebooks/uk-notebook.ipynb +++ b/docs/testing_notebooks/uk-notebook.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -34,7 +34,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -52,7 +52,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -61,9 +61,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 100, Loss: 48.30685043334961\n", + "Epoch 200, Loss: 40.58155059814453\n", + "Epoch 300, Loss: 34.585235595703125\n", + "Epoch 400, Loss: 29.832853317260742\n", + "Epoch 500, Loss: 25.99891471862793\n", + "Epoch 600, Loss: 22.858182907104492\n", + "Epoch 700, Loss: 20.250896453857422\n", + "Epoch 800, Loss: 18.061073303222656\n", + "Epoch 900, Loss: 16.202829360961914\n", + "Epoch 1000, Loss: 14.611446380615234\n" + ] + } + ], "source": [ "sim_matrix = torch.tensor(values_df.to_numpy(), dtype=torch.float32)\n", "\n", @@ -72,9 +89,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.0\n", + "1.0\n" + ] + } + ], "source": [ "def nonzero_proportion(tensor):\n", " return torch.count_nonzero(tensor).item() / tensor.numel()\n", @@ -83,11 +109,93 @@ "\n", "print(nonzero_proportion(final_weights))" ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "def plot_tensor_histogram(tensor, bins=30, title='Tensor Histogram'):\n", + " # Flatten the tensor to 1D\n", + " flattened = tensor.flatten()\n", + " \n", + " # Convert to numpy array for matplotlib\n", + " data = flattened.numpy()\n", + " \n", + " # Create the histogram\n", + " plt.figure(figsize=(10, 6))\n", + " plt.hist(data, bins=bins, edgecolor='black')\n", + " \n", + " # Add labels and title\n", + " plt.xlabel('Value')\n", + " plt.ylabel('Frequency')\n", + " plt.title(title)\n", + " \n", + " # Show the plot\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_tensor_histogram(household_weights, title=\"Histogram of initial weights\")" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_tensor_histogram(final_weights, title=\"Histogram of final weights\")" + ] } ], "metadata": { + "kernelspec": { + "display_name": "policyengine", + "language": "python", + "name": "python3" + }, "language_info": { - "name": "python" + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.7" } }, "nbformat": 4, diff --git a/docs/testing_notebooks/us-notebook.ipynb b/docs/testing_notebooks/us-notebook.ipynb index 890e71b..55d4d1c 100644 --- a/docs/testing_notebooks/us-notebook.ipynb +++ b/docs/testing_notebooks/us-notebook.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -23,17 +23,9 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 3, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "This runs!\n" - ] - } - ], + "outputs": [], "source": [ "from policyengine_us.data.datasets.cps.enhanced_cps.loss import generate_model_variables\n", "(\n", @@ -48,7 +40,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -57,9 +49,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 100, Loss: 0.36243075132369995\n", + "Epoch 200, Loss: 0.3186039328575134\n", + "Epoch 300, Loss: 0.2849416434764862\n", + "Epoch 400, Loss: 0.2582869231700897\n", + "Epoch 500, Loss: 0.23667685687541962\n", + "Epoch 600, Loss: 0.21886183321475983\n", + "Epoch 700, Loss: 0.20400400459766388\n", + "Epoch 800, Loss: 0.191498264670372\n", + "Epoch 900, Loss: 0.18087948858737946\n", + "Epoch 1000, Loss: 0.17178186774253845\n" + ] + } + ], "source": [ "sim_matrix = torch.tensor(values_df.to_numpy(), dtype=torch.float32)\n", "initial_weights = torch.tensor(household_weights, dtype=torch.float32)\n", @@ -69,9 +78,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.0\n", + "1.0\n" + ] + } + ], "source": [ "def nonzero_proportion(tensor):\n", " return torch.count_nonzero(tensor).item() / tensor.numel()\n", @@ -80,6 +98,74 @@ "\n", "print(nonzero_proportion(final_weights))" ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "def plot_tensor_histogram(tensor, bins=30, title='Tensor Histogram'):\n", + " # Flatten the tensor to 1D\n", + " flattened = tensor.flatten()\n", + " \n", + " # Convert to numpy array for matplotlib\n", + " data = flattened.numpy()\n", + " \n", + " # Create the histogram\n", + " plt.figure(figsize=(10, 6))\n", + " plt.hist(data, bins=bins, edgecolor='black')\n", + " \n", + " # Add labels and title\n", + " plt.xlabel('Value')\n", + " plt.ylabel('Frequency')\n", + " plt.title(title)\n", + " \n", + " # Show the plot\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_tensor_histogram(initial_weights, title=\"Histogram of initial weights\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_tensor_histogram(final_weights, title=\"Histogram of final weights\")" + ] } ], "metadata": { From ef0be386d3e2338e24db0e9538555823c11dd1d6 Mon Sep 17 00:00:00 2001 From: = Date: Fri, 26 Jul 2024 09:20:50 -0400 Subject: [PATCH 03/14] Removed changelogs --- CHANGELOG.md | 37 ------------------------------------- changelog.yaml | 20 -------------------- changelog_entry.yaml | 1 - 3 files changed, 58 deletions(-) delete mode 100644 CHANGELOG.md delete mode 100644 changelog.yaml delete mode 100644 changelog_entry.yaml diff --git a/CHANGELOG.md b/CHANGELOG.md deleted file mode 100644 index e3e1a4a..0000000 --- a/CHANGELOG.md +++ /dev/null @@ -1,37 +0,0 @@ -# Changelog - -All notable changes to this project will be documented in this file. - -The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/), -and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html). - -## [0.4.0] - 2024-07-16 13:02:36 - -### Fixed - -- PolicyEngine UK secrets issues - -## [0.3.0] - 2024-07-16 07:44:29 - -### Added - -- PolicyEngine UK testing - -## [0.2.0] - 2024-07-02 13:04:56 - -### Added - -- PyTorch testing with Microsimulation datasets - -## [0.1.0] - 2024-06-26 00:00:00 - -### Added - -- Basic repo - - - -[0.4.0]: https://github.com/PolicyEngine/reweight/compare/0.3.0...0.4.0 -[0.3.0]: https://github.com/PolicyEngine/reweight/compare/0.2.0...0.3.0 -[0.2.0]: https://github.com/PolicyEngine/reweight/compare/0.1.0...0.2.0 - diff --git a/changelog.yaml b/changelog.yaml deleted file mode 100644 index 60834fe..0000000 --- a/changelog.yaml +++ /dev/null @@ -1,20 +0,0 @@ -- changes: - added: - - Basic repo - date: 2024-06-26 00:00:00 - version: 0.1.0 -- bump: minor - changes: - added: - - PyTorch testing with Microsimulation datasets - date: 2024-07-02 13:04:56 -- bump: minor - changes: - added: - - PolicyEngine UK testing - date: 2024-07-16 07:44:29 -- bump: minor - changes: - fixed: - - PolicyEngine UK secrets issues - date: 2024-07-16 13:02:36 diff --git a/changelog_entry.yaml b/changelog_entry.yaml deleted file mode 100644 index 8b13789..0000000 --- a/changelog_entry.yaml +++ /dev/null @@ -1 +0,0 @@ - From eeeddcfc007d100e57ebcd655d0c1568496382db Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Mon, 29 Jul 2024 14:08:06 +0100 Subject: [PATCH 04/14] Add change to chart --- docs/testing_notebooks/uk-notebook.ipynb | 52 +- docs/testing_notebooks/us-notebook.ipynb | 119260 +++++++++++++++++++- 2 files changed, 119281 insertions(+), 31 deletions(-) diff --git a/docs/testing_notebooks/uk-notebook.ipynb b/docs/testing_notebooks/uk-notebook.ipynb index db3aa47..1e97b69 100644 --- a/docs/testing_notebooks/uk-notebook.ipynb +++ b/docs/testing_notebooks/uk-notebook.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -23,9 +23,39 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Unable to load OpenFisca variables from file \"/Users/nikhilwoodruff/policyengine/policyengine-uk/policyengine_uk/variables/input/consumption/housing_water_and_electricity_consumption/rent.py\"\n" + ] + }, + { + "ename": "VariableNameConflictError", + "evalue": "You've already defined rent in input.housing. You tried to define it again in input.consumption.housing_water_and_electricity_consumption.rent.", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mVariableNameConflictError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[2], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpolicyengine_uk\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Microsimulation\n\u001b[1;32m 2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpolicyengine_uk\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mdata\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m RawFRS_2021_22\n\u001b[1;32m 3\u001b[0m RawFRS_2021_22()\u001b[38;5;241m.\u001b[39mdownload()\n", + "File \u001b[0;32m~/policyengine/policyengine-uk/policyengine_uk/__init__.py:5\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mos\u001b[39;00m\n\u001b[1;32m 4\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpolicyengine_uk\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m entities\n\u001b[0;32m----> 5\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpolicyengine_uk\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01msystem\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m (\n\u001b[1;32m 6\u001b[0m CountryTaxBenefitSystem,\n\u001b[1;32m 7\u001b[0m Microsimulation,\n\u001b[1;32m 8\u001b[0m Simulation,\n\u001b[1;32m 9\u001b[0m IndividualSim,\n\u001b[1;32m 10\u001b[0m COUNTRY_DIR,\n\u001b[1;32m 11\u001b[0m BASELINE_VARIABLES,\n\u001b[1;32m 12\u001b[0m parameters,\n\u001b[1;32m 13\u001b[0m variables,\n\u001b[1;32m 14\u001b[0m )\n\u001b[1;32m 15\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpathlib\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Path\n\u001b[1;32m 16\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mos\u001b[39;00m\n", + "File \u001b[0;32m~/policyengine/policyengine-uk/policyengine_uk/system.py:47\u001b[0m\n\u001b[1;32m 41\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mparameters \u001b[38;5;241m=\u001b[39m backdate_parameters(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mparameters, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m2015-01-01\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 42\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mparameters\u001b[38;5;241m.\u001b[39mgov\u001b[38;5;241m.\u001b[39mhmrc \u001b[38;5;241m=\u001b[39m convert_to_fiscal_year_parameters(\n\u001b[1;32m 43\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mparameters\u001b[38;5;241m.\u001b[39mgov\u001b[38;5;241m.\u001b[39mhmrc\n\u001b[1;32m 44\u001b[0m )\n\u001b[0;32m---> 47\u001b[0m system \u001b[38;5;241m=\u001b[39m \u001b[43mCountryTaxBenefitSystem\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 49\u001b[0m parameters \u001b[38;5;241m=\u001b[39m system\u001b[38;5;241m.\u001b[39mparameters\n\u001b[1;32m 50\u001b[0m variables \u001b[38;5;241m=\u001b[39m system\u001b[38;5;241m.\u001b[39mvariables\n", + "File \u001b[0;32m~/policyengine/policyengine-uk/policyengine_uk/system.py:39\u001b[0m, in \u001b[0;36mCountryTaxBenefitSystem.__init__\u001b[0;34m(self, reform)\u001b[0m\n\u001b[1;32m 38\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__init__\u001b[39m(\u001b[38;5;28mself\u001b[39m, reform\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[0;32m---> 39\u001b[0m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;21;43m__init__\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mentities\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mreform\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mreform\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 41\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mparameters \u001b[38;5;241m=\u001b[39m backdate_parameters(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mparameters, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m2015-01-01\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 42\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mparameters\u001b[38;5;241m.\u001b[39mgov\u001b[38;5;241m.\u001b[39mhmrc \u001b[38;5;241m=\u001b[39m convert_to_fiscal_year_parameters(\n\u001b[1;32m 43\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mparameters\u001b[38;5;241m.\u001b[39mgov\u001b[38;5;241m.\u001b[39mhmrc\n\u001b[1;32m 44\u001b[0m )\n", + "File \u001b[0;32m~/policyengine/policyengine-core/policyengine_core/taxbenefitsystems/tax_benefit_system.py:124\u001b[0m, in \u001b[0;36mTaxBenefitSystem.__init__\u001b[0;34m(self, entities, reform)\u001b[0m\n\u001b[1;32m 121\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvariable_module_metadata \u001b[38;5;241m=\u001b[39m {}\n\u001b[1;32m 123\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvariables_dir \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m--> 124\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43madd_variables_from_directory\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvariables_dir\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 125\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdata_modified \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m\n\u001b[1;32m 127\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mparameters_dir \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", + "File \u001b[0;32m~/policyengine/policyengine-core/policyengine_core/taxbenefitsystems/tax_benefit_system.py:390\u001b[0m, in \u001b[0;36mTaxBenefitSystem.add_variables_from_directory\u001b[0;34m(self, directory)\u001b[0m\n\u001b[1;32m 388\u001b[0m subdirectories \u001b[38;5;241m=\u001b[39m glob\u001b[38;5;241m.\u001b[39mglob(os\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mjoin(directory, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m*/\u001b[39m\u001b[38;5;124m\"\u001b[39m))\n\u001b[1;32m 389\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m subdirectory \u001b[38;5;129;01min\u001b[39;00m subdirectories:\n\u001b[0;32m--> 390\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43madd_variables_from_directory\u001b[49m\u001b[43m(\u001b[49m\u001b[43msubdirectory\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/policyengine/policyengine-core/policyengine_core/taxbenefitsystems/tax_benefit_system.py:390\u001b[0m, in \u001b[0;36mTaxBenefitSystem.add_variables_from_directory\u001b[0;34m(self, directory)\u001b[0m\n\u001b[1;32m 388\u001b[0m subdirectories \u001b[38;5;241m=\u001b[39m glob\u001b[38;5;241m.\u001b[39mglob(os\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mjoin(directory, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m*/\u001b[39m\u001b[38;5;124m\"\u001b[39m))\n\u001b[1;32m 389\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m subdirectory \u001b[38;5;129;01min\u001b[39;00m subdirectories:\n\u001b[0;32m--> 390\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43madd_variables_from_directory\u001b[49m\u001b[43m(\u001b[49m\u001b[43msubdirectory\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/policyengine/policyengine-core/policyengine_core/taxbenefitsystems/tax_benefit_system.py:390\u001b[0m, in \u001b[0;36mTaxBenefitSystem.add_variables_from_directory\u001b[0;34m(self, directory)\u001b[0m\n\u001b[1;32m 388\u001b[0m subdirectories \u001b[38;5;241m=\u001b[39m glob\u001b[38;5;241m.\u001b[39mglob(os\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mjoin(directory, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m*/\u001b[39m\u001b[38;5;124m\"\u001b[39m))\n\u001b[1;32m 389\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m subdirectory \u001b[38;5;129;01min\u001b[39;00m subdirectories:\n\u001b[0;32m--> 390\u001b[0m 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\u001b[38;5;241m1\u001b[39m\n\u001b[0;32m--> 330\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43madd_variable\u001b[49m\u001b[43m(\u001b[49m\u001b[43mpot_variable\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 331\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m:\n\u001b[1;32m 332\u001b[0m log\u001b[38;5;241m.\u001b[39merror(\n\u001b[1;32m 333\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mUnable to load OpenFisca variables from file \u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;241m.\u001b[39mformat(\n\u001b[1;32m 334\u001b[0m file_path\n\u001b[1;32m 335\u001b[0m )\n\u001b[1;32m 336\u001b[0m )\n", + "File \u001b[0;32m~/policyengine/policyengine-core/policyengine_core/taxbenefitsystems/tax_benefit_system.py:233\u001b[0m, in \u001b[0;36mTaxBenefitSystem.add_variable\u001b[0;34m(self, variable)\u001b[0m\n\u001b[1;32m 223\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Adds an OpenFisca variable to the tax and benefit system.\u001b[39;00m\n\u001b[1;32m 224\u001b[0m \n\u001b[1;32m 225\u001b[0m \u001b[38;5;124;03mArgs:\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 230\u001b[0m \n\u001b[1;32m 231\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 232\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdata_modified \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[0;32m--> 233\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mload_variable\u001b[49m\u001b[43m(\u001b[49m\u001b[43mvariable\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mupdate\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/policyengine/policyengine-core/policyengine_core/taxbenefitsystems/tax_benefit_system.py:213\u001b[0m, in \u001b[0;36mTaxBenefitSystem.load_variable\u001b[0;34m(self, variable_class, update)\u001b[0m\n\u001b[1;32m 211\u001b[0m baseline_variable \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_variable(name)\n\u001b[1;32m 212\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m baseline_variable \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m update:\n\u001b[0;32m--> 213\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m VariableNameConflictError(\n\u001b[1;32m 214\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mYou\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mve already defined \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mname\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m in \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mbaseline_variable\u001b[38;5;241m.\u001b[39mmodule_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m. You tried to define it again in \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mvariable_class\u001b[38;5;241m.\u001b[39mmodule_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 215\u001b[0m )\n\u001b[1;32m 217\u001b[0m variable \u001b[38;5;241m=\u001b[39m variable_class(baseline_variable\u001b[38;5;241m=\u001b[39mbaseline_variable)\n\u001b[1;32m 218\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvariables[variable\u001b[38;5;241m.\u001b[39mname] \u001b[38;5;241m=\u001b[39m variable\n", + "\u001b[0;31mVariableNameConflictError\u001b[0m: You've already defined rent in input.housing. You tried to define it again in input.consumption.housing_water_and_electricity_consumption.rent." + ] + } + ], "source": [ "from policyengine_uk import Microsimulation\n", "from policyengine_uk.data import RawFRS_2021_22\n", @@ -34,7 +64,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -52,7 +82,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -61,7 +91,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -89,7 +119,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -112,7 +142,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -140,7 +170,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -160,7 +190,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -195,7 +225,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.7" + "version": "3.9.19" } }, "nbformat": 4, diff --git a/docs/testing_notebooks/us-notebook.ipynb b/docs/testing_notebooks/us-notebook.ipynb index 55d4d1c..9a89f3b 100644 --- a/docs/testing_notebooks/us-notebook.ipynb +++ b/docs/testing_notebooks/us-notebook.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -40,7 +40,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -49,23 +49,23 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 100, Loss: 0.36243075132369995\n", - "Epoch 200, Loss: 0.3186039328575134\n", - "Epoch 300, Loss: 0.2849416434764862\n", - "Epoch 400, Loss: 0.2582869231700897\n", - "Epoch 500, Loss: 0.23667685687541962\n", - "Epoch 600, Loss: 0.21886183321475983\n", - "Epoch 700, Loss: 0.20400400459766388\n", - "Epoch 800, Loss: 0.191498264670372\n", - "Epoch 900, Loss: 0.18087948858737946\n", - "Epoch 1000, Loss: 0.17178186774253845\n" + "Epoch 100, Loss: 0.3623601198196411\n", + "Epoch 200, Loss: 0.31855887174606323\n", + "Epoch 300, Loss: 0.28492099046707153\n", + "Epoch 400, Loss: 0.2582840323448181\n", + "Epoch 500, Loss: 0.23668444156646729\n", + "Epoch 600, Loss: 0.21887502074241638\n", + "Epoch 700, Loss: 0.20402076840400696\n", + "Epoch 800, Loss: 0.19151762127876282\n", + "Epoch 900, Loss: 0.18090035021305084\n", + "Epoch 1000, Loss: 0.1718030422925949\n" ] } ], @@ -78,7 +78,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -101,7 +101,119227 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "bingroup": "x", + "hovertemplate": "variable=initial_weights
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x=[\"initial_weights\", \"final_weights\"],\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -129,7 +119349,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -149,12 +119369,12 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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884w+++wzrV27Vjk5OapZs6ZeeeUV82NpktSzZ08NHz5cH330kT744AMZhqG+ffvKxcVFn332mSZMmKCPP/5YCxcu1K233qrp06ebqw8WWLx4sex2uz788EMtX75cERER+vjjj1WvXj3zF+2rWbp0qYYPH6558+bJMAx16tRJn3/+uYKDg536nlzOe++9p9tuu02LFi3S8uXLZbfbNX78ePPLnUsCNzc3/e9//zPvg/L09NRDDz2kYcOGqWnTpkWetyCQtWnTRi4uLg7jKSkpDvePFYiNjVXLli31zjvv6O9//7tcXV116623ql+/frr77rsv+1qVK1fWunXrNHz4cM2ePVuVK1dW//791aZNG/Xq1euaz5cLubm56f3339f48eM1ePBgnT9/XgsXLtQ999yjyMhI/e9//9OhQ4dUsWJFNW3aVJ9//rm5gicAWMFmXOudsAAAFNGOHTvUvHlzffDBB4qKirK6HZRws2bN0qhRo/Tbb7/plltusbodAChW3EMGAHCqM2fOFBqbNWuWXFxcHBaDAKTC58vZs2f1zjvvqG7duoQxAOUCH1kEADhVTEyMkpKSdO+998rV1VWff/65Pv/8cw0aNEghISFWt4cSpmfPngoNDVWzZs2UmZmpDz74QD/++ONll9EHgLKGjywCAJwqLi5OkyZN0p49e5Sdna3Q0FA99thjeuGFF+Tqyv8PCEezZs3Se++9p19//VV5eXlq2LChxo0bpz59+ljdGgDcFAQyAAAAALAI95ABAAAAgEUsDWQbN27UAw88oODgYNlsNq1YsaJQTXJysh588EH5+PioUqVKuuOOO5SammruP3v2rIYOHSp/f39VrlxZvXr1Unp6usMcqamp6tatmypWrKjAwECNHTu20JdDbtiwQS1atJCHh4fq1KmjRYsWFcchAwAAAIDJ0g/znzp1Sk2bNtUTTzyhnj17Ftr/888/q23btoqOjtakSZPk7e2t3bt3O3wvyahRo7Rq1SotW7ZMPj4+GjZsmHr27KlNmzZJkvLy8tStWzfZ7XZt3rxZR44cUf/+/eXm5qZXX31VkrR//35169ZNgwcP1pIlSxQfH68nn3xS1atXV2Rk5DUdS35+vg4fPqwqVaoU6YssAQAAAJQNhmHojz/+UHBwsMN3Ol6uuESQZCxfvtxhrE+fPka/fv0u+5yMjAzDzc3NWLZsmTmWnJxsSDISExMNwzCM1atXGy4uLkZaWppZ8/bbbxve3t5GTk6OYRiGMW7cOKNRo0aFXjsyMvKa+z948KAhiY2NjY2NjY2NjY2NzZBkHDx48Ko5osQud5Wfn69Vq1Zp3LhxioyM1Pbt21WrVi2NHz9ePXr0kCQlJSUpNzdXERER5vPq16+v0NBQJSYm6q677lJiYqLCwsIUFBRk1kRGRmrIkCHavXu3mjdvrsTERIc5CmpGjhx52f5ycnKUk5NjPjb+b22UgwcPytvb2wnvAAAAAIDSKCsrSyEhIapSpcpVa0tsIDt69Kiys7P12muv6ZVXXtG0adO0Zs0a9ezZU+vXr9c999yjtLQ0ubu7y9fX1+G5QUFBSktLkySlpaU5hLGC/QX7rlSTlZWlM2fOyMvLq1B/U6dO1aRJkwqNe3t7E8gAAAAAXNOtTCV2lcX8/HxJUvfu3TVq1Cg1a9ZMzz//vO6//37FxsZa3J00fvx4ZWZmmtvBgwetbgkAAABAKVNiA1lAQIBcXV3VsGFDh/EGDRqYqyza7XadO3dOGRkZDjXp6emy2+1mzcWrLhY8vlqNt7f3Ja+OSZKHh4d5NYyrYgAAAACKosQGMnd3d91xxx1KSUlxGP/pp59Us2ZNSVLLli3l5uam+Ph4c39KSopSU1MVHh4uSQoPD9cPP/ygo0ePmjVxcXHy9vY2w154eLjDHAU1BXMAAAAAQHGw9B6y7Oxs7du3z3y8f/9+7dixQ35+fgoNDdXYsWPVp08ftW/fXvfee6/WrFmj//3vf9qwYYMkycfHR9HR0Ro9erT8/Pzk7e2t4cOHKzw8XHfddZckqVOnTmrYsKEee+wxxcTEKC0tTS+++KKGDh0qDw8PSdLgwYM1d+5cjRs3Tk888YTWrVunTz75RKtWrbrp7wkAAACA8sNmFCwPaIENGzbo3nvvLTQ+YMAA84uZFyxYoKlTp+q3335TvXr1NGnSJHXv3t2sPXv2rMaMGaMPP/xQOTk5ioyM1FtvvWV+HFGSDhw4oCFDhmjDhg2qVKmSBgwYoNdee02urv8/j27YsEGjRo3Snj17VKNGDb300ksaOHDgNR9LVlaWfHx8lJmZyccXAQAAgHLserKBpYGsLCGQAQAAAJCuLxuU2HvIAAAAAKCsI5ABAAAAgEUIZAAAAABgEQIZAAAAAFiEQAYAAAAAFiGQAQAAAIBFCGQAAAAAYBECGQAAAABYhEAGAAAAABYhkAEAAACARQhkAAAAAGARAhkAAAAAWMTV6gZQOqWmpurYsWPFMndAQIBCQ0OLZW4AAACgJCGQ4bqlpqaqXv0GOnvmdLHM7+lVUSk/JhPKAAAAUOYRyHDdjh07prNnTsv//jFy8w9x6ty5xw/q+MoZOnbsGIEMAAAAZR6BDEXm5h8iD3sdq9sAAAAASi0W9QAAAAAAixDIAAAAAMAiBDIAAAAAsAiBDAAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALEIgAwAAAACLEMgAAAAAwCIEMgAAAACwCIEMAAAAACxCIAMAAAAAixDIAAAAAMAiBDIAAAAAsAiBDAAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALEIgAwAAAACLEMgAAAAAwCIEMgAAAACwCIEMAAAAACxCIAMAAAAAixDIAAAAAMAiBDIAAAAAsAiBDAAAAAAsQiADAAAAAIsQyAAAAADAIpYGso0bN+qBBx5QcHCwbDabVqxYcdnawYMHy2azadasWQ7jJ06cUFRUlLy9veXr66vo6GhlZ2c71OzcuVPt2rWTp6enQkJCFBMTU2j+ZcuWqX79+vL09FRYWJhWr17tjEMEAAAAgMuyNJCdOnVKTZs21bx5865Yt3z5cn3zzTcKDg4utC8qKkq7d+9WXFycVq5cqY0bN2rQoEHm/qysLHXq1Ek1a9ZUUlKSpk+frokTJ2r+/PlmzebNm/XII48oOjpa27dvV48ePdSjRw/t2rXLeQcLAAAAABdxtfLFu3Tpoi5dulyx5tChQxo+fLi++OILdevWzWFfcnKy1qxZo2+//VatWrWSJM2ZM0ddu3bV66+/ruDgYC1ZskTnzp3TggUL5O7urkaNGmnHjh2aOXOmGdxmz56tzp07a+zYsZKkKVOmKC4uTnPnzlVsbGwxHDkAAAAAlPB7yPLz8/XYY49p7NixatSoUaH9iYmJ8vX1NcOYJEVERMjFxUVbtmwxa9q3by93d3ezJjIyUikpKTp58qRZExER4TB3ZGSkEhMTL9tbTk6OsrKyHDYAAAAAuB4lOpBNmzZNrq6ueuaZZy65Py0tTYGBgQ5jrq6u8vPzU1pamlkTFBTkUFPw+Go1BfsvZerUqfLx8TG3kJCQ6zs4AAAAAOVeiQ1kSUlJmj17thYtWiSbzWZ1O4WMHz9emZmZ5nbw4EGrWwIAAABQypTYQJaQkKCjR48qNDRUrq6ucnV11YEDBzRmzBjdeuutkiS73a6jR486PO/8+fM6ceKE7Ha7WZOenu5QU/D4ajUF+y/Fw8ND3t7eDhsAAAAAXI8SG8gee+wx7dy5Uzt27DC34OBgjR07Vl988YUkKTw8XBkZGUpKSjKft27dOuXn56t169ZmzcaNG5Wbm2vWxMXFqV69eqpatapZEx8f7/D6cXFxCg8PL+7DBAAAAFCOWbrKYnZ2tvbt22c+3r9/v3bs2CE/Pz+FhobK39/fod7NzU12u1316tWTJDVo0ECdO3fWU089pdjYWOXm5mrYsGHq27evuUT+o48+qkmTJik6OlrPPfecdu3apdmzZ+uNN94w5x0xYoTuuecezZgxQ926ddNHH32kbdu2OSyNDwAAAADOZukVsm3btql58+Zq3ry5JGn06NFq3ry5JkyYcM1zLFmyRPXr11fHjh3VtWtXtW3b1iFI+fj4aO3atdq/f79atmypMWPGaMKECQ7fVdamTRstXbpU8+fPV9OmTfXvf/9bK1asUOPGjZ13sAAAAABwEUuvkHXo0EGGYVxz/a+//lpozM/PT0uXLr3i85o0aaKEhIQr1vTu3Vu9e/e+5l4AAAAA4EaV2HvIAAAAAKCsI5ABAAAAgEUIZAAAAABgEQIZAAAAAFiEQAYAAAAAFiGQAQAAAIBFCGQAAAAAYBECGQAAAABYhEAGAAAAABYhkAEAAACARVytbgDFJzU1VceOHXP6vMnJyU6fEwAAACiPCGRlVGpqqurVb6CzZ05b3QoAAACAyyCQlVHHjh3T2TOn5X//GLn5hzh17jO/bFNmwgdOnRMAAAAojwhkZZybf4g87HWcOmfu8YNOnQ8AAAAor1jUAwAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALEIgAwAAAACLEMgAAAAAwCIEMgAAAACwCIEMAAAAACxCIAMAAAAAixDIAAAAAMAiBDIAAAAAsAiBDAAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALEIgAwAAAACLEMgAAAAAwCIEMgAAAACwCIEMAAAAACxCIAMAAAAAixDIAAAAAMAiBDIAAAAAsAiBDAAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALEIgAwAAAACLEMgAAAAAwCIEMgAAAACwCIEMAAAAACxiaSDbuHGjHnjgAQUHB8tms2nFihXmvtzcXD333HMKCwtTpUqVFBwcrP79++vw4cMOc5w4cUJRUVHy9vaWr6+voqOjlZ2d7VCzc+dOtWvXTp6engoJCVFMTEyhXpYtW6b69evL09NTYWFhWr16dbEcMwAAAAAUsDSQnTp1Sk2bNtW8efMK7Tt9+rS+++47vfTSS/ruu+/06aefKiUlRQ8++KBDXVRUlHbv3q24uDitXLlSGzdu1KBBg8z9WVlZ6tSpk2rWrKmkpCRNnz5dEydO1Pz5882azZs365FHHlF0dLS2b9+uHj16qEePHtq1a1fxHTwAAACAcs/Vyhfv0qWLunTpcsl9Pj4+iouLcxibO3eu7rzzTqWmpio0NFTJyclas2aNvv32W7Vq1UqSNGfOHHXt2lWvv/66goODtWTJEp07d04LFiyQu7u7GjVqpB07dmjmzJlmcJs9e7Y6d+6ssWPHSpKmTJmiuLg4zZ07V7GxscX4DgAAAAAoz0rVPWSZmZmy2Wzy9fWVJCUmJsrX19cMY5IUEREhFxcXbdmyxaxp37693N3dzZrIyEilpKTo5MmTZk1ERITDa0VGRioxMfGyveTk5CgrK8thAwAAAIDrUWoC2dmzZ/Xcc8/pkUcekbe3tyQpLS1NgYGBDnWurq7y8/NTWlqaWRMUFORQU/D4ajUF+y9l6tSp8vHxMbeQkJAbO0AAAAAA5U6pCGS5ubl6+OGHZRiG3n77bavbkSSNHz9emZmZ5nbw4EGrWwIAAABQylh6D9m1KAhjBw4c0Lp168yrY5Jkt9t19OhRh/rz58/rxIkTstvtZk16erpDTcHjq9UU7L8UDw8PeXh4FP3AAAAAAJR7JfoKWUEY27t3r7788kv5+/s77A8PD1dGRoaSkpLMsXXr1ik/P1+tW7c2azZu3Kjc3FyzJi4uTvXq1VPVqlXNmvj4eIe54+LiFB4eXlyHBgAAAADWBrLs7Gzt2LFDO3bskCTt379fO3bsUGpqqnJzc/XXv/5V27Zt05IlS5SXl6e0tDSlpaXp3LlzkqQGDRqoc+fOeuqpp7R161Zt2rRJw4YNU9++fRUcHCxJevTRR+Xu7q7o6Gjt3r1bH3/8sWbPnq3Ro0ebfYwYMUJr1qzRjBkz9OOPP2rixInatm2bhg0bdtPfEwAAAADlh6WBbNu2bWrevLmaN28uSRo9erSaN2+uCRMm6NChQ/rss8/022+/qVmzZqpevbq5bd682ZxjyZIlql+/vjp27KiuXbuqbdu2Dt8x5uPjo7Vr12r//v1q2bKlxowZowkTJjh8V1mbNm20dOlSzZ8/X02bNtW///1vrVixQo0bN755bwYAAACAcsfSe8g6dOggwzAuu/9K+wr4+flp6dKlV6xp0qSJEhISrljTu3dv9e7d+6qvBwAAAADOUqLvIQMAAACAsoxABgAAAAAWIZABAAAAgEUIZAAAAABgEQIZAAAAAFiEQAYAAAAAFiGQAQAAAIBFCGQAAAAAYBECGQAAAABYhEAGAAAAABYhkAEAAACARQhkAAAAAGARAhkAAAAAWIRABgAAAAAWIZABAAAAgEUIZAAAAABgEQIZAAAAAFiEQAYAAAAAFiGQAQAAAIBFCGQAAAAAYBECGQAAAABYhEAGAAAAABYhkAEAAACARQhkAAAAAGARAhkAAAAAWIRABgAAAAAWIZABAAAAgEUIZAAAAABgEQIZAAAAAFiEQAYAAAAAFiGQAQAAAIBFCGQAAAAAYBECGQAAAABYhEAGAAAAABYhkAEAAACARQhkAAAAAGARAhkAAAAAWIRABgAAAAAWIZABAAAAgEUIZAAAAABgEQIZAAAAAFiEQAYAAAAAFiGQAQAAAIBFCGQAAAAAYBECGQAAAABYhEAGAAAAABaxNJBt3LhRDzzwgIKDg2Wz2bRixQqH/YZhaMKECapevbq8vLwUERGhvXv3OtScOHFCUVFR8vb2lq+vr6Kjo5Wdne1Qs3PnTrVr106enp4KCQlRTExMoV6WLVum+vXry9PTU2FhYVq9erXTjxcAAAAALmRpIDt16pSaNm2qefPmXXJ/TEyM3nzzTcXGxmrLli2qVKmSIiMjdfbsWbMmKipKu3fvVlxcnFauXKmNGzdq0KBB5v6srCx16tRJNWvWVFJSkqZPn66JEydq/vz5Zs3mzZv1yCOPKDo6Wtu3b1ePHj3Uo0cP7dq1q/gOHgAAAEC552rli3fp0kVdunS55D7DMDRr1iy9+OKL6t69uyRp8eLFCgoK0ooVK9S3b18lJydrzZo1+vbbb9WqVStJ0pw5c9S1a1e9/vrrCg4O1pIlS3Tu3DktWLBA7u7uatSokXbs2KGZM2eawW327Nnq3Lmzxo4dK0maMmWK4uLiNHfuXMXGxt6EdwIAAABAeVRi7yHbv3+/0tLSFBERYY75+PiodevWSkxMlCQlJibK19fXDGOSFBERIRcXF23ZssWsad++vdzd3c2ayMhIpaSk6OTJk2bNha9TUFPwOpeSk5OjrKwshw0AAAAArkeJDWRpaWmSpKCgIIfxoKAgc19aWpoCAwMd9ru6usrPz8+h5lJzXPgal6sp2H8pU6dOlY+Pj7mFhIRc7yECAAAAKOdKbCAr6caPH6/MzExzO3jwoNUtAQAAAChlLL2H7ErsdrskKT09XdWrVzfH09PT1axZM7Pm6NGjDs87f/68Tpw4YT7fbrcrPT3doabg8dVqCvZfioeHhzw8PIpwZLgWycnJxTZ3QECAQkNDi21+AAAA4FqV2EBWq1Yt2e12xcfHmwEsKytLW7Zs0ZAhQyRJ4eHhysjIUFJSklq2bClJWrdunfLz89W6dWuz5oUXXlBubq7c3NwkSXFxcapXr56qVq1q1sTHx2vkyJHm68fFxSk8PPwmHS0K5GWflGw29evXr9hew9OrolJ+TCaUAQAAwHKWBrLs7Gzt27fPfLx//37t2LFDfn5+Cg0N1ciRI/XKK6+obt26qlWrll566SUFBwerR48ekqQGDRqoc+fOeuqppxQbG6vc3FwNGzZMffv2VXBwsCTp0Ucf1aRJkxQdHa3nnntOu3bt0uzZs/XGG2+YrztixAjdc889mjFjhrp166aPPvpI27Ztc1gaHzdHfk62ZBjyv3+M3Pydf19e7vGDOr5yho4dO0YgAwAAgOUsDWTbtm3Tvffeaz4ePXq0JGnAgAFatGiRxo0bp1OnTmnQoEHKyMhQ27ZttWbNGnl6eprPWbJkiYYNG6aOHTvKxcVFvXr10ptvvmnu9/Hx0dq1azV06FC1bNlSAQEBmjBhgsN3lbVp00ZLly7Viy++qL///e+qW7euVqxYocaNG9+EdwGX4uYfIg97HavbAAAAAIqVpYGsQ4cOMgzjsvttNpsmT56syZMnX7bGz89PS5cuveLrNGnSRAkJCVes6d27t3r37n3lhgEAAADAiVhlEQAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALEIgAwAAAACLEMgAAAAAwCIEMgAAAACwCIEMAAAAACxCIAMAAAAAixDIAAAAAMAiBDIAAAAAsAiBDAAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALFKkQPbLL784uw8AAAAAKHeKFMjq1Kmje++9Vx988IHOnj3r7J4AAAAAoFwoUiD77rvv1KRJE40ePVp2u11PP/20tm7d6uzeAAAAAKBMK1Iga9asmWbPnq3Dhw9rwYIFOnLkiNq2bavGjRtr5syZ+v33353dJwAAAACUOTe0qIerq6t69uypZcuWadq0adq3b5+effZZhYSEqH///jpy5Iiz+gQAAACAMueGAtm2bdv0t7/9TdWrV9fMmTP17LPP6ueff1ZcXJwOHz6s7t27O6tPAAAAAChzXIvypJkzZ2rhwoVKSUlR165dtXjxYnXt2lUuLn/mu1q1amnRokW69dZbndkrAAAAAJQpRQpkb7/9tp544gkNHDhQ1atXv2RNYGCg/vnPf95QcwAAAABQlhUpkO3du/eqNe7u7howYEBRpgcAAACAcqFI95AtXLhQy5YtKzS+bNkyvf/++zfcFAAAAACUB0UKZFOnTlVAQECh8cDAQL366qs33BQAAAAAlAdFCmSpqamqVatWofGaNWsqNTX1hpsCAAAAgPKgSIEsMDBQO3fuLDT+/fffy9/f/4abAgAAAIDyoEiB7JFHHtEzzzyj9evXKy8vT3l5eVq3bp1GjBihvn37OrtHAAAAACiTirTK4pQpU/Trr7+qY8eOcnX9c4r8/Hz179+fe8gAAAAA4BoVKZC5u7vr448/1pQpU/T999/Ly8tLYWFhqlmzprP7AwAAAIAyq0iBrMDtt9+u22+/3Vm9AAAAAEC5UqRAlpeXp0WLFik+Pl5Hjx5Vfn6+w/5169Y5pTkAAAAAKMuKFMhGjBihRYsWqVu3bmrcuLFsNpuz+wIAAACAMq9Igeyjjz7SJ598oq5duzq7HwAAAAAoN4q07L27u7vq1Knj7F4AAAAAoFwpUiAbM2aMZs+eLcMwnN0PAAAAAJQbRfrI4tdff63169fr888/V6NGjeTm5uaw/9NPP3VKcwAAAABQlhUpkPn6+uqhhx5ydi8AAAAAUK4UKZAtXLjQ2X0AAAAAQLlTpHvIJOn8+fP68ssv9c477+iPP/6QJB0+fFjZ2dlOaw4AAAAAyrIiXSE7cOCAOnfurNTUVOXk5Ogvf/mLqlSpomnTpiknJ0exsbHO7hMAAAAAypwiXSEbMWKEWrVqpZMnT8rLy8scf+ihhxQfH++05gAAAACgLCvSFbKEhARt3rxZ7u7uDuO33nqrDh065JTGAAAAAKCsK9IVsvz8fOXl5RUa/+2331SlSpUbbgoAAAAAyoMiBbJOnTpp1qxZ5mObzabs7Gy9/PLL6tq1q7N6U15enl566SXVqlVLXl5eql27tqZMmeLwhdSGYWjChAmqXr26vLy8FBERob179zrMc+LECUVFRcnb21u+vr6Kjo4utPjIzp071a5dO3l6eiokJEQxMTFOOw4AAAAAuJQiBbIZM2Zo06ZNatiwoc6ePatHH33U/LjitGnTnNbctGnT9Pbbb2vu3LlKTk7WtGnTFBMTozlz5pg1MTExevPNNxUbG6stW7aoUqVKioyM1NmzZ82aqKgo7d69W3FxcVq5cqU2btyoQYMGmfuzsrLUqVMn1axZU0lJSZo+fbomTpyo+fPnO+1YAAAAAOBiRbqHrEaNGvr+++/10UcfaefOncrOzlZ0dLSioqIcFvm4UZs3b1b37t3VrVs3SX/eo/bhhx9q69atkv68OjZr1iy9+OKL6t69uyRp8eLFCgoK0ooVK9S3b18lJydrzZo1+vbbb9WqVStJ0pw5c9S1a1e9/vrrCg4O1pIlS3Tu3DktWLBA7u7uatSokXbs2KGZM2c6BDcAAAAAcKYifw+Zq6ur+vXrp5iYGL311lt68sknnRrGJKlNmzaKj4/XTz/9JEn6/vvv9fXXX6tLly6SpP379ystLU0RERHmc3x8fNS6dWslJiZKkhITE+Xr62uGMUmKiIiQi4uLtmzZYta0b9/eYZGSyMhIpaSk6OTJk5fsLScnR1lZWQ4bAAAAAFyPIl0hW7x48RX39+/fv0jNXOz5559XVlaW6tevrwoVKigvL0//+Mc/FBUVJUlKS0uTJAUFBTk8LygoyNyXlpamwMBAh/2urq7y8/NzqKlVq1ahOQr2Va1atVBvU6dO1aRJk5xwlAAAAADKqyIFshEjRjg8zs3N1enTp+Xu7q6KFSs6LZB98sknWrJkiZYuXWp+jHDkyJEKDg7WgAEDnPIaRTV+/HiNHj3afJyVlaWQkBALOwIAAABQ2hQpkF3qY3x79+7VkCFDNHbs2BtuqsDYsWP1/PPPq2/fvpKksLAwHThwQFOnTtWAAQNkt9slSenp6apevbr5vPT0dDVr1kySZLfbdfToUYd5z58/rxMnTpjPt9vtSk9Pd6gpeFxQczEPDw95eHjc+EECAAAAKLeKfA/ZxerWravXXnut0NWzG3H69Gm5uDi2WKFCBeXn50uSatWqJbvdrvj4eHN/VlaWtmzZovDwcElSeHi4MjIylJSUZNasW7dO+fn5at26tVmzceNG5ebmmjVxcXGqV6/eJT+uCAAAAADO4LRAJv15b9bhw4edNt8DDzygf/zjH1q1apV+/fVXLV++XDNnztRDDz0k6c/vPxs5cqReeeUVffbZZ/rhhx/Uv39/BQcHq0ePHpKkBg0aqHPnznrqqae0detWbdq0ScOGDVPfvn0VHBwsSXr00Ufl7u6u6Oho7d69Wx9//LFmz57t8JFEAAAAAHC2In1k8bPPPnN4bBiGjhw5orlz5+ruu+92SmPSn8vTv/TSS/rb3/6mo0ePKjg4WE8//bQmTJhg1owbN06nTp3SoEGDlJGRobZt22rNmjXy9PQ0a5YsWaJhw4apY8eOcnFxUa9evfTmm2+a+318fLR27VoNHTpULVu2VEBAgCZMmMCS9wAAAACKVZECWcHVpwI2m03VqlXTfffdpxkzZjijL0lSlSpVNGvWLM2aNeuyNTabTZMnT9bkyZMvW+Pn56elS5de8bWaNGmihISEorYKAAAAANetSIGs4B4uAAAAAEDROfUeMgAAAADAtSvSFbLrWexi5syZRXkJAAAAACjzihTItm/fru3btys3N1f16tWTJP3000+qUKGCWrRoYdbZbDbndAkAAAAAZVCRAtkDDzygKlWq6P333ze/p+vkyZN6/PHH1a5dO40ZM8apTQIAAABAWVSke8hmzJihqVOnOnxpctWqVfXKK684dZVFAAAAACjLihTIsrKy9Pvvvxca//333/XHH3/ccFMAAAAAUB4UKZA99NBDevzxx/Xpp5/qt99+02+//ab//Oc/io6OVs+ePZ3dIwAAAACUSUW6hyw2NlbPPvusHn30UeXm5v45kauroqOjNX36dKc2CAAAAABlVZECWcWKFfXWW29p+vTp+vnnnyVJtWvXVqVKlZzaHAAAAACUZTf0xdBHjhzRkSNHVLduXVWqVEmGYTirLwAAAAAo84oUyI4fP66OHTvq9ttvV9euXXXkyBFJUnR0NEveAwAAAMA1KlIgGzVqlNzc3JSamqqKFSua43369NGaNWuc1hwAAAAAlGVFuods7dq1+uKLL1SjRg2H8bp16+rAgQNOaQwAAAAAyroiXSE7deqUw5WxAidOnJCHh8cNNwUAAAAA5UGRAlm7du20ePFi87HNZlN+fr5iYmJ07733Oq05AAAAACjLivSRxZiYGHXs2FHbtm3TuXPnNG7cOO3evVsnTpzQpk2bnN0jAAAAAJRJRbpC1rhxY/30009q27atunfvrlOnTqlnz57avn27ateu7eweAQAAAKBMuu4rZLm5uercubNiY2P1wgsvFEdPAAAAAFAuXPcVMjc3N+3cubM4egEAAACAcqVIH1ns16+f/vnPfzq7FwAAAAAoV4q0qMf58+e1YMECffnll2rZsqUqVarksH/mzJlOaQ4AAAAAyrLrCmS//PKLbr31Vu3atUstWrSQJP30008ONTabzXndAQAAAEAZdl2BrG7dujpy5IjWr18vSerTp4/efPNNBQUFFUtzAAAAAFCWXdc9ZIZhODz+/PPPderUKac2BAAAAADlRZEW9ShwcUADAAAAAFy76wpkNput0D1i3DMGAAAAAEVzXfeQGYahgQMHysPDQ5J09uxZDR48uNAqi59++qnzOgQAAACAMuq6AtmAAQMcHvfr18+pzQAAAABAeXJdgWzhwoXF1QcAAAAAlDs3tKgHAAAAAKDoCGQAAAAAYBECGQAAAABYhEAGAAAAABYhkAEAAACARQhkAAAAAGARAhkAAAAAWIRABgAAAAAWIZABAAAAgEUIZAAAAABgEQIZAAAAAFiEQAYAAAAAFiGQAQAAAIBFCGQAAAAAYBECGQAAAABYhEAGAAAAABYp8YHs0KFD6tevn/z9/eXl5aWwsDBt27bN3G8YhiZMmKDq1avLy8tLERER2rt3r8McJ06cUFRUlLy9veXr66vo6GhlZ2c71OzcuVPt2rWTp6enQkJCFBMTc1OODwAAAED5VaID2cmTJ3X33XfLzc1Nn3/+ufbs2aMZM2aoatWqZk1MTIzefPNNxcbGasuWLapUqZIiIyN19uxZsyYqKkq7d+9WXFycVq5cqY0bN2rQoEHm/qysLHXq1Ek1a9ZUUlKSpk+frokTJ2r+/Pk39XgBAAAAlC+uVjdwJdOmTVNISIgWLlxojtWqVcv8s2EYmjVrll588UV1795dkrR48WIFBQVpxYoV6tu3r5KTk7VmzRp9++23atWqlSRpzpw56tq1q15//XUFBwdryZIlOnfunBYsWCB3d3c1atRIO3bs0MyZMx2CGwAAAAA4U4m+QvbZZ5+pVatW6t27twIDA9W8eXO9++675v79+/crLS1NERER5piPj49at26txMRESVJiYqJ8fX3NMCZJERERcnFx0ZYtW8ya9u3by93d3ayJjIxUSkqKTp48ecnecnJylJWV5bABAAAAwPUo0YHsl19+0dtvv626devqiy++0JAhQ/TMM8/o/ffflySlpaVJkoKCghyeFxQUZO5LS0tTYGCgw35XV1f5+fk51Fxqjgtf42JTp06Vj4+PuYWEhNzg0QIAAAAob0p0IMvPz1eLFi306quvqnnz5ho0aJCeeuopxcbGWt2axo8fr8zMTHM7ePCg1S0BAAAAKGVKdCCrXr26GjZs6DDWoEEDpaamSpLsdrskKT093aEmPT3d3Ge323X06FGH/efPn9eJEyccai41x4WvcTEPDw95e3s7bAAAAABwPUp0ILv77ruVkpLiMPbTTz+pZs2akv5c4MNutys+Pt7cn5WVpS1btig8PFySFB4eroyMDCUlJZk169atU35+vlq3bm3WbNy4Ubm5uWZNXFyc6tWr57CiIwAAAAA4U4kOZKNGjdI333yjV199Vfv27dPSpUs1f/58DR06VJJks9k0cuRIvfLKK/rss8/0ww8/qH///goODlaPHj0k/XlFrXPnznrqqae0detWbdq0ScOGDVPfvn0VHBwsSXr00Ufl7u6u6Oho7d69Wx9//LFmz56t0aNHW3XoAAAAAMqBEr3s/R133KHly5dr/Pjxmjx5smrVqqVZs2YpKirKrBk3bpxOnTqlQYMGKSMjQ23bttWaNWvk6elp1ixZskTDhg1Tx44d5eLiol69eunNN9809/v4+Gjt2rUaOnSoWrZsqYCAAE2YMIEl7wEAAAAUqxIdyCTp/vvv1/3333/Z/TabTZMnT9bkyZMvW+Pn56elS5de8XWaNGmihISEIvcJAAAAANerxAcyoDgkJycXy7wBAQEKDQ0tlrkBAABQ9hDIUK7kZZ+UbDb169evWOb39KqolB+TCWUAAAC4JgQylCv5OdmSYcj//jFy83ful3nnHj+o4ytn6NixYwQyAAAAXBMCGcolN/8QedjrWN0GAAAAyrkSvew9AAAAAJRlBDIAAAAAsAiBDAAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALEIgAwAAAACLEMgAAAAAwCIEMgAAAACwCIEMAAAAACxCIAMAAAAAixDIAAAAAMAiBDIAAAAAsAiBDAAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALEIgAwAAAACLEMgAAAAAwCIEMgAAAACwCIEMAAAAACxCIAMAAAAAixDIAAAAAMAiBDIAAAAAsAiBDAAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALEIgAwAAAACLEMgAAAAAwCIEMgAAAACwCIEMAAAAACxCIAMAAAAAixDIAAAAAMAiBDIAAAAAsAiBDAAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALFKqAtlrr70mm82mkSNHmmNnz57V0KFD5e/vr8qVK6tXr15KT093eF5qaqq6deumihUrKjAwUGPHjtX58+cdajZs2KAWLVrIw8NDderU0aJFi27CEQEAAAAoz0pNIPv222/1zjvvqEmTJg7jo0aN0v/+9z8tW7ZMX331lQ4fPqyePXua+/Py8tStWzedO3dOmzdv1vvvv69FixZpwoQJZs3+/fvVrVs33XvvvdqxY4dGjhypJ598Ul988cVNOz4AAAAA5U+pCGTZ2dmKiorSu+++q6pVq5rjmZmZ+uc//6mZM2fqvvvuU8uWLbVw4UJt3rxZ33zzjSRp7dq12rNnjz744AM1a9ZMXbp00ZQpUzRv3jydO3dOkhQbG6tatWppxowZatCggYYNG6a//vWveuONNyw5XgAAAADlQ6kIZEOHDlW3bt0UERHhMJ6UlKTc3FyH8fr16ys0NFSJiYmSpMTERIWFhSkoKMisiYyMVFZWlnbv3m3WXDx3ZGSkOcel5OTkKCsry2EDAAAAgOvhanUDV/PRRx/pu+++07fffltoX1pamtzd3eXr6+swHhQUpLS0NLPmwjBWsL9g35VqsrKydObMGXl5eRV67alTp2rSpElFPi4AAAAAKNFXyA4ePKgRI0ZoyZIl8vT0tLodB+PHj1dmZqa5HTx40OqWAAAAAJQyJTqQJSUl6ejRo2rRooVcXV3l6uqqr776Sm+++aZcXV0VFBSkc+fOKSMjw+F56enpstvtkiS73V5o1cWCx1er8fb2vuTVMUny8PCQt7e3wwYAAAAA16NEB7KOHTvqhx9+0I4dO8ytVatWioqKMv/s5uam+Ph48zkpKSlKTU1VeHi4JCk8PFw//PCDjh49atbExcXJ29tbDRs2NGsunKOgpmAOAAAAACgOJfoesipVqqhx48YOY5UqVZK/v785Hh0drdGjR8vPz0/e3t4aPny4wsPDddddd0mSOnXqpIYNG+qxxx5TTEyM0tLS9OKLL2ro0KHy8PCQJA0ePFhz587VuHHj9MQTT2jdunX65JNPtGrVqpt7wAAAAADKlRIdyK7FG2+8IRcXF/Xq1Us5OTmKjIzUW2+9Ze6vUKGCVq5cqSFDhig8PFyVKlXSgAEDNHnyZLOmVq1aWrVqlUaNGqXZs2erRo0aeu+99xQZGWnFIQEAAAAoJ0pdINuwYYPDY09PT82bN0/z5s277HNq1qyp1atXX3HeDh06aPv27c5oEQAAAACuSYm+hwwAAAAAyjICGQAAAABYhEAGAAAAABYhkAEAAACARUrdoh5ASZecnFxscwcEBCg0NLTY5gcAAMDNRSADnCQv+6Rks6lfv37F9hqeXhWV8mMyoQwAAKCMIJABTpKfky0ZhvzvHyM3/xCnz597/KCOr5yhY8eOEcgAAADKCAIZ4GRu/iHysNexug0AAACUAizqAQAAAAAWIZABAAAAgEUIZAAAAABgEQIZAAAAAFiEQAYAAAAAFiGQAQAAAIBFCGQAAAAAYBECGQAAAABYhEAGAAAAABYhkAEAAACARQhkAAAAAGARAhkAAAAAWIRABgAAAAAWIZABAAAAgEUIZAAAAABgEQIZAAAAAFiEQAYAAAAAFiGQAQAAAIBFCGQAAAAAYBECGQAAAABYxNXqBgBcn+Tk5GKZNyAgQKGhocUyNwAAAC6NQAaUEnnZJyWbTf369SuW+T29Kirlx2RCGQAAwE1EIANKifycbMkw5H//GLn5hzh17tzjB3V85QwdO3aMQAYAAHATEciAUsbNP0Qe9jpWtwEAAAAnYFEPAAAAALAIgQwAAAAALEIgAwAAAACLEMgAAAAAwCIEMgAAAACwCIEMAAAAACxCIAMAAAAAixDIAAAAAMAiBDIAAAAAsAiBDAAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALFLiA9nUqVN1xx13qEqVKgoMDFSPHj2UkpLiUHP27FkNHTpU/v7+qly5snr16qX09HSHmtTUVHXr1k0VK1ZUYGCgxo4dq/PnzzvUbNiwQS1atJCHh4fq1KmjRYsWFffhAQAAACjHXK1u4Gq++uorDR06VHfccYfOnz+vv//97+rUqZP27NmjSpUqSZJGjRqlVatWadmyZfLx8dGwYcPUs2dPbdq0SZKUl5enbt26yW63a/PmzTpy5Ij69+8vNzc3vfrqq5Kk/fv3q1u3bho8eLCWLFmi+Ph4Pfnkk6pevboiIyMtO37gZkpOTi62uQMCAhQaGlps8wMAAJRGJT6QrVmzxuHxokWLFBgYqKSkJLVv316ZmZn65z//qaVLl+q+++6TJC1cuFANGjTQN998o7vuuktr167Vnj179OWXXyooKEjNmjXTlClT9Nxzz2nixIlyd3dXbGysatWqpRkzZkiSGjRooK+//lpvvPEGgQxlXl72SclmU79+/YrtNTy9Kirlx2RCGQAAwAVKfCC7WGZmpiTJz89PkpSUlKTc3FxFRESYNfXr11doaKgSExN11113KTExUWFhYQoKCjJrIiMjNWTIEO3evVvNmzdXYmKiwxwFNSNHjrxkHzk5OcrJyTEfZ2VlOesQgZsuPydbMgz53z9Gbv4hTp8/9/hBHV85Q8eOHSOQAQAAXKBUBbL8/HyNHDlSd999txo3bixJSktLk7u7u3x9fR1qg4KClJaWZtZcGMYK9hfsu1JNVlaWzpw5Iy8vL4d9U6dO1aRJk5x2bEBJ4OYfIg97HavbAAAAKDdK/KIeFxo6dKh27dqljz76yOpWNH78eGVmZprbwYMHrW4JAAAAQClTaq6QDRs2TCtXrtTGjRtVo0YNc9xut+vcuXPKyMhwuEqWnp4uu91u1mzdutVhvoJVGC+suXhlxvT0dHl7exe6OiZJHh4e8vDwcMqxAQAAACifSvwVMsMwNGzYMC1fvlzr1q1TrVq1HPa3bNlSbm5uio+PN8dSUlKUmpqq8PBwSVJ4eLh++OEHHT161KyJi4uTt7e3GjZsaNZcOEdBTcEcAAAAAOBsJf4K2dChQ7V06VL997//VZUqVcx7vnx8fOTl5SUfHx9FR0dr9OjR8vPzk7e3t4YPH67w8HDdddddkqROnTqpYcOGeuyxxxQTE6O0tDS9+OKLGjp0qHmVa/DgwZo7d67GjRunJ554QuvWrdMnn3yiVatWWXbsAAAAAMq2En+F7O2331ZmZqY6dOig6tWrm9vHH39s1rzxxhu6//771atXL7Vv3152u12ffvqpub9ChQpauXKlKlSooPDwcPXr10/9+/fX5MmTzZpatWpp1apViouLU9OmTTVjxgy99957LHkPAAAAoNiU+CtkhmFctcbT01Pz5s3TvHnzLltTs2ZNrV69+orzdOjQQdu3b7/uHgEAAACgKEr8FTIAAAAAKKsIZAAAAABgkRL/kUUAZUdycnKxzBsQEKDQ0NBimRsAAKA4EcgAFLu87JOSzaZ+/foVy/yeXhWV8mMyoQwAAJQ6BDIAxS4/J1syDPnfP0Zu/iFOnTv3+EEdXzlDx44dI5ABAIBSh0AG4KZx8w+Rh72O1W0AAACUGCzqAQAAAAAWIZABAAAAgEUIZAAAAABgEQIZAAAAAFiEQAYAAAAAFiGQAQAAAIBFCGQAAAAAYBECGQAAAABYhEAGAAAAABZxtboBAHCG5OTkYps7ICBAoaGhxTY/AAAovwhkAEq1vOyTks2mfv36FdtreHpVVMqPyYQyAADgdAQyAKVafk62ZBjyv3+M3PxDnD5/7vGDOr5yho4dO0YgAwAATkcgA1AmuPmHyMNex+o2AAAArguLegAAAACARQhkAAAAAGARAhkAAAAAWIRABgAAAAAWIZABAAAAgEVYZREArkFxffE0XzoNAED5RiADgCso7i+e5kunAQAo3whkAHAFxfnF03zpNAAAIJABwDXgi6cBAEBxYFEPAAAAALAIgQwAAAAALMJHFgHAYsW1gqPEKo4AAJR0BDIAsEhxr+AosYojAAAlHYEMACxSnCs4SqziCABAaUAgAwCLsYIjAADlF4EMAMq44rpHjfvTAAC4cQQyACijivseNe5PAwDgxhHIAKCMKs571Lg/DQAA5yCQAUAZxz1qAACUXAQyAECR8R1qAADcGAIZAOC68R1qAAA4B4EMAHDdbtZ3qCUkJKhBgwZOn5+rbwCAkoJABgAosuK6P40VIgEA5QWBDABQ4rBCJACgvCCQAQBKrOJcIZIFSQAAJQGBDABQrrAgCQCgJCGQAQDKFRYkAQCUJAQyAEC5xIIkAICSgEB2kXnz5mn69OlKS0tT06ZNNWfOHN15551WtwUAKCVuxoIkxXX1TZJycnLk4eFRLHNzdQ8ACiOQXeDjjz/W6NGjFRsbq9atW2vWrFmKjIxUSkqKAgMDrW4PAFCKFMcVuJtx/5tsLpKRXyxTe3h46j//+beqV69eLPMT+ACURgSyC8ycOVNPPfWUHn/8cUlSbGysVq1apQULFuj555+3uDsAQHlX3Pe/nfllmzITPiiW+c/+tlsZ697T/fff79R5L1Scga84rxwW9/zF3TtBGLgxBLL/c+7cOSUlJWn8+PHmmIuLiyIiIpSYmFioPicnRzk5OebjzMxMSVJWVlbxN3sNsrOzJUk5afuUf+6sU+fOPX6wVM5d3PPTuzXz07s189O7NfMXzJ2fm1MsvRvnzxXb/PmnMyXDkPcdPVXBp5pT55ak3N9/Vfb3XxRj4LNJMopp7uKev3h7d/fw1Af/WqygoCCnz+3i4qL8/OK5Ylvc89O7NfPb7XbZ7fZimft6FGQCw7j6f3s241qqyoHDhw/rlltu0ebNmxUeHm6Ojxs3Tl999ZW2bNniUD9x4kRNmjTpZrcJAAAAoJQ4ePCgatSoccUarpAV0fjx4zV69GjzcX5+vk6cOCF/f3/ZbDbL+srKylJISIgOHjwob29vy/pA+cE5Bytw3uFm45yDFTjvSi/DMPTHH38oODj4qrUEsv8TEBCgChUqKD093WE8PT39kpc9PTw8Cn0e29fXtzhbvC7e3t78h4ubinMOVuC8w83GOQcrcN6VTj4+PtdU51LMfZQa7u7uatmypeLj482x/Px8xcfHO3yEEQAAAACchStkFxg9erQGDBigVq1a6c4779SsWbN06tQpc9VFAAAAAHAmAtkF+vTpo99//10TJkxQWlqamjVrpjVr1hTLqkHFxcPDQy+//HKxLm8LXIhzDlbgvMPNxjkHK3DelQ+ssggAAAAAFuEeMgAAAACwCIEMAAAAACxCIAMAAAAAixDIAAAAAMAiBLIyZN68ebr11lvl6emp1q1ba+vWrVa3hFJi4sSJstlsDlv9+vXN/WfPntXQoUPl7++vypUrq1evXoW+RD01NVXdunVTxYoVFRgYqLFjx+r8+fMONRs2bFCLFi3k4eGhOnXqaNGiRTfj8FACbNy4UQ888ICCg4Nls9m0YsUKh/2GYWjChAmqXr26vLy8FBERob179zrUnDhxQlFRUfL29pavr6+io6OVnZ3tULNz5061a9dOnp6eCgkJUUxMTKFeli1bpvr168vT01NhYWFavXq1048XJcPVzruBAwcW+revc+fODjWcd7geU6dO1R133KEqVaooMDBQPXr0UEpKikPNzfyZyu+GpYSBMuGjjz4y3N3djQULFhi7d+82nnrqKcPX19dIT0+3ujWUAi+//LLRqFEj48iRI+b2+++/m/sHDx5shISEGPHx8ca2bduMu+66y2jTpo25//z580bjxo2NiIgIY/v27cbq1auNgIAAY/z48WbNL7/8YlSsWNEYPXq0sWfPHmPOnDlGhQoVjDVr1tzUY4U1Vq9ebbzwwgvGp59+akgyli9f7rD/tddeM3x8fIwVK1YY33//vfHggw8atWrVMs6cOWPWdO7c2WjatKnxzTffGAkJCUadOnWMRx55xNyfmZlpBAUFGVFRUcauXbuMDz/80PDy8jLeeecds2bTpk1GhQoVjJiYGGPPnj3Giy++aLi5uRk//PBDsb8HuPmudt4NGDDA6Ny5s8O/fSdOnHCo4bzD9YiMjDQWLlxo7Nq1y9ixY4fRtWtXIzQ01MjOzjZrbtbPVH43LD0IZGXEnXfeaQwdOtR8nJeXZwQHBxtTp061sCuUFi+//LLRtGnTS+7LyMgw3NzcjGXLlpljycnJhiQjMTHRMIw/f+lxcXEx0tLSzJq3337b8Pb2NnJycgzDMIxx48YZjRo1cpi7T58+RmRkpJOPBiXdxb8Y5+fnG3a73Zg+fbo5lpGRYXh4eBgffvihYRiGsWfPHkOS8e2335o1n3/+uWGz2YxDhw4ZhmEYb731llG1alXznDMMw3juueeMevXqmY8ffvhho1u3bg79tG7d2nj66aedeowoeS4XyLp3737Z53De4UYdPXrUkGR89dVXhmHc3J+p/G5YevCRxTLg3LlzSkpKUkREhDnm4uKiiIgIJSYmWtgZSpO9e/cqODhYt912m6KiopSamipJSkpKUm5ursP5Vb9+fYWGhprnV2JiosLCwhy+RD0yMlJZWVnavXu3WXPhHAU1nKPYv3+/0tLSHM4PHx8ftW7d2uEc8/X1VatWrcyaiIgIubi4aMuWLWZN+/bt5e7ubtZERkYqJSVFJ0+eNGs4D3GhDRs2KDAwUPXq1dOQIUN0/Phxcx/nHW5UZmamJMnPz0/SzfuZyu+GpQuBrAw4duyY8vLyHP7DlaSgoCClpaVZ1BVKk9atW2vRokVas2aN3n77be3fv1/t2rXTH3/8obS0NLm7u8vX19fhOReeX2lpaZc8/wr2XakmKytLZ86cKaYjQ2lQcI5c6d+wtLQ0BQYGOux3dXWVn5+fU85D/q0snzp37qzFixcrPj5e06ZN01dffaUuXbooLy9PEucdbkx+fr5Gjhypu+++W40bN5akm/Yzld8NSxdXqxsAYL0uXbqYf27SpIlat26tmjVr6pNPPpGXl5eFnQFA8enbt6/557CwMDVp0kS1a9fWhg0b1LFjRws7Q1kwdOhQ7dq1S19//bXVraCE4wpZGRAQEKAKFSoUWqEnPT1ddrvdoq5Qmvn6+ur222/Xvn37ZLfbde7cOWVkZDjUXHh+2e32S55/BfuuVOPt7U3oK+cKzpEr/Rtmt9t19OhRh/3nz5/XiRMnnHIe8m8lJOm2225TQECA9u3bJ4nzDkU3bNgwrVy5UuvXr1eNGjXM8Zv1M5XfDUsXAlkZ4O7urpYtWyo+Pt4cy8/PV3x8vMLDwy3sDKVVdna2fv75Z1WvXl0tW7aUm5ubw/mVkpKi1NRU8/wKDw/XDz/84PCLS1xcnLy9vdWwYUOz5sI5Cmo4R1GrVi3Z7XaH8yMrK0tbtmxxOMcyMjKUlJRk1qxbt075+flq3bq1WbNx40bl5uaaNXFxcapXr56qVq1q1nAe4nJ+++03HT9+XNWrV5fEeYfrZxiGhg0bpuXLl2vdunWqVauWw/6b9TOV3w1LGatXFYFzfPTRR4aHh4exaNEiY8+ePcagQYMMX19fhxV6gMsZM2aMsWHDBmP//v3Gpk2bjIiICCMgIMA4evSoYRh/LtEbGhpqrFu3zti2bZsRHh5uhIeHm88vWKK3U6dOxo4dO4w1a9YY1apVu+QSvWPHjjWSk5ONefPmsex9OfLHH38Y27dvN7Zv325IMmbOnGls377dOHDggGEYfy577+vra/z3v/81du7caXTv3v2Sy943b97c2LJli/H1118bdevWdVh+PCMjwwgKCjIee+wxY9euXcZHH31kVKxYsdDy466ursbrr79uJCcnGy+//DLLj5dhVzrv/vjjD+PZZ581EhMTjf379xtffvml0aJFC6Nu3brG2bNnzTk473A9hgwZYvj4+BgbNmxw+DqF06dPmzU362cqvxuWHgSyMmTOnDlGaGio4e7ubtx5553GN998Y3VLKCX69OljVK9e3XB3dzduueUWo0+fPsa+ffvM/WfOnDH+9re/GVWrVjUqVqxoPPTQQ8aRI0cc5vj111+NLl26GF5eXkZAQIAxZswYIzc316Fm/fr1RrNmzQx3d3fjtttuMxYuXHgzDg8lwPr16w1JhbYBAwYYhvHn0vcvvfSSERQUZHh4eBgdO3Y0UlJSHOY4fvy48cgjjxiVK1c2vL29jccff9z4448/HGq+//57o23btoaHh4dxyy23GK+99lqhXj755BPj9ttvN9zd3Y1GjRoZq1atKrbjhrWudN6dPn3a6NSpk1GtWjXDzc3NqFmzpvHUU08V+mWV8w7X41LnmySHn3c382cqvxuWDjbDMIybfVUOAAAAAMA9ZAAAAABgGQIZAAAAAFiEQAYAAAAAFiGQAQAAAIBFCGQAAAAAYBECGQAAAABYhEAGAAAAABYhkAEAAACARQhkAAA4SYcOHTRy5Eir2wAAlCIEMgAAJD3wwAPq3LnzJfclJCTIZrNp586dN7krAEBZRyADAEBSdHS04uLi9NtvvxXat3DhQrVq1UpNmjSxoDMAQFlGIAMAQNL999+vatWqadGiRQ7j2dnZWrZsmXr06KFHHnlEt9xyiypWrKiwsDB9+OGHV5zTZrNpxYoVDmO+vr4Or3Hw4EE9/PDD8vX1lZ+fn7p3765ff/3VOQcFACjxCGQAAEhydXVV//79tWjRIhmGYY4vW7ZMeXl56tevn1q2bKlVq1Zp165dGjRokB577DFt3bq1yK+Zm5uryMhIValSRQkJCdq0aZMqV66szp0769y5c844LABACUcgAwDg/zzxxBP6+eef9dVXX5ljCxcuVK9evVSzZk09++yzatasmW677TYNHz5cnTt31ieffFLk1/v444+Vn5+v9957T2FhYWrQoIEWLlyo1NRUbdiwwQlHBAAo6QhkAAD8n/r166tNmzZasGCBJGnfvn1KSEhQdHS08vLyNGXKFIWFhcnPz0+VK1fWF198odTU1CK/3vfff699+/apSpUqqly5sipXriw/Pz+dPXtWP//8s7MOCwBQgrla3QAAACVJdHS0hg8frnnz5mnhwoWqXbu27rnnHk2bNk2zZ8/WrFmzFBYWpkqVKmnkyJFX/GihzWZz+Pij9OfHFAtkZ2erZcuWWrJkSaHnVqtWzXkHBQAosQhkAABc4OGHH9aIESO0dOlSLV68WEOGDJHNZtOmTZvUvXt39evXT5KUn5+vn376SQ0bNrzsXNWqVdORI0fMx3v37tXp06fNxy1atNDHH3+swMBAeXt7F99BAQBKLD6yCADABSpXrqw+ffpo/PjxOnLkiAYOHChJqlu3ruLi4rR582YlJyfr6aefVnp6+hXnuu+++zR37lxt375d27Zt0+DBg+Xm5mbuj4qKUkBAgLp3766EhATt379fGzZs0DPPPHPJ5fcBAGUPgQwAgItER0fr5MmTioyMVHBwsCTpxRdfVIsWLRQZGakOHTrIbrerR48eV5xnxowZCgkJUbt27fToo4/q2WefVcWKFc39FStW1MaNGxUaGqqePXuqQYMGio6O1tmzZ7liBgDlhM24+MPtAAAAAICbgitkAAAAAGARAhkAAAAAWIRABgAAAAAWIZABAAAAgEUIZAAAAABgEQIZAAAAAFiEQAYAAAAAFiGQAQAAAIBFCGQAAAAAYBECGQAAAABYhEAGAAAAABb5fwWDew9B93DgAAAAAElFTkSuQmCC", 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", 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" ] @@ -184,7 +119404,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.7" + "version": "3.9.19" } }, "nbformat": 4, From d299b13ed929f16ecfa6579dde38ff202b4ec362 Mon Sep 17 00:00:00 2001 From: = Date: Mon, 29 Jul 2024 11:31:34 -0400 Subject: [PATCH 05/14] Re-ran part of the US notebook --- docs/testing_notebooks/us-notebook.ipynb | 281 ++++++++++++++++++++++- 1 file changed, 269 insertions(+), 12 deletions(-) diff --git a/docs/testing_notebooks/us-notebook.ipynb b/docs/testing_notebooks/us-notebook.ipynb index 55d4d1c..964fa8e 100644 --- a/docs/testing_notebooks/us-notebook.ipynb +++ b/docs/testing_notebooks/us-notebook.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -40,7 +40,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -49,7 +49,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -65,7 +65,197 @@ "Epoch 700, Loss: 0.20400400459766388\n", "Epoch 800, Loss: 0.191498264670372\n", "Epoch 900, Loss: 0.18087948858737946\n", - "Epoch 1000, Loss: 0.17178186774253845\n" + "Epoch 1000, Loss: 0.17178186774253845\n", + "Epoch 1100, Loss: 0.16392028331756592\n", + "Epoch 1200, Loss: 0.15707238018512726\n", + "Epoch 1300, Loss: 0.15105725824832916\n", + "Epoch 1400, Loss: 0.1457177698612213\n", + "Epoch 1500, Loss: 0.14091533422470093\n", + "Epoch 1600, Loss: 0.1365375518798828\n", + "Epoch 1700, Loss: 0.13250517845153809\n", + "Epoch 1800, Loss: 0.1287708729505539\n", + "Epoch 1900, Loss: 0.1253127157688141\n", + "Epoch 2000, Loss: 0.12212549149990082\n", + "Epoch 2100, Loss: 0.11920974403619766\n", + "Epoch 2200, Loss: 0.11656445264816284\n", + "Epoch 2300, Loss: 0.11418792605400085\n", + "Epoch 2400, Loss: 0.11208438873291016\n", + "Epoch 2500, Loss: 0.11026504635810852\n", + "Epoch 2600, Loss: 0.10873664170503616\n", + "Epoch 2700, Loss: 0.10748627781867981\n", + "Epoch 2800, Loss: 0.10647682845592499\n", + "Epoch 2900, Loss: 0.10565752536058426\n", + "Epoch 3000, Loss: 0.1049794927239418\n", + "Epoch 3100, Loss: 0.10440437495708466\n", + "Epoch 3200, Loss: 0.10390528291463852\n", + "Epoch 3300, Loss: 0.10346406698226929\n", + "Epoch 3400, Loss: 0.10306768864393234\n", + "Epoch 3500, Loss: 0.10270598530769348\n", + "Epoch 3600, Loss: 0.1023704931139946\n", + "Epoch 3700, Loss: 0.10205387324094772\n", + "Epoch 3800, Loss: 0.1017497107386589\n", + "Epoch 3900, Loss: 0.10145253688097\n", + "Epoch 4000, Loss: 0.10115789622068405\n", + "Epoch 4100, Loss: 0.10086236894130707\n", + "Epoch 4200, Loss: 0.10056386142969131\n", + "Epoch 4300, Loss: 0.10026182979345322\n", + "Epoch 4400, Loss: 0.0999574363231659\n", + "Epoch 4500, Loss: 0.09965352714061737\n", + "Epoch 4600, Loss: 0.09935424476861954\n", + "Epoch 4700, Loss: 0.09906454384326935\n", + "Epoch 4800, Loss: 0.09878964722156525\n", + "Epoch 4900, Loss: 0.09853413701057434\n", + "Epoch 5000, Loss: 0.09830094128847122\n", + "Epoch 5100, Loss: 0.0980907455086708\n", + "Epoch 5200, Loss: 0.09790215641260147\n", + "Epoch 5300, Loss: 0.09773273020982742\n", + "Epoch 5400, Loss: 0.09757976233959198\n", + "Epoch 5500, Loss: 0.0974406972527504\n", + "Epoch 5600, Loss: 0.09731343388557434\n", + "Epoch 5700, Loss: 0.09719620645046234\n", + "Epoch 5800, Loss: 0.0970875695347786\n", + "Epoch 5900, Loss: 0.09698636829853058\n", + "Epoch 6000, Loss: 0.09689164906740189\n", + "Epoch 6100, Loss: 0.09680261462926865\n", + "Epoch 6200, Loss: 0.09671862423419952\n", + "Epoch 6300, Loss: 0.09663914889097214\n", + "Epoch 6400, Loss: 0.09656371921300888\n", + "Epoch 6500, Loss: 0.0964919701218605\n", + "Epoch 6600, Loss: 0.09642352908849716\n", + "Epoch 6700, Loss: 0.09635815769433975\n", + "Epoch 6800, Loss: 0.096295565366745\n", + "Epoch 6900, Loss: 0.09623558819293976\n", + "Epoch 7000, Loss: 0.09617797285318375\n", + "Epoch 7100, Loss: 0.09612257778644562\n", + "Epoch 7200, Loss: 0.09606923162937164\n", + "Epoch 7300, Loss: 0.09601784497499466\n", + "Epoch 7400, Loss: 0.09596826881170273\n", + "Epoch 7500, Loss: 0.09592039883136749\n", + "Epoch 7600, Loss: 0.09587417542934418\n", + "Epoch 7700, Loss: 0.09582945704460144\n", + "Epoch 7800, Loss: 0.0957861915230751\n", + "Epoch 7900, Loss: 0.09574426710605621\n", + "Epoch 8000, Loss: 0.09570364654064178\n", + "Epoch 8100, Loss: 0.09566425532102585\n", + "Epoch 8200, Loss: 0.09562612324953079\n", + "Epoch 8300, Loss: 0.09558919072151184\n", + "Epoch 8400, Loss: 0.09555337578058243\n", + "Epoch 8500, Loss: 0.09551864117383957\n", + "Epoch 8600, Loss: 0.09548491984605789\n", + "Epoch 8700, Loss: 0.09545218199491501\n", + "Epoch 8800, Loss: 0.09542038291692734\n", + "Epoch 8900, Loss: 0.0953894704580307\n", + "Epoch 9000, Loss: 0.0953594297170639\n", + "Epoch 9100, Loss: 0.09533019363880157\n", + "Epoch 9200, Loss: 0.09530176222324371\n", + "Epoch 9300, Loss: 0.09527411311864853\n", + "Epoch 9400, Loss: 0.09524722397327423\n", + "Epoch 9500, Loss: 0.09522109478712082\n", + "Epoch 9600, Loss: 0.0951957181096077\n", + "Epoch 9700, Loss: 0.09517110139131546\n", + "Epoch 9800, Loss: 0.09514721482992172\n", + "Epoch 9900, Loss: 0.09512411803007126\n", + "Epoch 10000, Loss: 0.09510175883769989\n", + "Epoch 10100, Loss: 0.0950801819562912\n", + "Epoch 10200, Loss: 0.095059335231781\n", + "Epoch 10300, Loss: 0.0950392335653305\n", + "Epoch 10400, Loss: 0.09501984715461731\n", + "Epoch 10500, Loss: 0.09500116109848022\n", + "Epoch 10600, Loss: 0.09498314559459686\n", + "Epoch 10700, Loss: 0.09496580064296722\n", + "Epoch 10800, Loss: 0.09494905918836594\n", + "Epoch 10900, Loss: 0.0949329286813736\n", + "Epoch 11000, Loss: 0.09491735696792603\n", + "Epoch 11100, Loss: 0.09490233659744263\n", + "Epoch 11200, Loss: 0.0948878601193428\n", + "Epoch 11300, Loss: 0.09487388283014297\n", + "Epoch 11400, Loss: 0.09486038982868195\n", + "Epoch 11500, Loss: 0.09484739601612091\n", + "Epoch 11600, Loss: 0.09483486413955688\n", + "Epoch 11700, Loss: 0.09482280910015106\n", + "Epoch 11800, Loss: 0.09481117129325867\n", + "Epoch 11900, Loss: 0.09480000287294388\n", + "Epoch 12000, Loss: 0.09478925913572311\n", + "Epoch 12100, Loss: 0.09477891027927399\n", + "Epoch 12200, Loss: 0.0947689414024353\n", + "Epoch 12300, Loss: 0.09475935250520706\n", + "Epoch 12400, Loss: 0.09475012123584747\n", + "Epoch 12500, Loss: 0.09474124014377594\n", + "Epoch 12600, Loss: 0.09473266452550888\n", + "Epoch 12700, Loss: 0.09472444653511047\n", + "Epoch 12800, Loss: 0.09471650421619415\n", + "Epoch 12900, Loss: 0.09470885992050171\n", + "Epoch 13000, Loss: 0.09470149874687195\n", + "Epoch 13100, Loss: 0.09469442814588547\n", + "Epoch 13200, Loss: 0.09468761831521988\n", + "Epoch 13300, Loss: 0.0946810320019722\n", + "Epoch 13400, Loss: 0.09467469900846481\n", + "Epoch 13500, Loss: 0.09466861933469772\n", + "Epoch 13600, Loss: 0.09466274082660675\n", + "Epoch 13700, Loss: 0.09465707838535309\n", + "Epoch 13800, Loss: 0.09465162456035614\n", + "Epoch 13900, Loss: 0.0946463793516159\n", + "Epoch 14000, Loss: 0.0946413204073906\n", + "Epoch 14100, Loss: 0.0946364626288414\n", + "Epoch 14200, Loss: 0.09463179856538773\n", + "Epoch 14300, Loss: 0.0946272760629654\n", + "Epoch 14400, Loss: 0.09462293237447739\n", + "Epoch 14500, Loss: 0.0946187749505043\n", + "Epoch 14600, Loss: 0.09461475163698196\n", + "Epoch 14700, Loss: 0.09461089968681335\n", + "Epoch 14800, Loss: 0.09460718929767609\n", + "Epoch 14900, Loss: 0.09460359066724777\n", + "Epoch 15000, Loss: 0.09460015594959259\n", + "Epoch 15100, Loss: 0.09459683299064636\n", + "Epoch 15200, Loss: 0.09459365159273148\n", + "Epoch 15300, Loss: 0.09459055215120316\n", + "Epoch 15400, Loss: 0.09458760917186737\n", + "Epoch 15500, Loss: 0.09458475559949875\n", + "Epoch 15600, Loss: 0.09458200633525848\n", + "Epoch 15700, Loss: 0.09457935392856598\n", + "Epoch 15800, Loss: 0.09457680583000183\n", + "Epoch 15900, Loss: 0.09457432478666306\n", + "Epoch 16000, Loss: 0.09457195550203323\n", + "Epoch 16100, Loss: 0.09456966072320938\n", + "Epoch 16200, Loss: 0.0945674404501915\n", + "Epoch 16300, Loss: 0.09456531703472137\n", + "Epoch 16400, Loss: 0.09456324577331543\n", + "Epoch 16500, Loss: 0.09456126391887665\n", + "Epoch 16600, Loss: 0.09455934911966324\n", + "Epoch 16700, Loss: 0.0945575013756752\n", + "Epoch 16800, Loss: 0.09455572068691254\n", + "Epoch 16900, Loss: 0.09455402195453644\n", + "Epoch 17000, Loss: 0.09455235302448273\n", + "Epoch 17100, Loss: 0.09455074369907379\n", + "Epoch 17200, Loss: 0.09454917907714844\n", + "Epoch 17300, Loss: 0.09454768896102905\n", + "Epoch 17400, Loss: 0.09454623609781265\n", + "Epoch 17500, Loss: 0.09454483538866043\n", + "Epoch 17600, Loss: 0.0945434644818306\n", + "Epoch 17700, Loss: 0.09454213082790375\n", + "Epoch 17800, Loss: 0.09454086422920227\n", + "Epoch 17900, Loss: 0.09453961998224258\n", + "Epoch 18000, Loss: 0.09453842043876648\n", + "Epoch 18100, Loss: 0.09453726559877396\n", + "Epoch 18200, Loss: 0.09453614056110382\n", + "Epoch 18300, Loss: 0.09453503042459488\n", + "Epoch 18400, Loss: 0.09453397244215012\n", + "Epoch 18500, Loss: 0.09453296661376953\n", + "Epoch 18600, Loss: 0.09453198313713074\n", + "Epoch 18700, Loss: 0.09453103691339493\n", + "Epoch 18800, Loss: 0.0945301279425621\n", + "Epoch 18900, Loss: 0.09452923387289047\n", + "Epoch 19000, Loss: 0.09452839195728302\n", + "Epoch 19100, Loss: 0.09452755749225616\n", + "Epoch 19200, Loss: 0.0945267602801323\n", + "Epoch 19300, Loss: 0.09452599287033081\n", + "Epoch 19400, Loss: 0.09452524036169052\n", + "Epoch 19500, Loss: 0.09452454000711441\n", + "Epoch 19600, Loss: 0.0945238322019577\n", + "Epoch 19700, Loss: 0.09452314674854279\n", + "Epoch 19800, Loss: 0.09452252089977264\n", + "Epoch 19900, Loss: 0.0945218950510025\n", + "Epoch 20000, Loss: 0.09452129155397415\n" ] } ], @@ -73,12 +263,12 @@ "sim_matrix = torch.tensor(values_df.to_numpy(), dtype=torch.float32)\n", "initial_weights = torch.tensor(household_weights, dtype=torch.float32)\n", "targets_tensor = torch.tensor(targets_array, dtype=torch.float32)\n", - "final_weights = reweight(initial_weights, sim_matrix, targets, targets_tensor)" + "final_weights = reweight(initial_weights, sim_matrix, targets, targets_tensor, epochs=20_000)" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -101,7 +291,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -129,7 +319,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -149,12 +339,12 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -164,7 +354,74 @@ } ], "source": [ - "plot_tensor_histogram(final_weights, title=\"Histogram of final weights\")" + "plot_tensor_histogram(final_weights, title=\"Histogram of final weights\")\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "sorted, indices = torch.sort(final_weights)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([ 25258.0684, 25407.7344, 25413.9629, 25835.3301,\n", + " 26067.8496, 26888.0469, 27137.9082, 27917.3145,\n", + " 28323.6504, 28423.9316, 28951.0898, 29583.4551,\n", + " 30200.3848, 30603.7090, 31561.3262, 31861.4805,\n", + " 32141.3359, 33583.5625, 34153.9961, 34683.2422,\n", + " 34928.6406, 36163.5742, 36456.6641, 37280.3711,\n", + " 37366.0117, 39494.7227, 42328.6016, 43394.8398,\n", + " 43796.0039, 43924.5820, 49096.6992, 50212.1250,\n", + " 51391.9414, 52099.1406, 54202.6992, 54883.8477,\n", + " 55095.4492, 55689.6914, 58922.7773, 59358.6992,\n", + " 60858.7969, 62577.3086, 63391.8008, 67386.8438,\n", + " 73030.6250, 73332.3984, 73727.3359, 77644.5234,\n", + " 78709.8281, 83914.5234, 88579.1797, 94242.5078,\n", + " 95326.5859, 97571.5625, 101230.7578, 103747.4688,\n", + " 104924.2734, 105521.9453, 110786.8203, 123519.5156,\n", + " 128377.6484, 131048.1953, 132395.2031, 140527.2969,\n", + " 152162.4531, 154552.4688, 167617.9844, 169000.7969,\n", + " 169679.0781, 170856.3281, 175544.2500, 178004.0312,\n", + " 180994.3750, 182331.4844, 230223.4375, 231278.4062,\n", + " 239384.9062, 241633.1406, 242077.8438, 263057.3438,\n", + " 274633.6562, 277477.1875, 278587.1250, 282728.4688,\n", + " 305069.5000, 312444.0312, 335181.4688, 335619.6875,\n", + " 337922.1250, 346465.3125, 380430.6250, 396020.8438,\n", + " 400170.0312, 402668.7188, 406288.8750, 414688.0312,\n", + " 484151.3125, 498642.2500, 499640.9375, 501662.9688,\n", + " 534245.6250, 604220.3125, 644956.3125, 667930.6250,\n", + " 669721.6875, 684939.6875, 709751.7500, 723102.5000,\n", + " 747433.5625, 753333.1250, 791433.5000, 810354.8125,\n", + " 842069.3125, 908117.9375, 920880.5625, 941225.5625,\n", + " 958586.6875, 1005826.8750, 1058626.8750, 1168184.7500,\n", + " 1216808.0000, 1290553.1250, 1361551.0000, 1446564.3750,\n", + " 1600709.2500, 1629522.7500, 1728305.1250, 1859481.3750,\n", + " 1883754.1250, 1901839.3750, 1906750.0000, 1944843.2500,\n", + " 2006146.7500, 2018532.6250, 2117804.0000, 2410364.7500,\n", + " 2423336.7500, 2644414.0000, 2759825.5000, 3117828.2500,\n", + " 3380676.7500, 3450242.5000, 3488553.2500, 4476470.0000,\n", + " 4870682.5000, 5609501.0000, 5847907.5000, 12817348.0000])" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sorted[59000:]" ] } ], From 37517889fd93f8433f17b41c4d36730aeceb8e44 Mon Sep 17 00:00:00 2001 From: = Date: Mon, 29 Jul 2024 11:38:05 -0400 Subject: [PATCH 06/14] Replaced PyPlot in weight plots with Plotly --- docs/testing_notebooks/uk-notebook.ipynb | 33734 ++++++++++++++++++++- docs/testing_notebooks/us-notebook.ipynb | 135 - 2 files changed, 33644 insertions(+), 225 deletions(-) diff --git a/docs/testing_notebooks/uk-notebook.ipynb b/docs/testing_notebooks/uk-notebook.ipynb index 1e97b69..1df3acc 100644 --- a/docs/testing_notebooks/uk-notebook.ipynb +++ b/docs/testing_notebooks/uk-notebook.ipynb @@ -25,37 +25,7 @@ "cell_type": "code", "execution_count": 2, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Unable to load OpenFisca variables from file \"/Users/nikhilwoodruff/policyengine/policyengine-uk/policyengine_uk/variables/input/consumption/housing_water_and_electricity_consumption/rent.py\"\n" - ] - }, - { - "ename": "VariableNameConflictError", - "evalue": "You've already defined rent in input.housing. You tried to define it again in input.consumption.housing_water_and_electricity_consumption.rent.", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mVariableNameConflictError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[2], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpolicyengine_uk\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Microsimulation\n\u001b[1;32m 2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpolicyengine_uk\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mdata\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m RawFRS_2021_22\n\u001b[1;32m 3\u001b[0m RawFRS_2021_22()\u001b[38;5;241m.\u001b[39mdownload()\n", - "File \u001b[0;32m~/policyengine/policyengine-uk/policyengine_uk/__init__.py:5\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mos\u001b[39;00m\n\u001b[1;32m 4\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpolicyengine_uk\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m entities\n\u001b[0;32m----> 5\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpolicyengine_uk\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01msystem\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m (\n\u001b[1;32m 6\u001b[0m CountryTaxBenefitSystem,\n\u001b[1;32m 7\u001b[0m Microsimulation,\n\u001b[1;32m 8\u001b[0m Simulation,\n\u001b[1;32m 9\u001b[0m IndividualSim,\n\u001b[1;32m 10\u001b[0m COUNTRY_DIR,\n\u001b[1;32m 11\u001b[0m BASELINE_VARIABLES,\n\u001b[1;32m 12\u001b[0m parameters,\n\u001b[1;32m 13\u001b[0m variables,\n\u001b[1;32m 14\u001b[0m )\n\u001b[1;32m 15\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpathlib\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Path\n\u001b[1;32m 16\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mos\u001b[39;00m\n", - "File \u001b[0;32m~/policyengine/policyengine-uk/policyengine_uk/system.py:47\u001b[0m\n\u001b[1;32m 41\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mparameters \u001b[38;5;241m=\u001b[39m backdate_parameters(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mparameters, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m2015-01-01\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 42\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mparameters\u001b[38;5;241m.\u001b[39mgov\u001b[38;5;241m.\u001b[39mhmrc \u001b[38;5;241m=\u001b[39m convert_to_fiscal_year_parameters(\n\u001b[1;32m 43\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mparameters\u001b[38;5;241m.\u001b[39mgov\u001b[38;5;241m.\u001b[39mhmrc\n\u001b[1;32m 44\u001b[0m )\n\u001b[0;32m---> 47\u001b[0m system \u001b[38;5;241m=\u001b[39m \u001b[43mCountryTaxBenefitSystem\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 49\u001b[0m parameters \u001b[38;5;241m=\u001b[39m system\u001b[38;5;241m.\u001b[39mparameters\n\u001b[1;32m 50\u001b[0m variables \u001b[38;5;241m=\u001b[39m system\u001b[38;5;241m.\u001b[39mvariables\n", - "File \u001b[0;32m~/policyengine/policyengine-uk/policyengine_uk/system.py:39\u001b[0m, in \u001b[0;36mCountryTaxBenefitSystem.__init__\u001b[0;34m(self, reform)\u001b[0m\n\u001b[1;32m 38\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__init__\u001b[39m(\u001b[38;5;28mself\u001b[39m, reform\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[0;32m---> 39\u001b[0m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;21;43m__init__\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mentities\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mreform\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mreform\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 41\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mparameters \u001b[38;5;241m=\u001b[39m backdate_parameters(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mparameters, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m2015-01-01\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 42\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mparameters\u001b[38;5;241m.\u001b[39mgov\u001b[38;5;241m.\u001b[39mhmrc \u001b[38;5;241m=\u001b[39m convert_to_fiscal_year_parameters(\n\u001b[1;32m 43\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mparameters\u001b[38;5;241m.\u001b[39mgov\u001b[38;5;241m.\u001b[39mhmrc\n\u001b[1;32m 44\u001b[0m )\n", - "File \u001b[0;32m~/policyengine/policyengine-core/policyengine_core/taxbenefitsystems/tax_benefit_system.py:124\u001b[0m, in \u001b[0;36mTaxBenefitSystem.__init__\u001b[0;34m(self, entities, reform)\u001b[0m\n\u001b[1;32m 121\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvariable_module_metadata \u001b[38;5;241m=\u001b[39m {}\n\u001b[1;32m 123\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvariables_dir \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m--> 124\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43madd_variables_from_directory\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvariables_dir\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 125\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdata_modified \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m\n\u001b[1;32m 127\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mparameters_dir \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", - "File \u001b[0;32m~/policyengine/policyengine-core/policyengine_core/taxbenefitsystems/tax_benefit_system.py:390\u001b[0m, in \u001b[0;36mTaxBenefitSystem.add_variables_from_directory\u001b[0;34m(self, directory)\u001b[0m\n\u001b[1;32m 388\u001b[0m subdirectories \u001b[38;5;241m=\u001b[39m glob\u001b[38;5;241m.\u001b[39mglob(os\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mjoin(directory, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m*/\u001b[39m\u001b[38;5;124m\"\u001b[39m))\n\u001b[1;32m 389\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m subdirectory \u001b[38;5;129;01min\u001b[39;00m subdirectories:\n\u001b[0;32m--> 390\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43madd_variables_from_directory\u001b[49m\u001b[43m(\u001b[49m\u001b[43msubdirectory\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/policyengine/policyengine-core/policyengine_core/taxbenefitsystems/tax_benefit_system.py:390\u001b[0m, in \u001b[0;36mTaxBenefitSystem.add_variables_from_directory\u001b[0;34m(self, directory)\u001b[0m\n\u001b[1;32m 388\u001b[0m subdirectories \u001b[38;5;241m=\u001b[39m glob\u001b[38;5;241m.\u001b[39mglob(os\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mjoin(directory, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m*/\u001b[39m\u001b[38;5;124m\"\u001b[39m))\n\u001b[1;32m 389\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m subdirectory \u001b[38;5;129;01min\u001b[39;00m subdirectories:\n\u001b[0;32m--> 390\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43madd_variables_from_directory\u001b[49m\u001b[43m(\u001b[49m\u001b[43msubdirectory\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/policyengine/policyengine-core/policyengine_core/taxbenefitsystems/tax_benefit_system.py:390\u001b[0m, in \u001b[0;36mTaxBenefitSystem.add_variables_from_directory\u001b[0;34m(self, directory)\u001b[0m\n\u001b[1;32m 388\u001b[0m subdirectories \u001b[38;5;241m=\u001b[39m glob\u001b[38;5;241m.\u001b[39mglob(os\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mjoin(directory, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m*/\u001b[39m\u001b[38;5;124m\"\u001b[39m))\n\u001b[1;32m 389\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m subdirectory \u001b[38;5;129;01min\u001b[39;00m subdirectories:\n\u001b[0;32m--> 390\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43madd_variables_from_directory\u001b[49m\u001b[43m(\u001b[49m\u001b[43msubdirectory\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/policyengine/policyengine-core/policyengine_core/taxbenefitsystems/tax_benefit_system.py:387\u001b[0m, in \u001b[0;36mTaxBenefitSystem.add_variables_from_directory\u001b[0;34m(self, directory)\u001b[0m\n\u001b[1;32m 383\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39madd_variable_metadata_from_folder(\n\u001b[1;32m 384\u001b[0m os\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mjoin(directory, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mREADME.md\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 385\u001b[0m )\n\u001b[1;32m 386\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m py_file \u001b[38;5;129;01min\u001b[39;00m py_files:\n\u001b[0;32m--> 387\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43madd_variables_from_file\u001b[49m\u001b[43m(\u001b[49m\u001b[43mpy_file\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 388\u001b[0m subdirectories \u001b[38;5;241m=\u001b[39m glob\u001b[38;5;241m.\u001b[39mglob(os\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mjoin(directory, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m*/\u001b[39m\u001b[38;5;124m\"\u001b[39m))\n\u001b[1;32m 389\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m subdirectory \u001b[38;5;129;01min\u001b[39;00m subdirectories:\n", - "File \u001b[0;32m~/policyengine/policyengine-core/policyengine_core/taxbenefitsystems/tax_benefit_system.py:330\u001b[0m, in \u001b[0;36mTaxBenefitSystem.add_variables_from_file\u001b[0;34m(self, file_path)\u001b[0m\n\u001b[1;32m 328\u001b[0m pot_variable\u001b[38;5;241m.\u001b[39mindex_in_module \u001b[38;5;241m=\u001b[39m i\n\u001b[1;32m 329\u001b[0m i \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n\u001b[0;32m--> 330\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43madd_variable\u001b[49m\u001b[43m(\u001b[49m\u001b[43mpot_variable\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 331\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m:\n\u001b[1;32m 332\u001b[0m log\u001b[38;5;241m.\u001b[39merror(\n\u001b[1;32m 333\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mUnable to load OpenFisca variables from file \u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;241m.\u001b[39mformat(\n\u001b[1;32m 334\u001b[0m file_path\n\u001b[1;32m 335\u001b[0m )\n\u001b[1;32m 336\u001b[0m )\n", - "File \u001b[0;32m~/policyengine/policyengine-core/policyengine_core/taxbenefitsystems/tax_benefit_system.py:233\u001b[0m, in \u001b[0;36mTaxBenefitSystem.add_variable\u001b[0;34m(self, variable)\u001b[0m\n\u001b[1;32m 223\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Adds an OpenFisca variable to the tax and benefit system.\u001b[39;00m\n\u001b[1;32m 224\u001b[0m \n\u001b[1;32m 225\u001b[0m \u001b[38;5;124;03mArgs:\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 230\u001b[0m \n\u001b[1;32m 231\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 232\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdata_modified \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[0;32m--> 233\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mload_variable\u001b[49m\u001b[43m(\u001b[49m\u001b[43mvariable\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mupdate\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/policyengine/policyengine-core/policyengine_core/taxbenefitsystems/tax_benefit_system.py:213\u001b[0m, in \u001b[0;36mTaxBenefitSystem.load_variable\u001b[0;34m(self, variable_class, update)\u001b[0m\n\u001b[1;32m 211\u001b[0m baseline_variable \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_variable(name)\n\u001b[1;32m 212\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m baseline_variable \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m update:\n\u001b[0;32m--> 213\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m VariableNameConflictError(\n\u001b[1;32m 214\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mYou\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mve already defined \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mname\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m in \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mbaseline_variable\u001b[38;5;241m.\u001b[39mmodule_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m. You tried to define it again in \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mvariable_class\u001b[38;5;241m.\u001b[39mmodule_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 215\u001b[0m )\n\u001b[1;32m 217\u001b[0m variable \u001b[38;5;241m=\u001b[39m variable_class(baseline_variable\u001b[38;5;241m=\u001b[39mbaseline_variable)\n\u001b[1;32m 218\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvariables[variable\u001b[38;5;241m.\u001b[39mname] \u001b[38;5;241m=\u001b[39m variable\n", - "\u001b[0;31mVariableNameConflictError\u001b[0m: You've already defined rent in input.housing. You tried to define it again in input.consumption.housing_water_and_electricity_consumption.rent." - ] - } - ], + "outputs": [], "source": [ "from policyengine_uk import Microsimulation\n", "from policyengine_uk.data import RawFRS_2021_22\n", @@ -64,7 +34,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -82,7 +52,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -91,7 +61,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -119,7 +89,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -142,70 +112,33654 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "def plot_tensor_histogram(tensor, bins=30, title='Tensor Histogram'):\n", - " # Flatten the tensor to 1D\n", - " flattened = tensor.flatten()\n", - " \n", - " # Convert to numpy array for matplotlib\n", - " data = flattened.numpy()\n", - " \n", - " # Create the histogram\n", - " plt.figure(figsize=(10, 6))\n", - " plt.hist(data, bins=bins, edgecolor='black')\n", - " \n", - " # Add labels and title\n", - " plt.xlabel('Value')\n", - " plt.ylabel('Frequency')\n", - " plt.title(title)\n", - " \n", - " # Show the plot\n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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YjbAFAMXMwIED9dVXX2nlypXKyspScHCwXnnlFQ0bNsys6dSpkwYMGKAFCxbok08+kWEY6tKli1xcXPTVV19p1KhR+uyzzxQbG6u7775bb775prlKX56PPvpIdrtdn376qRYvXqyIiAh99tlnqlOnjjw8PG5qrPPnz9eAAQM0ffp0GYahtm3b6ttvv1VgYGChvifXM3v2bNWoUUNxcXFavHix7Ha7RowYodGjR9+R/d+MyZMnq2/fvho5cqQuXLignj175hu2KleurKVLl2ro0KEaOXKkKlasqG7duqlNmzbmmciCyAtbeV9ELUllypRReHi4Vq1a5XC/liS5uLhoyZIlmjJlij766CMtXrxY5cqVU40aNfT888/rnnvuue6+goKCtHbtWg0cOFCvvfaaqlSpopiYGJUvX14DBw686c/Vlex2u2bNmqUJEyYoOjpaOTk5Wrt2rRmuFyxYoNTUVPn4+OiBBx7QvHnz8l3MBQCsYDMK685dAECJt3v3bv3lL3/RJ598ct3luoFbNWjQIL333nvKzMy87qIYAFAccc8WACBfFy5cuGbb1KlT5eLi4rBAA3Arrv5cnT59Wh9//LGaNWtG0AJQ4nAZIQAgXxMnTlRiYqJatWqlMmXK6Ntvv9W3336rvn37Fury3ihdwsPD1bJlS4WGhio1NVVz5sxRRkaGXn75ZWcPDQAKHZcRAgDyFR8fr7Fjx+rAgQPKzMxU9erV1b17d/33v/91WJ0OuBX/+c9/9Pnnn+vXX3+VzWZTo0aNNHr0aEVERDh7aABQ6AhbAAAAAGAB7tkCAAAAAAsQtgAAAADAAlx0fxNyc3N1/PhxVahQoUBfuAgAAACgZDAMQ+fOnVNgYKBcXG587oqwdROOHz/OylsAAAAATMeOHVO1atVuWEPYugkVKlSQ9Mcb6u3t7eTRAAAAAHCWjIwMBQUFmRnhRghbNyHv0kFvb2/CFgAAAICbur2IBTIAAAAAwAKELQAAAACwAGELAAAAACzg1LCVk5Ojl19+WSEhIfL09FTNmjU1fvx4GYZh1hiGoVGjRqlq1ary9PRURESEDh8+7NDPmTNn1LVrV3l7e8vX11fR0dHKzMx0qNm7d6+aN28uDw8PBQUFaeLEiXfkGAEAAACUTk4NW2+88YZmzpypd999VwcPHtQbb7yhiRMn6p133jFrJk6cqLfffluzZs3Stm3bVL58eUVGRurixYtmTdeuXbV//37Fx8dr6dKl2rBhg/r27Wu2Z2RkqG3btgoODlZiYqLefPNNjRkzRu+///4dPV4AAAAApYfNuPI00h328MMPKyAgQHPmzDG3de7cWZ6envrkk09kGIYCAwM1dOhQvfDCC5Kk9PR0BQQEKC4uTl26dNHBgwdVr1497dixQ40bN5YkLV++XB06dNCvv/6qwMBAzZw5U//973+VkpIiNzc3SdJLL72kJUuW6IcffvjTcWZkZMjHx0fp6emsRggAAACUYreSDZx6Zutvf/ubVq9erUOHDkmS9uzZo02bNql9+/aSpKNHjyolJUURERHma3x8fNSkSRMlJCRIkhISEuTr62sGLUmKiIiQi4uLtm3bZta0aNHCDFqSFBkZqaSkJJ09e/aacWVlZSkjI8PhAQAAAAC3wqnfs/XSSy8pIyNDdevWlaurq3JycvTqq6+qa9eukqSUlBRJUkBAgMPrAgICzLaUlBT5+/s7tJcpU0aVKlVyqAkJCbmmj7y2ihUrOrRNmDBBY8eOLaSjBAAAAFAaOfXM1sKFCzVv3jzNnz9f3333nebOnau33npLc+fOdeawNGLECKWnp5uPY8eOOXU8AAAAAIofp57ZGjZsmF566SV16dJFklS/fn398ssvmjBhgnr27Cm73S5JSk1NVdWqVc3XpaamqmHDhpIku92ukydPOvR7+fJlnTlzxny93W5XamqqQ03e87yaK7m7u8vd3b1wDhIAAABAqeTUM1u///67XFwch+Dq6qrc3FxJUkhIiOx2u1avXm22Z2RkaNu2bQoPD5ckhYeHKy0tTYmJiWbNmjVrlJubqyZNmpg1GzZsUHZ2tlkTHx+vOnXqXHMJIQAAAAAUBqeGrUceeUSvvvqqli1bpp9//lmLFy/W5MmT9dhjj0mSbDabBg0apFdeeUVfffWV9u3bpx49eigwMFCPPvqoJCk0NFTt2rXTM888o+3bt2vz5s3q37+/unTposDAQEnSU089JTc3N0VHR2v//v367LPPNG3aNA0ZMsRZhw4AAACghHPq0u/nzp3Tyy+/rMWLF+vkyZMKDAzUk08+qVGjRpkrBxqGodGjR+v9999XWlqamjVrphkzZuiee+4x+zlz5oz69++vr7/+Wi4uLurcubPefvtteXl5mTV79+5VTEyMduzYIT8/Pw0YMEAvvvjiTY2Tpd8BAAAASLeWDZwatooLwhYAAAAAqRh9zxYAAAAAlFSELQAAAACwAGELAAAAACxA2AIAAAAACzj1S41RcMnJyTp16pQlffv5+al69eqW9A0AAACUFoStYig5OVl16obq4oXfLenfw7Ockn44SOACAAAAbgNhqxg6deqULl74XZUfHqqylYMKte/s08d0eukknTp1irAFAAAA3AbCVjFWtnKQ3O21nD0MAAAAAPlggQwAAAAAsABhCwAAAAAsQNgCAAAAAAsQtgAAAADAAoQtAAAAALAAYQsAAAAALEDYAgAAAAALELYAAAAAwAKELQAAAACwAGELAAAAACxA2AIAAAAACxC2AAAAAMAChC0AAAAAsABhCwAAAAAsQNgCAAAAAAsQtgAAAADAAoQtAAAAALAAYQsAAAAALEDYAgAAAAALELYAAAAAwAKELQAAAACwAGELAAAAACxA2AIAAAAACxC2AAAAAMAChC0AAAAAsABhCwAAAAAsQNgCAAAAAAsQtgAAAADAAoQtAAAAALAAYQsAAAAALEDYAgAAAAALELYAAAAAwAKELQAAAACwAGELAAAAACxA2AIAAAAACxC2AAAAAMAChC0AAAAAsABhCwAAAAAs4NSwdffdd8tms13ziImJkSRdvHhRMTExqly5sry8vNS5c2elpqY69JGcnKyoqCiVK1dO/v7+GjZsmC5fvuxQs27dOjVq1Eju7u6qVauW4uLi7tQhAgAAACilnBq2duzYoRMnTpiP+Ph4SdLjjz8uSRo8eLC+/vprLVq0SOvXr9fx48fVqVMn8/U5OTmKiorSpUuXtGXLFs2dO1dxcXEaNWqUWXP06FFFRUWpVatW2r17twYNGqSnn35aK1asuLMHCwAAAKBUKePMnVepUsXh+euvv66aNWvqoYceUnp6uubMmaP58+erdevWkqTY2FiFhoZq69atatq0qVauXKkDBw5o1apVCggIUMOGDTV+/Hi9+OKLGjNmjNzc3DRr1iyFhIRo0qRJkqTQ0FBt2rRJU6ZMUWRkZL7jysrKUlZWlvk8IyPDoncAAAAAQElVZO7ZunTpkj755BP16dNHNptNiYmJys7OVkREhFlTt25dVa9eXQkJCZKkhIQE1a9fXwEBAWZNZGSkMjIytH//frPmyj7yavL6yM+ECRPk4+NjPoKCggrzUAEAAACUAkUmbC1ZskRpaWnq1auXJCklJUVubm7y9fV1qAsICFBKSopZc2XQymvPa7tRTUZGhi5cuJDvWEaMGKH09HTzcezYsds9PAAAAACljFMvI7zSnDlz1L59ewUGBjp7KHJ3d5e7u7uzhwEAAACgGCsSZ7Z++eUXrVq1Sk8//bS5zW6369KlS0pLS3OoTU1Nld1uN2uuXp0w7/mf1Xh7e8vT07OwDwUAAAAAJBWRsBUbGyt/f39FRUWZ28LCwlS2bFmtXr3a3JaUlKTk5GSFh4dLksLDw7Vv3z6dPHnSrImPj5e3t7fq1atn1lzZR15NXh8AAAAAYAWnh63c3FzFxsaqZ8+eKlPm/1/V6OPjo+joaA0ZMkRr165VYmKievfurfDwcDVt2lSS1LZtW9WrV0/du3fXnj17tGLFCo0cOVIxMTHmZYD9+vXTTz/9pOHDh+uHH37QjBkztHDhQg0ePNgpxwsAAACgdHD6PVurVq1ScnKy+vTpc03blClT5OLios6dOysrK0uRkZGaMWOG2e7q6qqlS5fqueeeU3h4uMqXL6+ePXtq3LhxZk1ISIiWLVumwYMHa9q0aapWrZpmz5593WXfAQAAAKAwOD1stW3bVoZh5Nvm4eGh6dOna/r06dd9fXBwsL755psb7qNly5batWvXbY0TAAAAAG6F0y8jBAAAAICSiLAFAAAAABYgbAEAAACABQhbAAAAAGABwhYAAAAAWICwBQAAAAAWIGwBAAAAgAUIWwAAAABgAcIWAAAAAFiAsAUAAAAAFiBsAQAAAIAFCFsAAAAAYAHCFgAAAABYgLAFAAAAABYgbAEAAACABQhbAAAAAGABwhYAAAAAWICwBQAAAAAWIGwBAAAAgAUIWwAAAABgAcIWAAAAAFiAsAUAAAAAFiBsAQAAAIAFCFsAAAAAYAHCFgAAAABYgLAFAAAAABYgbAEAAACABQhbAAAAAGABwhYAAAAAWICwBQAAAAAWIGwBAAAAgAUIWwAAAABgAcIWAAAAAFiAsAUAAAAAFiBsAQAAAIAFCFsAAAAAYAHCFgAAAABYgLAFAAAAABYgbAEAAACABQhbAAAAAGABwhYAAAAAWICwBQAAAAAWIGwBAAAAgAUIWwAAAABgAcIWAAAAAFjA6WHrt99+U7du3VS5cmV5enqqfv362rlzp9luGIZGjRqlqlWrytPTUxERETp8+LBDH2fOnFHXrl3l7e0tX19fRUdHKzMz06Fm7969at68uTw8PBQUFKSJEyfekeMDAAAAUDo5NWydPXtWDz74oMqWLatvv/1WBw4c0KRJk1SxYkWzZuLEiXr77bc1a9Ysbdu2TeXLl1dkZKQuXrxo1nTt2lX79+9XfHy8li5dqg0bNqhv375me0ZGhtq2bavg4GAlJibqzTff1JgxY/T+++/f0eMFAAAAUHqUcebO33jjDQUFBSk2NtbcFhISYv7bMAxNnTpVI0eOVMeOHSVJH330kQICArRkyRJ16dJFBw8e1PLly7Vjxw41btxYkvTOO++oQ4cOeuuttxQYGKh58+bp0qVL+vDDD+Xm5qZ7771Xu3fv1uTJkx1CGQAAAAAUFqee2frqq6/UuHFjPf744/L399df/vIXffDBB2b70aNHlZKSooiICHObj4+PmjRpooSEBElSQkKCfH19zaAlSREREXJxcdG2bdvMmhYtWsjNzc2siYyMVFJSks6ePXvNuLKyspSRkeHwAAAAAIBb4dSw9dNPP2nmzJmqXbu2VqxYoeeee04DBw7U3LlzJUkpKSmSpICAAIfXBQQEmG0pKSny9/d3aC9TpowqVarkUJNfH1fu40oTJkyQj4+P+QgKCiqEowUAAABQmjg1bOXm5qpRo0Z67bXX9Je//EV9+/bVM888o1mzZjlzWBoxYoTS09PNx7Fjx5w6HgAAAADFj1PDVtWqVVWvXj2HbaGhoUpOTpYk2e12SVJqaqpDTWpqqtlmt9t18uRJh/bLly/rzJkzDjX59XHlPq7k7u4ub29vhwcAAAAA3Aqnhq0HH3xQSUlJDtsOHTqk4OBgSX8slmG327V69WqzPSMjQ9u2bVN4eLgkKTw8XGlpaUpMTDRr1qxZo9zcXDVp0sSs2bBhg7Kzs82a+Ph41alTx2HlQwAAAAAoLE4NW4MHD9bWrVv12muv6ciRI5o/f77ef/99xcTESJJsNpsGDRqkV155RV999ZX27dunHj16KDAwUI8++qikP86EtWvXTs8884y2b9+uzZs3q3///urSpYsCAwMlSU899ZTc3NwUHR2t/fv367PPPtO0adM0ZMgQZx06AAAAgBLOqUu///Wvf9XixYs1YsQIjRs3TiEhIZo6daq6du1q1gwfPlznz59X3759lZaWpmbNmmn58uXy8PAwa+bNm6f+/furTZs2cnFxUefOnfX222+b7T4+Plq5cqViYmIUFhYmPz8/jRo1imXfAQAAAFjGZhiG4exBFHUZGRny8fFRenp6kbh/67vvvlNYWJjsPafK3V6rUPvOSjmilLmDlJiYqEaNGhVq3wAAAEBxdyvZwKmXEQIAAABASUXYAgAAAAALELYAAAAAwAKELQAAAACwAGELAAAAACxA2AIAAAAACxC2AAAAAMAChC0AAAAAsABhCwAAAAAsQNgCAAAAAAsQtgAAAADAAoQtAAAAALAAYQsAAAAALEDYAgAAAAALELYAAAAAwAKELQAAAACwAGELAAAAACxA2AIAAAAACxC2AAAAAMAChC0AAAAAsABhCwAAAAAsQNgCAAAAAAsQtgAAAADAAoQtAAAAALAAYQsAAAAALEDYAgAAAAALELYAAAAAwAKELQAAAACwAGELAAAAACxA2AIAAAAACxC2AAAAAMAChC0AAAAAsABhCwAAAAAsQNgCAAAAAAsQtgAAAADAAoQtAAAAALAAYQsAAAAALEDYAgAAAAALELYAAAAAwAKELQAAAACwAGELAAAAACxA2AIAAAAACxC2AAAAAMAChC0AAAAAsABhCwAAAAAs4NSwNWbMGNlsNodH3bp1zfaLFy8qJiZGlStXlpeXlzp37qzU1FSHPpKTkxUVFaVy5crJ399fw4YN0+XLlx1q1q1bp0aNGsnd3V21atVSXFzcnTg8AAAAAKWY089s3XvvvTpx4oT52LRpk9k2ePBgff3111q0aJHWr1+v48ePq1OnTmZ7Tk6OoqKidOnSJW3ZskVz585VXFycRo0aZdYcPXpUUVFRatWqlXbv3q1Bgwbp6aef1ooVK+7ocQIAAAAoXco4fQBlyshut1+zPT09XXPmzNH8+fPVunVrSVJsbKxCQ0O1detWNW3aVCtXrtSBAwe0atUqBQQEqGHDhho/frxefPFFjRkzRm5ubpo1a5ZCQkI0adIkSVJoaKg2bdqkKVOmKDIy8o4eKwAAAIDSw+lntg4fPqzAwEDVqFFDXbt2VXJysiQpMTFR2dnZioiIMGvr1q2r6tWrKyEhQZKUkJCg+vXrKyAgwKyJjIxURkaG9u/fb9Zc2UdeTV4f+cnKylJGRobDAwAAAABuhVPDVpMmTRQXF6fly5dr5syZOnr0qJo3b65z584pJSVFbm5u8vX1dXhNQECAUlJSJEkpKSkOQSuvPa/tRjUZGRm6cOFCvuOaMGGCfHx8zEdQUFBhHC4AAACAUsSplxG2b9/e/HeDBg3UpEkTBQcHa+HChfL09HTauEaMGKEhQ4aYzzMyMghcAAAAAG6J0y8jvJKvr6/uueceHTlyRHa7XZcuXVJaWppDTWpqqnmPl91uv2Z1wrznf1bj7e193UDn7u4ub29vhwcAAAAA3IoiFbYyMzP1448/qmrVqgoLC1PZsmW1evVqsz0pKUnJyckKDw+XJIWHh2vfvn06efKkWRMfHy9vb2/Vq1fPrLmyj7yavD4AAAAAwApODVsvvPCC1q9fr59//llbtmzRY489JldXVz355JPy8fFRdHS0hgwZorVr1yoxMVG9e/dWeHi4mjZtKklq27at6tWrp+7du2vPnj1asWKFRo4cqZiYGLm7u0uS+vXrp59++knDhw/XDz/8oBkzZmjhwoUaPHiwMw8dAAAAQAnn1Hu2fv31Vz355JM6ffq0qlSpombNmmnr1q2qUqWKJGnKlClycXFR586dlZWVpcjISM2YMcN8vaurq5YuXarnnntO4eHhKl++vHr27Klx48aZNSEhIVq2bJkGDx6sadOmqVq1apo9ezbLvgMAAACwlM0wDMPZgyjqMjIy5OPjo/T09CJx/9Z3332nsLAw2XtOlbu9VqH2nZVyRClzBykxMVGNGjUq1L4BAACA4u5WskGRumcLAAAAAEoKwhYAAAAAWICwBQAAAAAWIGwBAAAAgAUIWwAAAABgAcIWAAAAAFiAsAUAAAAAFiBsAQAAAIAFCFsAAAAAYAHCFgAAAABYgLAFAAAAABYgbAEAAACABQoUtn766afCHgcAAAAAlCgFClu1atVSq1at9Mknn+jixYuFPSYAAAAAKPYKFLa+++47NWjQQEOGDJHdbtezzz6r7du3F/bYAAAAAKDYKlDYatiwoaZNm6bjx4/rww8/1IkTJ9SsWTPdd999mjx5sv73v/8V9jgBAAAAoFi5rQUyypQpo06dOmnRokV64403dOTIEb3wwgsKCgpSjx49dOLEicIaJwAAAAAUK7cVtnbu3Kl///vfqlq1qiZPnqwXXnhBP/74o+Lj43X8+HF17NixsMYJAAAAAMVKmYK8aPLkyYqNjVVSUpI6dOigjz76SB06dJCLyx/ZLSQkRHFxcbr77rsLc6wAAAAAUGwUKGzNnDlTffr0Ua9evVS1atV8a/z9/TVnzpzbGhwAAAAAFFcFCluHDx/+0xo3Nzf17NmzIN0DAAAAQLFXoLAVGxsrLy8vPf744w7bFy1apN9//52QVQIcPHjQsr79/PxUvXp1y/oHAAAAioICha0JEybovffeu2a7v7+/+vbtS9gqxnIyz0o2m7p162bZPjw8yynph4MELgAAAJRoBQpbycnJCgkJuWZ7cHCwkpOTb3tQcJ7crEzJMFT54aEqWzmo0PvPPn1Mp5dO0qlTpwhbAAAAKNEKFLb8/f21d+/ea1Yb3LNnjypXrlwY44KTla0cJHd7LWcPAwAAACi2CvQ9W08++aQGDhyotWvXKicnRzk5OVqzZo2ef/55denSpbDHCAAAAADFToHObI0fP14///yz2rRpozJl/ugiNzdXPXr00GuvvVaoAwQAAACA4qhAYcvNzU2fffaZxo8frz179sjT01P169dXcHBwYY8PAAAAAIqlAoWtPPfcc4/uueeewhoLAAAAAJQYBQpbOTk5iouL0+rVq3Xy5Enl5uY6tK9Zs6ZQBgcAAAAAxVWBwtbzzz+vuLg4RUVF6b777pPNZivscQEAAABAsVagsLVgwQItXLhQHTp0KOzxAAAAAECJUKCl393c3FSrFt/BBAAAAADXU6CwNXToUE2bNk2GYRT2eAAAAACgRCjQZYSbNm3S2rVr9e233+ree+9V2bJlHdq/+OKLQhkcAAAAABRXBQpbvr6+euyxxwp7LAAAAABQYhQobMXGxhb2OAAAAACgRCnQPVuSdPnyZa1atUrvvfeezp07J0k6fvy4MjMzC21wAAAAAFBcFejM1i+//KJ27dopOTlZWVlZ+vvf/64KFSrojTfeUFZWlmbNmlXY4wQAAACAYqVAZ7aef/55NW7cWGfPnpWnp6e5/bHHHtPq1asLbXAAAAAAUFwV6MzWxo0btWXLFrm5uTlsv/vuu/Xbb78VysAAAAAAoDgr0Jmt3Nxc5eTkXLP9119/VYUKFW57UAAAAABQ3BUobLVt21ZTp041n9tsNmVmZmr06NHq0KFDYY0NAAAAAIqtAl1GOGnSJEVGRqpevXq6ePGinnrqKR0+fFh+fn769NNPC3uMAAAAAFDsFChsVatWTXv27NGCBQu0d+9eZWZmKjo6Wl27dnVYMAMAAAAASqsChS1JKlOmjLp161aYYwEAAACAEqNA92x99NFHN3wUxOuvvy6bzaZBgwaZ2y5evKiYmBhVrlxZXl5e6ty5s1JTUx1el5ycrKioKJUrV07+/v4aNmyYLl++7FCzbt06NWrUSO7u7qpVq5bi4uIKNEYAAAAAuFkFOrP1/PPPOzzPzs7W77//Ljc3N5UrV049evS4pf527Nih9957Tw0aNHDYPnjwYC1btkyLFi2Sj4+P+vfvr06dOmnz5s2SpJycHEVFRclut2vLli06ceKEevToobJly+q1116TJB09elRRUVHq16+f5s2bp9WrV+vpp59W1apVFRkZWZDDBwAAAIA/VaAzW2fPnnV4ZGZmKikpSc2aNbvlBTIyMzPVtWtXffDBB6pYsaK5PT09XXPmzNHkyZPVunVrhYWFKTY2Vlu2bNHWrVslSStXrtSBAwf0ySefqGHDhmrfvr3Gjx+v6dOn69KlS5KkWbNmKSQkRJMmTVJoaKj69++vf/7zn5oyZUpBDh0AAAAAbkqBwlZ+ateurddff/2as15/JiYmRlFRUYqIiHDYnpiYqOzsbIftdevWVfXq1ZWQkCBJSkhIUP369RUQEGDWREZGKiMjQ/v37zdrru47MjLS7CM/WVlZysjIcHgAAAAAwK0o8AIZ+XZWpoyOHz9+0/ULFizQd999px07dlzTlpKSIjc3N/n6+jpsDwgIUEpKillzZdDKa89ru1FNRkaGLly4kO/qiRMmTNDYsWNv+jgAAAAA4GoFCltfffWVw3PDMHTixAm9++67evDBB2+qj2PHjun5559XfHy8PDw8CjIMy4wYMUJDhgwxn2dkZCgoKMiJIwIAAABQ3BQobD366KMOz202m6pUqaLWrVtr0qRJN9VHYmKiTp48qUaNGpnbcnJytGHDBr377rtasWKFLl26pLS0NIezW6mpqbLb7ZIku92u7du3O/Sbt1rhlTVXr2CYmpoqb2/v634nmLu7u9zd3W/qOAAAAAAgPwUKW7m5ube94zZt2mjfvn0O23r37q26devqxRdfVFBQkMqWLavVq1erc+fOkqSkpCQlJycrPDxckhQeHq5XX31VJ0+elL+/vyQpPj5e3t7eqlevnlnzzTffOOwnPj7e7AMAAAAArFCo92zdigoVKui+++5z2Fa+fHlVrlzZ3B4dHa0hQ4aoUqVK8vb21oABAxQeHq6mTZtKktq2bat69eqpe/fumjhxolJSUjRy5EjFxMSYZ6b69eund999V8OHD1efPn20Zs0aLVy4UMuWLbuzBwwAAACgVClQ2LryfqY/M3ny5ILsQpI0ZcoUubi4qHPnzsrKylJkZKRmzJhhtru6umrp0qV67rnnFB4ervLly6tnz54aN26cWRMSEqJly5Zp8ODBmjZtmqpVq6bZs2fzHVsAAAAALFWgsLVr1y7t2rVL2dnZqlOnjiTp0KFDcnV1dbgHy2az3VK/69atc3ju4eGh6dOna/r06dd9TXBw8DWXCV6tZcuW2rVr1y2NBQAAAABuR4HC1iOPPKIKFSpo7ty55hcRnz17Vr1791bz5s01dOjQQh0kAAAAABQ3BfpS40mTJmnChAlm0JKkihUr6pVXXrnp1QgBAAAAoCQrUNjKyMjQ//73v2u2/+9//9O5c+due1AAAAAAUNwVKGw99thj6t27t7744gv9+uuv+vXXX/V///d/io6OVqdOnQp7jAAAAABQ7BTonq1Zs2bphRde0FNPPaXs7Ow/OipTRtHR0XrzzTcLdYAAAAAAUBwVKGyVK1dOM2bM0Jtvvqkff/xRklSzZk2VL1++UAcHAAAAAMVVgS4jzHPixAmdOHFCtWvXVvny5WUYRmGNCwAAAACKtQKFrdOnT6tNmza655571KFDB504cUKSFB0dzbLvAAAAAKAChq3BgwerbNmySk5OVrly5cztTzzxhJYvX15ogwMAAACA4qpA92ytXLlSK1asULVq1Ry2165dW7/88kuhDAwAAAAAirMCndk6f/68wxmtPGfOnJG7u/ttDwoAAAAAirsCha3mzZvro48+Mp/bbDbl5uZq4sSJatWqVaENDgAAAACKqwJdRjhx4kS1adNGO3fu1KVLlzR8+HDt379fZ86c0ebNmwt7jAAAAABQ7BTozNZ9992nQ4cOqVmzZurYsaPOnz+vTp06adeuXapZs2ZhjxEAAAAAip1bPrOVnZ2tdu3aadasWfrvf/9rxZgAAAAAoNi75TNbZcuW1d69e60YCwAAAACUGAW6jLBbt26aM2dOYY8FAAAAAEqMAi2QcfnyZX344YdatWqVwsLCVL58eYf2yZMnF8rgAAAAAKC4uqWw9dNPP+nuu+/W999/r0aNGkmSDh065FBjs9kKb3QAAAAAUEzdUtiqXbu2Tpw4obVr10qSnnjiCb399tsKCAiwZHAAAAAAUFzd0j1bhmE4PP/22291/vz5Qh0QAAAAAJQEBVogI8/V4QsAAAAA8IdbCls2m+2ae7K4RwsAAAAArnVL92wZhqFevXrJ3d1dknTx4kX169fvmtUIv/jii8IbIQAAAAAUQ7cUtnr27OnwvFu3boU6GAAAAAAoKW4pbMXGxlo1DgAAAAAoUW5rgQwAAAAAQP4IWwAAAABgAcIWAAAAAFiAsAUAAAAAFiBsAQAAAIAFCFsAAAAAYAHCFgAAAABYgLAFAAAAABYgbAEAAACABQhbAAAAAGABwhYAAAAAWICwBQAAAAAWIGwBAAAAgAUIWwAAAABgAcIWAAAAAFiAsAUAAAAAFiBsAQAAAIAFCFsAAAAAYAHCFgAAAABYwKlha+bMmWrQoIG8vb3l7e2t8PBwffvtt2b7xYsXFRMTo8qVK8vLy0udO3dWamqqQx/JycmKiopSuXLl5O/vr2HDhuny5csONevWrVOjRo3k7u6uWrVqKS4u7k4cHgAAAIBSzKlhq1q1anr99deVmJionTt3qnXr1urYsaP2798vSRo8eLC+/vprLVq0SOvXr9fx48fVqVMn8/U5OTmKiorSpUuXtGXLFs2dO1dxcXEaNWqUWXP06FFFRUWpVatW2r17twYNGqSnn35aK1asuOPHCwAAAKD0KOPMnT/yyCMOz1999VXNnDlTW7duVbVq1TRnzhzNnz9frVu3liTFxsYqNDRUW7duVdOmTbVy5UodOHBAq1atUkBAgBo2bKjx48frxRdf1JgxY+Tm5qZZs2YpJCREkyZNkiSFhoZq06ZNmjJliiIjI+/4MQMAAAAoHYrMPVs5OTlasGCBzp8/r/DwcCUmJio7O1sRERFmTd26dVW9enUlJCRIkhISElS/fn0FBASYNZGRkcrIyDDPjiUkJDj0kVeT10d+srKylJGR4fAAAAAAgFvh9LC1b98+eXl5yd3dXf369dPixYtVr149paSkyM3NTb6+vg71AQEBSklJkSSlpKQ4BK289ry2G9VkZGTowoUL+Y5pwoQJ8vHxMR9BQUGFcagAAAAAShGnh606depo9+7d2rZtm5577jn17NlTBw4ccOqYRowYofT0dPNx7Ngxp44HAAAAQPHj1Hu2JMnNzU21atWSJIWFhWnHjh2aNm2annjiCV26dElpaWkOZ7dSU1Nlt9slSXa7Xdu3b3foL2+1witrrl7BMDU1Vd7e3vL09Mx3TO7u7nJ3dy+U4wMAAABQOjn9zNbVcnNzlZWVpbCwMJUtW1arV68225KSkpScnKzw8HBJUnh4uPbt26eTJ0+aNfHx8fL29la9evXMmiv7yKvJ6wMAAAAArODUM1sjRoxQ+/btVb16dZ07d07z58/XunXrtGLFCvn4+Cg6OlpDhgxRpUqV5O3trQEDBig8PFxNmzaVJLVt21b16tVT9+7dNXHiRKWkpGjkyJGKiYkxz0z169dP7777roYPH64+ffpozZo1WrhwoZYtW+bMQwcAAABQwjk1bJ08eVI9evTQiRMn5OPjowYNGmjFihX6+9//LkmaMmWKXFxc1LlzZ2VlZSkyMlIzZswwX+/q6qqlS5fqueeeU3h4uMqXL6+ePXtq3LhxZk1ISIiWLVumwYMHa9q0aapWrZpmz57Nsu8AAAAALOXUsDVnzpwbtnt4eGj69OmaPn36dWuCg4P1zTff3LCfli1bateuXQUaIwAAAAAURJG7ZwsAAAAASgLCFgAAAABYgLAFAAAAABYgbAEAAACABQhbAAAAAGABwhYAAAAAWICwBQAAAAAWIGwBAAAAgAUIWwAAAABgAcIWAAAAAFiAsAUAAAAAFiBsAQAAAIAFCFsAAAAAYAHCFgAAAABYgLAFAAAAABYgbAEAAACABQhbAAAAAGABwhYAAAAAWICwBQAAAAAWIGwBAAAAgAUIWwAAAABgAcIWAAAAAFiAsAUAAAAAFiBsAQAAAIAFCFsAAAAAYAHCFgAAAABYgLAFAAAAABYgbAEAAACABQhbAAAAAGABwhYAAAAAWICwBQAAAAAWIGwBAAAAgAUIWwAAAABgAcIWAAAAAFiAsAUAAAAAFiBsAQAAAIAFCFsAAAAAYAHCFgAAAABYgLAFAAAAABYgbAEAAACABQhbAAAAAGABwhYAAAAAWICwBQAAAAAWIGwBAAAAgAUIWwAAAABgAcIWAAAAAFjAqWFrwoQJ+utf/6oKFSrI399fjz76qJKSkhxqLl68qJiYGFWuXFleXl7q3LmzUlNTHWqSk5MVFRWlcuXKyd/fX8OGDdPly5cdatatW6dGjRrJ3d1dtWrVUlxcnNWHBwAAAKAUc2rYWr9+vWJiYrR161bFx8crOztbbdu21fnz582awYMH6+uvv9aiRYu0fv16HT9+XJ06dTLbc3JyFBUVpUuXLmnLli2aO3eu4uLiNGrUKLPm6NGjioqKUqtWrbR7924NGjRITz/9tFasWHFHjxcAAABA6VHGmTtfvny5w/O4uDj5+/srMTFRLVq0UHp6uubMmaP58+erdevWkqTY2FiFhoZq69atatq0qVauXKkDBw5o1apVCggIUMOGDTV+/Hi9+OKLGjNmjNzc3DRr1iyFhIRo0qRJkqTQ0FBt2rRJU6ZMUWRk5B0/bgAAAAAlX5G6Zys9PV2SVKlSJUlSYmKisrOzFRERYdbUrVtX1atXV0JCgiQpISFB9evXV0BAgFkTGRmpjIwM7d+/36y5so+8mrw+rpaVlaWMjAyHBwAAAADciiITtnJzczVo0CA9+OCDuu+++yRJKSkpcnNzk6+vr0NtQECAUlJSzJorg1Zee17bjWoyMjJ04cKFa8YyYcIE+fj4mI+goKBCOUYAAAAApYdTLyO8UkxMjL7//ntt2rTJ2UPRiBEjNGTIEPN5RkYGgauQHTx40JJ+/fz8VL16dUv6BgAAAG5FkQhb/fv319KlS7VhwwZVq1b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asWKF0tPTValSJb399tv219IkqUOHDurXr5/mzJmjzz77TJZlqXPnznJzc9OiRYs0YsQIzZ07V7GxsapcubLeffdde/XBbDNmzJDT6dTs2bO1YMECRUREaO7cuapRo4b9P7RvZNasWerXr58mT54sy7LUqlUrLVu2TMHBwXn6nlzLtGnTdPfddysuLk4LFiyQ0+nU8OHD7R93LgiKFSum//3vf/Z9UN7e3nriiSfUt29f1a1bN9fzZgeyRo0ayc3NzWU8MTHR5f6xbFOnTlVYWJg+/PBDvfLKK/Lw8FDlypXVpUsXNW7c+Jr78vX11apVq9SvXz9NmDBBvr6+6tq1qxo1aqSOHTve9PlyuWLFimn69OkaPny4evfurYsXLyo2NlYPPfSQIiMj9b///U9HjhxR8eLFVbduXS1btsxewRMATHFYN3s3LAAAubB9+3b96U9/0meffaaoqCjT7aCAGz9+vF588UX98ssvuuuuu0y3AwD5jnvIAAB55ty5cznGxo8fLzc3N5fFIAAp5/ly/vx5ffjhh6pevTphDECRwVcWAQB5ZsyYMUpISFCLFi3k4eGhZcuWadmyZerZs6dCQkJMt4cCpkOHDqpYsaLq1aunlJQUffbZZ/r++++vuYw+ABRGfGURAJBn4uPj9eabb2rPnj1KS0tTxYoV9eyzz+rVV1+Vhwf/HyBcjR8/XtOmTdNPP/2kzMxM1a5dW8OGDVOnTp1MtwYAfxgCGQAAAAAYwj1kAAAAAGAIgQwAAAAADOEL/XkkKytLR48eVcmSJXP1Y5YAAAAACgfLsnTmzBkFBwe7/K7j1RDI8sjRo0dZQQwAAACA7fDhw6pQocJ1awhkeaRkyZKSLr3pfn5+hrsBAAAAYEpqaqpCQkLsjHA9BLI8kv01RT8/PwIZAAAAgJu6lYlFPQAAAADAEAIZAAAAABhCIAMAAAAAQwhkAAAAAGAIgQwAAAAADCGQAQAAAIAhBDIAAAAAMIRABgAAAACGEMgAAAAAwBACGQAAAAAYQiADAAAAAEMIZAAAAABgCIEMAAAAAAwhkAEAAACAIQQyAAAAADCEQAYAAAAAhhDIAAAAAMAQAhkAAAAAGOJhugHkj0OHDunEiRP5Nn/ZsmVVsWLFfJsfAAAAKAoIZIXQoUOHVKNmLZ0/93u+7cPbp7gSv99LKAMAAABuA4GsEDpx4oTOn/tdZR4drGJlQvJ8/ozfDuu3xWN14sQJAhkAAABwGwhkhVixMiHyclYz3QYAAACAa2BRDwAAAAAwhEAGAAAAAIYQyAAAAADAEAIZAAAAABhCIAMAAAAAQwhkAAAAAGAIgQwAAAAADCGQAQAAAIAhBDIAAAAAMIRABgAAAACGEMgAAAAAwBACGQAAAAAYQiADAAAAAEMIZAAAAABgCIEMAAAAAAwhkAEAAACAIQQyAAAAADCEQAYAAAAAhhDIAAAAAMAQAhkAAAAAGEIgAwAAAABDCGQAAAAAYAiBDAAAAAAMIZABAAAAgCEEMgAAAAAwhEAGAAAAAIYQyAAAAADAEAIZAAAAABhCIAMAAAAAQwhkAAAAAGCI0UC2bt06PfbYYwoODpbD4dDChQtdtluWpREjRqh8+fLy8fFRRESE9u/f71Jz8uRJRUVFyc/PTwEBAYqOjlZaWppLzY4dO9S0aVN5e3srJCREY8aMydHL/PnzVbNmTXl7eys0NFRLly7N8+MFAAAAgMsZDWRnz55V3bp1NXny5KtuHzNmjCZOnKipU6dq8+bNKlGihCIjI3X+/Hm7JioqSrt371Z8fLwWL16sdevWqWfPnvb21NRUtWrVSpUqVVJCQoLeffddjRw5Uh999JFds3HjRj399NOKjo7Wtm3b1L59e7Vv3167du3Kv4MHAAAAUOQ5LMuyTDchSQ6HQwsWLFD79u0lXbo6FhwcrMGDB2vIkCGSpJSUFAUFBSkuLk6dO3fW3r17Vbt2bX3zzTdq0KCBJGn58uVq06aNfvnlFwUHB2vKlCl69dVXlZSUJE9PT0nSyy+/rIULF+r777+XJHXq1Elnz57V4sWL7X4efPBB1atXT1OnTr2p/lNTU+Xv76+UlBT5+fnl1duSK99++63CwsLk7DZeXs5qeT5/etIBJU0fqISEBNWvXz/P5wcAAADuZLeSDQrsPWQHDx5UUlKSIiIi7DF/f381bNhQmzZtkiRt2rRJAQEBdhiTpIiICLm5uWnz5s12TbNmzewwJkmRkZFKTEzUqVOn7JrL95Ndk72fq0lPT1dqaqrLAwAAAABuRYENZElJSZKkoKAgl/GgoCB7W1JSkgIDA122e3h4qHTp0i41V5vj8n1cqyZ7+9XExMTI39/ffoSEhNzqIQIAAAAo4gpsICvohg8frpSUFPtx+PBh0y0BAAAAuMMU2EDmdDolScnJyS7jycnJ9jan06njx4+7bL948aJOnjzpUnO1OS7fx7VqsrdfjZeXl/z8/FweAAAAAHArCmwgq1KlipxOp1auXGmPpaamavPmzQoPD5ckhYeH6/Tp00pISLBrVq1apaysLDVs2NCuWbdunTIyMuya+Ph41ahRQ6VKlbJrLt9Pdk32fgAAAAAgPxgNZGlpadq+fbu2b98u6dJCHtu3b9ehQ4fkcDg0cOBAvf3221q0aJF27typrl27Kjg42F6JsVatWmrdurVeeOEFbdmyRRs2bFDfvn3VuXNnBQcHS5KeeeYZeXp6Kjo6Wrt379bcuXM1YcIEDRo0yO5jwIABWr58ucaOHavvv/9eI0eO1NatW9W3b98/+i0BAAAAUIR4mNz51q1b1aJFC/t5dkjq1q2b4uLiNGzYMJ09e1Y9e/bU6dOn1aRJEy1fvlze3t72a2bOnKm+ffuqZcuWcnNzU8eOHTVx4kR7u7+/v1asWKE+ffooLCxMZcuW1YgRI1x+q6xRo0aaNWuWXnvtNb3yyiuqXr26Fi5cqDp16vwB7wIAAACAoqrA/A7ZnY7fIQMAAAAgFZLfIQMAAACAwo5ABgAAAACGEMgAAAAAwBACGQAAAAAYQiADAAAAAEMIZAAAAABgCIEMAAAAAAwhkAEAAACAIQQyAAAAADCEQAYAAAAAhhDIAAAAAMAQAhkAAAAAGEIgAwAAAABDCGQAAAAAYAiBDAAAAAAMIZABAAAAgCEEMgAAAAAwhEAGAAAAAIYQyAAAAADAEAIZAAAAABhCIAMAAAAAQwhkAAAAAGAIgQwAAAAADCGQAQAAAIAhBDIAAAAAMIRABgAAAACGEMgAAAAAwBACGQAAAAAYQiADAAAAAEMIZAAAAABgCIEMAAAAAAwhkAEAAACAIQQyAAAAADCEQAYAAAAAhhDIAAAAAMAQAhkAAAAAGEIgAwAAAABDCGQAAAAAYAiBDAAAAAAMIZABAAAAgCEEMgAAAAAwhEAGAAAAAIYQyAAAAADAEAIZAAAAABhCIAMAAAAAQwhkAAAAAGAIgQwAAAAADCGQAQAAAIAhBDIAAAAAMIRABgAAAACGEMgAAAAAwBACGQAAAAAYQiADAAAAAEMIZAAAAABgCIEMAAAAAAwhkAEAAACAIQQyAAAAADCEQAYAAAAAhhDIAAAAAMAQAhkAAAAAGEIgAwAAAABDCGQAAAAAYAiBDAAAAAAMIZABAAAAgCEEMgAAAAAwhEAGAAAAAIYQyAAAAADAEAIZAAAAABhCIAMAAAAAQwhkAAAAAGBIgQ5kmZmZev3111WlShX5+PioatWqGjVqlCzLsmssy9KIESNUvnx5+fj4KCIiQvv373eZ5+TJk4qKipKfn58CAgIUHR2ttLQ0l5odO3aoadOm8vb2VkhIiMaMGfOHHCMAAACAoqtAB7J33nlHU6ZM0QcffKC9e/fqnXfe0ZgxYzRp0iS7ZsyYMZo4caKmTp2qzZs3q0SJEoqMjNT58+ftmqioKO3evVvx8fFavHix1q1bp549e9rbU1NT1apVK1WqVEkJCQl69913NXLkSH300Ud/6PECAAAAKFo8TDdwPRs3blS7du3Utm1bSVLlypU1e/ZsbdmyRdKlq2Pjx4/Xa6+9pnbt2kmSZsyYoaCgIC1cuFCdO3fW3r17tXz5cn3zzTdq0KCBJGnSpElq06aN3nvvPQUHB2vmzJm6cOGCPv30U3l6euree+/V9u3bNW7cOJfgBgAAAAB5qUBfIWvUqJFWrlypffv2SZK+++47ffXVV3rkkUckSQcPHlRSUpIiIiLs1/j7+6thw4batGmTJGnTpk0KCAiww5gkRUREyM3NTZs3b7ZrmjVrJk9PT7smMjJSiYmJOnXq1FV7S09PV2pqqssDAAAAAG5Fgb5C9vLLLys1NVU1a9aUu7u7MjMz9fe//11RUVGSpKSkJElSUFCQy+uCgoLsbUlJSQoMDHTZ7uHhodKlS7vUVKlSJccc2dtKlSqVo7eYmBi9+eabeXCUAAAAAIqqAn2FbN68eZo5c6ZmzZqlb7/9VtOnT9d7772n6dOnm25Nw4cPV0pKiv04fPiw6ZYAAAAA3GEK9BWyoUOH6uWXX1bnzp0lSaGhofr5558VExOjbt26yel0SpKSk5NVvnx5+3XJycmqV6+eJMnpdOr48eMu8168eFEnT560X+90OpWcnOxSk/08u+ZKXl5e8vLyuv2DBAAAAFBkFegrZL///rvc3FxbdHd3V1ZWliSpSpUqcjqdWrlypb09NTVVmzdvVnh4uCQpPDxcp0+fVkJCgl2zatUqZWVlqWHDhnbNunXrlJGRYdfEx8erRo0aV/26IgAAAADkhQIdyB577DH9/e9/15IlS/TTTz9pwYIFGjdunJ544glJksPh0MCBA/X2229r0aJF2rlzp7p27arg4GC1b99eklSrVi21bt1aL7zwgrZs2aINGzaob9++6ty5s4KDgyVJzzzzjDw9PRUdHa3du3dr7ty5mjBhggYNGmTq0AEAAAAUAQX6K4uTJk3S66+/rr/97W86fvy4goOD1atXL40YMcKuGTZsmM6ePauePXvq9OnTatKkiZYvXy5vb2+7ZubMmerbt69atmwpNzc3dezYURMnTrS3+/v7a8WKFerTp4/CwsJUtmxZjRgxgiXvAQAAAOQrh2VZlukmCoPU1FT5+/srJSVFfn5+Rnv59ttvFRYWJme38fJyVsvz+dOTDihp+kAlJCSofv36eT4/AAAAcCe7lWxQoL+yCAAAAACFGYEMAAAAAAwhkAEAAACAIQQyAAAAADCEQAYAAAAAhhDIAAAAAMAQAhkAAAAAGEIgAwAAAABDCGQAAAAAYAiBDAAAAAAMIZABAAAAgCEEMgAAAAAwhEAGAAAAAIYQyAAAAADAEAIZAAAAABhCIAMAAAAAQwhkAAAAAGAIgQwAAAAADCGQAQAAAIAhBDIAAAAAMIRABgAAAACGEMgAAAAAwBACGQAAAAAYQiADAAAAAEMIZAAAAABgCIEMAAAAAAwhkAEAAACAIQQyAAAAADCEQAYAAAAAhhDIAAAAAMAQAhkAAAAAGEIgAwAAAABDCGQAAAAAYAiBDAAAAAAMIZABAAAAgCEEMgAAAAAwhEAGAAAAAIYQyAAAAADAEAIZAAAAABhCIAMAAAAAQwhkAAAAAGAIgQwAAAAADCGQAQAAAIAhBDIAAAAAMIRABgAAAACGEMgAAAAAwBACGQAAAAAYQiADAAAAAEMIZAAAAABgCIEMAAAAAAwhkAEAAACAIbkKZD/++GNe9wEAAAAARU6uAlm1atXUokULffbZZzp//nxe9wQAAAAARUKuAtm3336r++67T4MGDZLT6VSvXr20ZcuWvO4NAAAAAAq1XAWyevXqacKECTp69Kg+/fRTHTt2TE2aNFGdOnU0btw4/frrr3ndJwAAAAAUOre1qIeHh4c6dOig+fPn65133tGBAwc0ZMgQhYSEqGvXrjp27Fhe9QkAAAAAhc5tBbKtW7fqb3/7m8qXL69x48ZpyJAh+uGHHxQfH6+jR4+qXbt2edUnAAAAABQ6Hrl50bhx4xQbG6vExES1adNGM2bMUJs2beTmdinfValSRXFxcapcuXJe9goAAAAAhUquAtmUKVP03HPPqXv37ipfvvxVawIDA/XJJ5/cVnMAAAAAUJjlKpDt37//hjWenp7q1q1bbqYHAAAAgCIhV/eQxcbGav78+TnG58+fr+nTp992UwAAAABQFOQqkMXExKhs2bI5xgMDA/WPf/zjtpsCAAAAgKIgV4Hs0KFDqlKlSo7xSpUq6dChQ7fdFAAAAAAUBbkKZIGBgdqxY0eO8e+++05lypS57aYAAAAAoCjIVSB7+umn1b9/f61evVqZmZnKzMzUqlWrNGDAAHXu3DmvewQAAACAQilXqyyOGjVKP/30k1q2bCkPj0tTZGVlqWvXrtxDBgAAAAA3KVeBzNPTU3PnztWoUaP03XffycfHR6GhoapUqVJe9wcAAAAAhVauAlm2e+65R/fcc09e9QIAAAAARUquAllmZqbi4uK0cuVKHT9+XFlZWS7bV61alSfNAQAAAEBhlqtFPQYMGKABAwYoMzNTderUUd26dV0eeenIkSPq0qWLypQpY381cuvWrfZ2y7I0YsQIlS9fXj4+PoqIiND+/ftd5jh58qSioqLk5+engIAARUdHKy0tzaVmx44datq0qby9vRUSEqIxY8bk6XEAAAAAwJVydYVszpw5mjdvntq0aZPX/bg4deqUGjdurBYtWmjZsmUqV66c9u/fr1KlStk1Y8aM0cSJEzV9+nRVqVJFr7/+uiIjI7Vnzx55e3tLkqKionTs2DHFx8crIyNDPXr0UM+ePTVr1ixJUmpqqlq1aqWIiAhNnTpVO3fu1HPPPaeAgAD17NkzX48RAAAAQNGV60U9qlWrlte95PDOO+8oJCREsbGx9tjlP0htWZbGjx+v1157Te3atZMkzZgxQ0FBQVq4cKE6d+6svXv3avny5frmm2/UoEEDSdKkSZPUpk0bvffeewoODtbMmTN14cIFffrpp/L09NS9996r7du3a9y4cQQyAAAAAPkmV19ZHDx4sCZMmCDLsvK6HxeLFi1SgwYN9OSTTyowMFB/+tOf9PHHH9vbDx48qKSkJEVERNhj/v7+atiwoTZt2iRJ2rRpkwICAuwwJkkRERFyc3PT5s2b7ZpmzZrJ09PTromMjFRiYqJOnTp11d7S09OVmprq8gAAAACAW5GrK2RfffWVVq9erWXLlunee+9VsWLFXLZ//vnnedLcjz/+qClTpmjQoEF65ZVX9M0336h///7y9PRUt27dlJSUJEkKCgpyeV1QUJC9LSkpSYGBgS7bPTw8VLp0aZeay6+8XT5nUlKSy1cks8XExOjNN9/Mk+MEAAAAUDTlKpAFBAToiSeeyOtecsjKylKDBg3sH5v+05/+pF27dmnq1Knq1q1bvu//eoYPH65BgwbZz1NTUxUSEmKwIwAAAAB3mlwFssvv6cpP5cuXV+3atV3GatWqpf/85z+SJKfTKUlKTk5W+fLl7Zrk5GTVq1fPrjl+/LjLHBcvXtTJkyft1zudTiUnJ7vUZD/PrrmSl5eXvLy8cnlkAAAAAJDLe8ikS6Hmyy+/1IcffqgzZ85Iko4ePZpjOfnb0bhxYyUmJrqM7du3T5UqVZJ0aYEPp9OplStX2ttTU1O1efNmhYeHS5LCw8N1+vRpJSQk2DWrVq1SVlaWGjZsaNesW7dOGRkZdk18fLxq1Khx1a8rAgAAAEBeyFUg+/nnnxUaGqp27dqpT58++vXXXyVdWhVxyJAhedbciy++qK+//lr/+Mc/dODAAc2aNUsfffSR+vTpI0lyOBwaOHCg3n77bS1atEg7d+5U165dFRwcrPbt20u6dEWtdevWeuGFF7RlyxZt2LBBffv2VefOnRUcHCxJeuaZZ+Tp6ano6Gjt3r1bc+fO1YQJE1y+kggAAAAAeS3XPwzdoEEDnTp1Sj4+Pvb4E0884XK16nbdf//9WrBggWbPnq06depo1KhRGj9+vKKiouyaYcOGqV+/furZs6fuv/9+paWlafny5fZvkEnSzJkzVbNmTbVs2VJt2rRRkyZN9NFHH9nb/f39tWLFCh08eFBhYWEaPHiwRowYwZL3AAAAAPJVru4hW79+vTZu3OiyTLwkVa5cWUeOHMmTxrI9+uijevTRR6+53eFw6K233tJbb711zZrSpUvbPwJ9Lffdd5/Wr1+f6z4BAAAA4Fbl6gpZVlaWMjMzc4z/8ssvKlmy5G03BQAAAABFQa4CWatWrTR+/Hj7ucPhUFpamt544w21adMmr3oDAAAAgEItV19ZHDt2rCIjI1W7dm2dP39ezzzzjPbv36+yZctq9uzZed0jAAAAABRKuQpkFSpU0Hfffac5c+Zox44dSktLU3R0tKKiolwW+QAAAAAAXFuuApkkeXh4qEuXLnnZCwAAAAAUKbkKZDNmzLju9q5du+aqGQAAAAAoSnIVyAYMGODyPCMjQ7///rs8PT1VvHhxAhkAAAAA3IRcrbJ46tQpl0daWpoSExPVpEkTFvUAAAAAgJuUq0B2NdWrV9fo0aNzXD0DAAAAAFxdngUy6dJCH0ePHs3LKQEAAACg0MrVPWSLFi1yeW5Zlo4dO6YPPvhAjRs3zpPGAAAAAKCwy1Uga9++vctzh8OhcuXK6eGHH9bYsWPzoi8AAAAAKPRyFciysrLyug8AAAAAKHLy9B4yAAAAAMDNy9UVskGDBt107bhx43KzCwAAAAAo9HIVyLZt26Zt27YpIyNDNWrUkCTt27dP7u7uql+/vl3ncDjypksAAAAAKIRyFcgee+wxlSxZUtOnT1epUqUkXfqx6B49eqhp06YaPHhwnjYJAAAAAIVRru4hGzt2rGJiYuwwJkmlSpXS22+/zSqLAAAAAHCTchXIUlNT9euvv+YY//XXX3XmzJnbbgoAAAAAioJcBbInnnhCPXr00Oeff65ffvlFv/zyi/7zn/8oOjpaHTp0yOseAQAAAKBQytU9ZFOnTtWQIUP0zDPPKCMj49JEHh6Kjo7Wu+++m6cNAgAAAEBhlatAVrx4cf3zn//Uu+++qx9++EGSVLVqVZUoUSJPmwMAAACAwuy2fhj62LFjOnbsmKpXr64SJUrIsqy86gsAAAAACr1cBbLffvtNLVu21D333KM2bdro2LFjkqTo6GiWvAcAAACAm5SrQPbiiy+qWLFiOnTokIoXL26Pd+rUScuXL8+z5gAAAACgMMvVPWQrVqzQF198oQoVKriMV69eXT///HOeNAYAAAAAhV2urpCdPXvW5cpYtpMnT8rLy+u2mwIAAACAoiBXgaxp06aaMWOG/dzhcCgrK0tjxoxRixYt8qw5AAAAACjMcvWVxTFjxqhly5baunWrLly4oGHDhmn37t06efKkNmzYkNc9AgAAAEChlKsrZHXq1NG+ffvUpEkTtWvXTmfPnlWHDh20bds2Va1aNa97BAAAAIBC6ZavkGVkZKh169aaOnWqXn311fzoCQAAAACKhFu+QlasWDHt2LEjP3oBAAAAgCIlV19Z7NKliz755JO87gUAAAAAipRcLepx8eJFffrpp/ryyy8VFhamEiVKuGwfN25cnjQHAAAAAIXZLQWyH3/8UZUrV9auXbtUv359SdK+fftcahwOR951BwAAAACF2C0FsurVq+vYsWNavXq1JKlTp06aOHGigoKC8qU5AAAAACjMbukeMsuyXJ4vW7ZMZ8+ezdOGAAAAAKCoyNWiHtmuDGgAAAAAgJt3S4HM4XDkuEeMe8YAAAAAIHdu6R4yy7LUvXt3eXl5SZLOnz+v3r1751hl8fPPP8+7DgEAAACgkLqlQNatWzeX5126dMnTZgAAAACgKLmlQBYbG5tffQAAAABAkXNbi3oAAAAAAHKPQAYAAAAAhhDIAAAAAMAQAhkAAAAAGEIgAwAAAABDCGQAAAAAYAiBDAAAAAAMIZABAAAAgCEEMgAAAAAwhEAGAAAAAIYQyAAAAADAEAIZAAAAABhCIAMAAAAAQwhkAAAAAGAIgQwAAAAADCGQAQAAAIAhBDIAAAAAMIRABgAAAACGEMgAAAAAwBACGQAAAAAYQiADAAAAAEMIZAAAAABgCIEMAAAAAAwhkAEAAACAIQQyAAAAADCEQAYAAAAAhhDIAAAAAMAQAhkAAAAAGHJHBbLRo0fL4XBo4MCB9tj58+fVp08flSlTRr6+vurYsaOSk5NdXnfo0CG1bdtWxYsXV2BgoIYOHaqLFy+61KxZs0b169eXl5eXqlWrpri4uD/giAAAAAAUZXdMIPvmm2/04Ycf6r777nMZf/HFF/W///1P8+fP19q1a3X06FF16NDB3p6Zmam2bdvqwoUL2rhxo6ZPn664uDiNGDHCrjl48KDatm2rFi1aaPv27Ro4cKCef/55ffHFF3/Y8QEAAAAoeu6IQJaWlqaoqCh9/PHHKlWqlD2ekpKiTz75ROPGjdPDDz+ssLAwxcbGauPGjfr6668lSStWrNCePXv02WefqV69enrkkUc0atQoTZ48WRcuXJAkTZ06VVWqVNHYsWNVq1Yt9e3bV3/5y1/0/vvvGzleAAAAAEXDHRHI+vTpo7Zt2yoiIsJlPCEhQRkZGS7jNWvWVMWKFbVp0yZJ0qZNmxQaGqqgoCC7JjIyUqmpqdq9e7ddc+XckZGR9hxXk56ertTUVJcHAAAAANwKD9MN3MicOXP07bff6ptvvsmxLSkpSZ6engoICHAZDwoKUlJSkl1zeRjL3p697Xo1qampOnfunHx8fHLsOyYmRm+++WaujwsAAAAACvQVssOHD2vAgAGaOXOmvL29TbfjYvjw4UpJSbEfhw8fNt0SAAAAgDtMgQ5kCQkJOn78uOrXry8PDw95eHho7dq1mjhxojw8PBQUFKQLFy7o9OnTLq9LTk6W0+mUJDmdzhyrLmY/v1GNn5/fVa+OSZKXl5f8/PxcHgAAAABwKwp0IGvZsqV27typ7du3248GDRooKirK/udixYpp5cqV9msSExN16NAhhYeHS5LCw8O1c+dOHT9+3K6Jj4+Xn5+fateubddcPkd2TfYcAAAAAJAfCvQ9ZCVLllSdOnVcxkqUKKEyZcrY49HR0Ro0aJBKly4tPz8/9evXT+Hh4XrwwQclSa1atVLt2rX17LPPasyYMUpKStJrr72mPn36yMvLS5LUu3dvffDBBxo2bJiee+45rVq1SvPmzdOSJUv+2AMGAAAAUKQU6EB2M95//325ubmpY8eOSk9PV2RkpP75z3/a293d3bV48WL99a9/VXh4uEqUKKFu3brprbfesmuqVKmiJUuW6MUXX9SECRNUoUIFTZs2TZGRkSYOCQAAAEARcccFsjVr1rg89/b21uTJkzV58uRrvqZSpUpaunTpdedt3ry5tm3blhctAgAAAMBNKdD3kAEAAABAYUYgAwAAAABDCGQAAAAAYAiBDAAAAAAMIZABAAAAgCEEMgAAAAAwhEAGAAAAAIYQyAAAAADAEAIZAAAAABhCIAMAAAAAQwhkAAAAAGAIgQwAAAAADCGQAQAAAIAhBDIAAAAAMIRABgAAAACGEMgAAAAAwBACGQAAAAAYQiADAAAAAEMIZAAAAABgiIfpBnDn2rt3b77MW7ZsWVWsWDFf5gYAAAAKEgIZbllm2inJ4VCXLl3yZX5vn+JK/H4voQwAAACFHoEMtywrPU2yLJV5dLCKlQnJ07kzfjus3xaP1YkTJwhkAAAAKPQIZMi1YmVC5OWsZroNAAAA4I7Foh4AAAAAYAiBDAAAAAAMIZABAAAAgCEEMgAAAAAwhEAGAAAAAIYQyAAAAADAEAIZAAAAABhCIAMAAAAAQwhkAAAAAGAIgQwAAAAADCGQAQAAAIAhBDIAAAAAMIRABgAAAACGEMgAAAAAwBACGQAAAAAYQiADAAAAAEMIZAAAAABgCIEMAAAAAAwhkAEAAACAIQQyAAAAADCEQAYAAAAAhhDIAAAAAMAQAhkAAAAAGEIgAwAAAABDCGQAAAAAYAiBDAAAAAAMIZABAAAAgCEEMgAAAAAwhEAGAAAAAIYQyAAAAADAEAIZAAAAABhCIAMAAAAAQwhkAAAAAGAIgQwAAAAADCGQAQAAAIAhBDIAAAAAMIRABgAAAACGEMgAAAAAwBACGQAAAAAYQiADAAAAAEMIZAAAAABgCIEMAAAAAAwhkAEAAACAIQQyAAAAADCEQAYAAAAAhhDIAAAAAMCQAh3IYmJidP/996tkyZIKDAxU+/btlZiY6FJz/vx59enTR2XKlJGvr686duyo5ORkl5pDhw6pbdu2Kl68uAIDAzV06FBdvHjRpWbNmjWqX7++vLy8VK1aNcXFxeX34QEAAAAo4gp0IFu7dq369Omjr7/+WvHx8crIyFCrVq109uxZu+bFF1/U//73P82fP19r167V0aNH1aFDB3t7Zmam2rZtqwsXLmjjxo2aPn264uLiNGLECLvm4MGDatu2rVq0aKHt27dr4MCBev755/XFF1/8occLAAAAoGjxMN3A9SxfvtzleVxcnAIDA5WQkKBmzZopJSVFn3zyiWbNmqWHH35YkhQbG6tatWrp66+/1oMPPqgVK1Zoz549+vLLLxUUFKR69epp1KhReumllzRy5Eh5enpq6tSpqlKlisaOHStJqlWrlr766iu9//77ioyM/MOPGwAAAEDRUKCvkF0pJSVFklS6dGlJUkJCgjIyMhQREWHX1KxZUxUrVtSmTZskSZs2bVJoaKiCgoLsmsjISKWmpmr37t12zeVzZNdkz3E16enpSk1NdXkAAAAAwK24YwJZVlaWBg4cqMaNG6tOnTqSpKSkJHl6eiogIMClNigoSElJSXbN5WEse3v2tuvVpKam6ty5c1ftJyYmRv7+/vYjJCTkto8RAAAAQNFyxwSyPn36aNeuXZozZ47pViRJw4cPV0pKiv04fPiw6ZYAAAAA3GEK9D1k2fr27avFixdr3bp1qlChgj3udDp14cIFnT592uUqWXJyspxOp12zZcsWl/myV2G8vObKlRmTk5Pl5+cnHx+fq/bk5eUlLy+v2z42AAAAAEVXgb5CZlmW+vbtqwULFmjVqlWqUqWKy/awsDAVK1ZMK1eutMcSExN16NAhhYeHS5LCw8O1c+dOHT9+3K6Jj4+Xn5+fateubddcPkd2TfYcAAAAAJAfCvQVsj59+mjWrFn673//q5IlS9r3fPn7+8vHx0f+/v6Kjo7WoEGDVLp0afn5+alfv34KDw/Xgw8+KElq1aqVateurWeffVZjxoxRUlKSXnvtNfXp08e+wtW7d2998MEHGjZsmJ577jmtWrVK8+bN05IlS4wdOwAAAIDCr0BfIZsyZYpSUlLUvHlzlS9f3n7MnTvXrnn//ff16KOPqmPHjmrWrJmcTqc+//xze7u7u7sWL14sd3d3hYeHq0uXLurataveeustu6ZKlSpasmSJ4uPjVbduXY0dO1bTpk1jyXsAAAAA+apAXyGzLOuGNd7e3po8ebImT558zZpKlSpp6dKl152nefPm2rZt2y33CAAAAAC5VaCvkAEAAABAYUYgAwAAAABDCGQAAAAAYAiBDAAAAAAMIZABAAAAgCEEMgAAAAAwhEAGAAAAAIYQyAAAAADAEAIZAAAAABhCIAMAAAAAQwhkAAAAAGAIgQwAAAAADCGQAQAAAIAhBDIAAAAAMIRABgAAAACGEMgAAAAAwBACGQAAAAAYQiADAAAAAEMIZAAAAABgCIEMAAAAAAwhkAEAAACAIQQyAAAAADCEQAYAAAAAhhDIAAAAAMAQAhkAAAAAGEIgAwAAAABDCGQAAAAAYAiBDAAAAAAMIZABAAAAgCEEMgAAAAAwxMN0A8DV7N27N9/mLlu2rCpWrJhv8wMAAAA3i0CGAiUz7ZTkcKhLly75tg9vn+JK/H4voQwAAADGEchQoGSlp0mWpTKPDlaxMiF5Pn/Gb4f12+KxOnHiBIEMAAAAxhHIUCAVKxMiL2c1020AAAAA+YpFPQAAAADAEAIZAAAAABhCIAMAAAAAQwhkAAAAAGAIgQwAAAAADCGQAQAAAIAhBDIAAAAAMIRABgAAAACGEMgAAAAAwBACGQAAAAAYQiADAAAAAEMIZAAAAABgCIEMAAAAAAwhkAEAAACAIQQyAAAAADCEQAYAAAAAhhDIAAAAAMAQAhkAAAAAGEIgAwAAAABDCGQAAAAAYIiH6QYAE/bu3Zsv85YtW1YVK1bMl7kBAABQ+BDIUKRkpp2SHA516dIlX+b39imuxO/3EsoAAABwUwhkKFKy0tMky1KZRwerWJmQPJ0747fD+m3xWJ04cYJABgAAgJtCIEORVKxMiLyc1Uy3AQAAgCKORT0AAAAAwBACGQAAAAAYQiADAAAAAEMIZAAAAABgCIEMAAAAAAxhlUUgj+XXj05L/PA0AABAYUMgA/JIfv/otMQPTwMAABQ2BDIgj+Tnj05L/PA0AABAYUQgA/IYPzoNAACAm8WiHgAAAABgCFfIgDtMfi0awoIhAAAAfzwCGXCHyO9FQ7y8vPWf//xb5cuXz5f5CXwAAAA5EciuMHnyZL377rtKSkpS3bp1NWnSJD3wwAOm2wLyddGQ87/s1ulV0/Too4/m6byXY4VIAACAnAhkl5k7d64GDRqkqVOnqmHDhho/frwiIyOVmJiowMBA0+0BkvJn0ZCM3w7/IStErl+/XrVq1crz+dPT0+Xl5ZXn82bj6h4AAMgvBLLLjBs3Ti+88IJ69OghSZo6daqWLFmiTz/9VC+//LLh7oD8l18rROb7b7Q53CQrK3/mVv5+nTO/w2R+zk9QBQDg9hHI/s+FCxeUkJCg4cOH22Nubm6KiIjQpk2bctSnp6crPT3dfp6SkiJJSk1Nzf9mbyAtLU2SlJ50QFkXzuf5/Bm/Hc63+fNz7vyen96vLf3oXsmy5Hd/B7n7l8vTuS8c3aeze1bny9ySlPHrT0r77ot8/DqnQ5KVT3Pn7/yeXt767F8zFBQUlC/zu7m5KSsrf4J2fs6d3/PTu5n56d3M/PT+x8+d3/Pnd+9Op1NOpzPf5r9Z2ZnAsm7838EO62aqioCjR4/qrrvu0saNGxUeHm6PDxs2TGvXrtXmzZtd6keOHKk333zzj24TAAAAwB3i8OHDqlChwnVruEKWS8OHD9egQYPs51lZWTp58qTKlCkjh8NhrK/U1FSFhITo8OHD8vPzM9YHCi7OEdwI5whuBucJboRzBDdSmM8Ry7J05swZBQcH37CWQPZ/ypYtK3d3dyUnJ7uMJycnX/Wyp5eXV477MgICAvKzxVvi5+dX6E5s5C3OEdwI5whuBucJboRzBDdSWM8Rf3//m6pzy+c+7hienp4KCwvTypUr7bGsrCytXLnS5SuMAAAAAJBXuEJ2mUGDBqlbt25q0KCBHnjgAY0fP15nz561V10EAAAAgLxEILtMp06d9Ouvv2rEiBFKSkpSvXr1tHz58nxbQSw/eHl56Y033sjXZbRxZ+McwY1wjuBmcJ7gRjhHcCOcI5ewyiIAAAAAGMI9ZAAAAABgCIEMAAAAAAwhkAEAAACAIQQyAAAAADCEQFbITJ48WZUrV5a3t7caNmyoLVu2mG4JeWDdunV67LHHFBwcLIfDoYULF7pstyxLI0aMUPny5eXj46OIiAjt37/fpebkyZOKioqSn5+fAgICFB0drbS0NJeaHTt2qGnTpvL29lZISIjGjBmTo5f58+erZs2a8vb2VmhoqJYuXZrnx4tbFxMTo/vvv18lS5ZUYGCg2rdvr8TERJea8+fPq0+fPipTpox8fX3VsWNHJScnu9QcOnRIbdu2VfHixRUYGKihQ4fq4sWLLjVr1qxR/fr15eXlpWrVqikuLi5HP/wtKnimTJmi++67z/4B1vDwcC1btszezvmBy40ePVoOh0MDBw60xzhHMHLkSDkcDpdHzZo17e2cI7lkodCYM2eO5enpaX366afW7t27rRdeeMEKCAiwkpOTTbeG27R06VLr1VdftT7//HNLkrVgwQKX7aNHj7b8/f2thQsXWt999531+OOPW1WqVLHOnTtn17Ru3dqqW7eu9fXXX1vr16+3qlWrZj399NP29pSUFCsoKMiKioqydu3aZc2ePdvy8fGxPvzwQ7tmw4YNlru7uzVmzBhrz5491muvvWYVK1bM2rlzZ76/B7i+yMhIKzY21tq1a5e1fft2q02bNlbFihWttLQ0u6Z3795WSEiItXLlSmvr1q3Wgw8+aDVq1MjefvHiRatOnTpWRESEtW3bNmvp0qVW2bJlreHDh9s1P/74o1W8eHFr0KBB1p49e6xJkyZZ7u7u1vLly+0a/hYVTIsWLbKWLFli7du3z0pMTLReeeUVq1ixYtauXbssy+L8wP+3ZcsWq3LlytZ9991nDRgwwB7nHMEbb7xh3XvvvdaxY8fsx6+//mpv5xzJHQJZIfLAAw9Yffr0sZ9nZmZawcHBVkxMjMGukNeuDGRZWVmW0+m03n33XXvs9OnTlpeXlzV79mzLsixrz549liTrm2++sWuWLVtmORwO68iRI5ZlWdY///lPq1SpUlZ6erpd89JLL1k1atSwnz/11FNW27ZtXfpp2LCh1atXrzw9Rty+48ePW5KstWvXWpZ16ZwoVqyYNX/+fLtm7969liRr06ZNlmVdCv5ubm5WUlKSXTNlyhTLz8/PPi+GDRtm3XvvvS776tSpkxUZGWk/52/RnaNUqVLWtGnTOD9gO3PmjFW9enUrPj7eeuihh+xAxjkCy7oUyOrWrXvVbZwjucdXFguJCxcuKCEhQREREfaYm5ubIiIitGnTJoOdIb8dPHhQSUlJLp+9v7+/GjZsaH/2mzZtUkBAgBo0aGDXREREyM3NTZs3b7ZrmjVrJk9PT7smMjJSiYmJOnXqlF1z+X6yazjHCp6UlBRJUunSpSVJCQkJysjIcPn8atasqYoVK7qcJ6GhoQoKCrJrIiMjlZqaqt27d9s11zsH+Ft0Z8jMzNScOXN09uxZhYeHc37A1qdPH7Vt2zbH58g5gmz79+9XcHCw7r77bkVFRenQoUOSOEduB4GskDhx4oQyMzNdTnBJCgoKUlJSkqGu8EfI/nyv99knJSUpMDDQZbuHh4dKly7tUnO1OS7fx7VqOMcKlqysLA0cOFCNGzdWnTp1JF367Dw9PRUQEOBSe+V5kttzIDU1VefOneNvUQG3c+dO+fr6ysvLS71799aCBQtUu3Ztzg9IkubMmaNvv/1WMTExObZxjkCSGjZsqLi4OC1fvlxTpkzRwYMH1bRpU505c4Zz5DZ4mG4AAJC3+vTpo127dumrr74y3QoKmBo1amj79u1KSUnRv//9b3Xr1k1r16413RYKgMOHD2vAgAGKj4+Xt7e36XZQQD3yyCP2P993331q2LChKlWqpHnz5snHx8dgZ3c2rpAVEmXLlpW7u3uOlWySk5PldDoNdYU/Qvbne73P3ul06vjx4y7bL168qJMnT7rUXG2Oy/dxrRrOsYKjb9++Wrx4sVavXq0KFSrY406nUxcuXNDp06dd6q88T3J7Dvj5+cnHx4e/RQWcp6enqlWrprCwMMXExKhu3bqaMGEC5weUkJCg48ePq379+vLw8JCHh4fWrl2riRMnysPDQ0FBQZwjyCEgIED33HOPDhw4wN+R20AgKyQ8PT0VFhamlStX2mNZWVlauXKlwsPDDXaG/FalShU5nU6Xzz41NVWbN2+2P/vw8HCdPn1aCQkJds2qVauUlZWlhg0b2jXr1q1TRkaGXRMfH68aNWqoVKlSds3l+8mu4Rwzz7Is9e3bVwsWLNCqVatUpUoVl+1hYWEqVqyYy+eXmJioQ4cOuZwnO3fudAnv8fHx8vPzU+3ate2a650D/C26s2RlZSk9PZ3zA2rZsqV27typ7du3248GDRooKirK/mfOEVwpLS1NP/zwg8qXL8/fkdthelUR5J05c+ZYXl5eVlxcnLVnzx6rZ8+eVkBAgMtKNrgznTlzxtq2bZu1bds2S5I1btw4a9u2bdbPP/9sWdalZe8DAgKs//73v9aOHTusdu3aXXXZ+z/96U/W5s2bra+++sqqXr26y7L3p0+ftoKCgqxnn33W2rVrlzVnzhyrePHiOZa99/DwsN577z1r79691htvvMGy9wXEX//6V8vf399as2aNy3LEv//+u13Tu3dvq2LFitaqVausrVu3WuHh4VZ4eLi9PXs54latWlnbt2+3li9fbpUrV+6qyxEPHTrU2rt3rzV58uSrLkfM36KC5+WXX7bWrl1rHTx40NqxY4f18ssvWw6Hw1qxYoVlWZwfyOnyVRYti3MEljV48GBrzZo11sGDB60NGzZYERERVtmyZa3jx49blsU5klsEskJm0qRJVsWKFS1PT0/rgQcesL7++mvTLSEPrF692pKU49GtWzfLsi4tff/6669bQUFBlpeXl9WyZUsrMTHRZY7ffvvNevrppy1fX1/Lz8/P6tGjh3XmzBmXmu+++85q0qSJ5eXlZd11113W6NGjc/Qyb94865577rE8PT2te++911qyZEm+HTdu3tXOD0lWbGysXXPu3Dnrb3/7m1WqVCmrePHi1hNPPGEdO3bMZZ6ffvrJeuSRRywfHx+rbNmy1uDBg62MjAyXmtWrV1v16tWzPD09rbvvvttlH9n4W1TwPPfcc1alSpUsT09Pq1y5clbLli3tMGZZnB/I6cpAxjmCTp06WeXLl7c8PT2tu+66y+rUqZN14MABezvnSO44LMuyzFybAwAAAICijXvIAAAAAMAQAhkAAAAAGEIgAwAAAABDCGQAAAAAYAiBDAAAAAAMIZABAAAAgCEEMgAAAAAwhEAGAAAAAIYQyAAAyCPNmzfXwIEDTbcBALiDEMgAAJD02GOPqXXr1lfdtn79ejkcDu3YseMP7goAUNgRyAAAkBQdHa34+Hj98ssvObbFxsaqQYMGuu+++wx0BgAozAhkAABIevTRR1WuXDnFxcW5jKelpWn+/Plq3769nn76ad11110qXry4QkNDNXv27OvO6XA4tHDhQpexgIAAl30cPnxYTz31lAICAlS6dGm1a9dOP/30U94cFACgwCOQAQAgycPDQ127dlVcXJwsy7LH58+fr8zMTHXp0kVhYWFasmSJdu3apZ49e+rZZ5/Vli1bcr3PjIwMRUZGqmTJklq/fr02bNggX19ftW7dWhcuXMiLwwIAFHAEMgAA/s9zzz2nH374QWvXrrXHYmNj1bFjR1WqVElDhgxRvXr1dPfdd6tfv35q3bq15s2bl+v9zZ07V1lZWZo2bZpCQ0NVq1YtxcbG6tChQ1qzZk0eHBEAoKAjkAEA8H9q1qypRo0a6dNPP5UkHThwQOvXr1d0dLQyMzM1atQohYaGqnTp0vL19dUXX3yhQ4cO5Xp/3333nQ4cOKCSJUvK19dXvr6+Kl26tM6fP68ffvghrw4LAFCAeZhuAACAgiQ6Olr9+vXT5MmTFRsbq6pVq+qhhx7SO++8owkTJmj8+PEKDQ1ViRIlNHDgwOt+tdDhcLh8/VG69DXFbGlpaQoLC9PMmTNzvLZcuXJ5d1AAgAKLQAYAwGWeeuopDRgwQLNmzdKMGTP017/+VQ6HQxs2bFC7du3UpUsXSVJWVpb27dun2rVrX3OucuXK6dixY/bz/fv36/fff7ef169fX3PnzlVgYKD8/Pzy76AAAAUWX1kEAOAyvr6+6tSpk4YPH65jx46pe/fukqTq1asrPj5eGzdu1N69e9WrVy8lJydfd66HH35YH3zwgbZt26atW7eqd+/eKlasmL09KipKZcuWVbt27bR+/XodPHhQa9asUf/+/a+6/D4AoPAhkAEAcIXo6GidOnVKkZGRCg4OliS99tprql+/viIjI9W8eXM5nU61b9/+uvOMHTtWISEhatq0qZ555hkNGTJExYsXt7cXL15c69atU8WKFdWhQwfVqlVL0dHROn/+PFfMAKCIcFhXfrk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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot_tensor_histogram(final_weights, title=\"Histogram of final weights\")" + "import plotly.express as px\n", + "import pandas as pd\n", + "\n", + "df = pd.DataFrame({\n", + " \"initial_weights\": household_weights.numpy(),\n", + " \"final_weights\": final_weights.numpy()\n", + "})\n", + "\n", + "px.histogram(\n", + " df,\n", + " x=[\"initial_weights\", \"final_weights\"],\n", + ")" ] } ], @@ -225,7 +33779,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.19" + "version": "3.9.7" } }, "nbformat": 4, diff --git a/docs/testing_notebooks/us-notebook.ipynb b/docs/testing_notebooks/us-notebook.ipynb index e91ee48..80a768a 100644 --- a/docs/testing_notebooks/us-notebook.ipynb +++ b/docs/testing_notebooks/us-notebook.ipynb @@ -119318,141 +119318,6 @@ " x=[\"initial_weights\", \"final_weights\"],\n", ")" ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "def plot_tensor_histogram(tensor, bins=30, title='Tensor Histogram'):\n", - " # Flatten the tensor to 1D\n", - " flattened = tensor.flatten()\n", - " \n", - " # Convert to numpy array for matplotlib\n", - " data = flattened.numpy()\n", - " \n", - " # Create the histogram\n", - " plt.figure(figsize=(10, 6))\n", - " plt.hist(data, bins=bins, edgecolor='black')\n", - " \n", - " # Add labels and title\n", - " plt.xlabel('Value')\n", - " plt.ylabel('Frequency')\n", - " plt.title(title)\n", - " \n", - " # Show the plot\n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot_tensor_histogram(initial_weights, title=\"Histogram of initial weights\")" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot_tensor_histogram(final_weights, title=\"Histogram of final weights\")\n", - "\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [], - "source": [ - "sorted, indices = torch.sort(final_weights)" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "tensor([ 25258.0684, 25407.7344, 25413.9629, 25835.3301,\n", - " 26067.8496, 26888.0469, 27137.9082, 27917.3145,\n", - " 28323.6504, 28423.9316, 28951.0898, 29583.4551,\n", - " 30200.3848, 30603.7090, 31561.3262, 31861.4805,\n", - " 32141.3359, 33583.5625, 34153.9961, 34683.2422,\n", - " 34928.6406, 36163.5742, 36456.6641, 37280.3711,\n", - " 37366.0117, 39494.7227, 42328.6016, 43394.8398,\n", - " 43796.0039, 43924.5820, 49096.6992, 50212.1250,\n", - " 51391.9414, 52099.1406, 54202.6992, 54883.8477,\n", - " 55095.4492, 55689.6914, 58922.7773, 59358.6992,\n", - " 60858.7969, 62577.3086, 63391.8008, 67386.8438,\n", - " 73030.6250, 73332.3984, 73727.3359, 77644.5234,\n", - " 78709.8281, 83914.5234, 88579.1797, 94242.5078,\n", - " 95326.5859, 97571.5625, 101230.7578, 103747.4688,\n", - " 104924.2734, 105521.9453, 110786.8203, 123519.5156,\n", - " 128377.6484, 131048.1953, 132395.2031, 140527.2969,\n", - " 152162.4531, 154552.4688, 167617.9844, 169000.7969,\n", - " 169679.0781, 170856.3281, 175544.2500, 178004.0312,\n", - " 180994.3750, 182331.4844, 230223.4375, 231278.4062,\n", - " 239384.9062, 241633.1406, 242077.8438, 263057.3438,\n", - " 274633.6562, 277477.1875, 278587.1250, 282728.4688,\n", - " 305069.5000, 312444.0312, 335181.4688, 335619.6875,\n", - " 337922.1250, 346465.3125, 380430.6250, 396020.8438,\n", - " 400170.0312, 402668.7188, 406288.8750, 414688.0312,\n", - " 484151.3125, 498642.2500, 499640.9375, 501662.9688,\n", - " 534245.6250, 604220.3125, 644956.3125, 667930.6250,\n", - " 669721.6875, 684939.6875, 709751.7500, 723102.5000,\n", - " 747433.5625, 753333.1250, 791433.5000, 810354.8125,\n", - " 842069.3125, 908117.9375, 920880.5625, 941225.5625,\n", - " 958586.6875, 1005826.8750, 1058626.8750, 1168184.7500,\n", - " 1216808.0000, 1290553.1250, 1361551.0000, 1446564.3750,\n", - " 1600709.2500, 1629522.7500, 1728305.1250, 1859481.3750,\n", - " 1883754.1250, 1901839.3750, 1906750.0000, 1944843.2500,\n", - " 2006146.7500, 2018532.6250, 2117804.0000, 2410364.7500,\n", - " 2423336.7500, 2644414.0000, 2759825.5000, 3117828.2500,\n", - " 3380676.7500, 3450242.5000, 3488553.2500, 4476470.0000,\n", - " 4870682.5000, 5609501.0000, 5847907.5000, 12817348.0000])" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "sorted[59000:]" - ] } ], "metadata": { From 15ecc353ed536cc1555ca07bb873427ccedcc93b Mon Sep 17 00:00:00 2001 From: = Date: Mon, 29 Jul 2024 14:35:10 -0400 Subject: [PATCH 07/14] Added income tax evaluation to UK reweighting analysis --- docs/testing_notebooks/uk-notebook.ipynb | 67561 +++++++++++++++++++++ 1 file changed, 67561 insertions(+) diff --git a/docs/testing_notebooks/uk-notebook.ipynb b/docs/testing_notebooks/uk-notebook.ipynb index 1df3acc..62dcd4e 100644 --- a/docs/testing_notebooks/uk-notebook.ipynb +++ b/docs/testing_notebooks/uk-notebook.ipynb @@ -33761,6 +33761,67567 @@ " x=[\"initial_weights\", \"final_weights\"],\n", ")" ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['People aged 0 to 14',\n", + " 'People aged 15 to 29',\n", + " 'People aged 30 to 44',\n", + " 'People aged 45 to 59',\n", + " 'People aged 60 to 74',\n", + " 'People aged 75 to over',\n", + " 'People aged 0 to 14 and male in the East Midlands',\n", + " 'People aged 0 to 14 and male in the East of England',\n", + " 'People aged 0 to 14 and male in London',\n", + " 'People aged 0 to 14 and male in Northern 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'People aged 0 to 14 and female in the South West',\n", + " 'People aged 0 to 14 and female in Wales',\n", + " 'People aged 0 to 14 and female in the West Midlands',\n", + " 'People aged 0 to 14 and female in Yorkshire and the Humber',\n", + " 'People aged 0 to 14 and female',\n", + " 'People aged 15 to 29 and male in the East Midlands',\n", + " 'People aged 15 to 29 and male in the East of England',\n", + " 'People aged 15 to 29 and male in London',\n", + " 'People aged 15 to 29 and male in Northern Ireland',\n", + " 'People aged 15 to 29 and male in the North East',\n", + " 'People aged 15 to 29 and male in the North West',\n", + " 'People aged 15 to 29 and male in Scotland',\n", + " 'People aged 15 to 29 and male in the South East',\n", + " 'People aged 15 to 29 and male in the South West',\n", + " 'People aged 15 to 29 and male in Wales',\n", + " 'People aged 15 to 29 and male in the West Midlands',\n", + " 'People aged 15 to 29 and male in Yorkshire and the Humber',\n", + " 'People aged 15 to 29 and male',\n", + " 'People aged 15 to 29 and female in the East Midlands',\n", + " 'People aged 15 to 29 and female in the East of England',\n", + " 'People aged 15 to 29 and female in London',\n", + " 'People aged 15 to 29 and female in Northern Ireland',\n", + " 'People aged 15 to 29 and female in the North East',\n", + " 'People aged 15 to 29 and female in the North West',\n", + " 'People aged 15 to 29 and female in Scotland',\n", + " 'People aged 15 to 29 and female in the South East',\n", + " 'People aged 15 to 29 and female in the South West',\n", + " 'People aged 15 to 29 and female in Wales',\n", + " 'People aged 15 to 29 and female in the West Midlands',\n", + " 'People aged 15 to 29 and female in Yorkshire and the Humber',\n", + " 'People aged 15 to 29 and female',\n", + " 'People aged 30 to 44 and male in the East Midlands',\n", + " 'People aged 30 to 44 and male in the East of England',\n", + " 'People aged 30 to 44 and male in London',\n", + " 'People aged 30 to 44 and male in Northern Ireland',\n", + " 'People aged 30 to 44 and male in the North East',\n", + " 'People aged 30 to 44 and male in the North West',\n", + " 'People aged 30 to 44 and male in Scotland',\n", + " 'People aged 30 to 44 and male in the South East',\n", + " 'People aged 30 to 44 and male in the South West',\n", + " 'People aged 30 to 44 and male in Wales',\n", + " 'People aged 30 to 44 and male in the West Midlands',\n", + " 'People aged 30 to 44 and male in Yorkshire and the Humber',\n", + " 'People aged 30 to 44 and male',\n", + " 'People aged 30 to 44 and female in the East Midlands',\n", + " 'People aged 30 to 44 and female in the East of England',\n", + " 'People aged 30 to 44 and female in London',\n", + " 'People aged 30 to 44 and female in Northern Ireland',\n", + " 'People aged 30 to 44 and female in the North East',\n", + " 'People aged 30 to 44 and female in the North West',\n", + " 'People aged 30 to 44 and female in Scotland',\n", + " 'People aged 30 to 44 and female in the South East',\n", + " 'People aged 30 to 44 and female in the South West',\n", + " 'People aged 30 to 44 and female in Wales',\n", + " 'People aged 30 to 44 and female in the West Midlands',\n", + " 'People aged 30 to 44 and female in Yorkshire and the Humber',\n", + " 'People aged 30 to 44 and female',\n", + " 'People aged 45 to 59 and male in the East Midlands',\n", + " 'People aged 45 to 59 and male in the East of England',\n", + " 'People aged 45 to 59 and male in London',\n", + " 'People aged 45 to 59 and male in Northern Ireland',\n", + " 'People aged 45 to 59 and male in the North East',\n", + " 'People aged 45 to 59 and male in the North West',\n", + " 'People aged 45 to 59 and male in Scotland',\n", + " 'People aged 45 to 59 and male in the South East',\n", + " 'People aged 45 to 59 and male in the South West',\n", + " 'People aged 45 to 59 and male in Wales',\n", + " 'People aged 45 to 59 and male in the West Midlands',\n", + " 'People aged 45 to 59 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aged 60 to 74 and male in London',\n", + " 'People aged 60 to 74 and male in Northern Ireland',\n", + " 'People aged 60 to 74 and male in the North East',\n", + " 'People aged 60 to 74 and male in the North West',\n", + " 'People aged 60 to 74 and male in Scotland',\n", + " 'People aged 60 to 74 and male in the South East',\n", + " 'People aged 60 to 74 and male in the South West',\n", + " 'People aged 60 to 74 and male in Wales',\n", + " 'People aged 60 to 74 and male in the West Midlands',\n", + " 'People aged 60 to 74 and male in Yorkshire and the Humber',\n", + " 'People aged 60 to 74 and male',\n", + " 'People aged 60 to 74 and female in the East Midlands',\n", + " 'People aged 60 to 74 and female in the East of England',\n", + " 'People aged 60 to 74 and female in London',\n", + " 'People aged 60 to 74 and female in Northern Ireland',\n", + " 'People aged 60 to 74 and female in the North East',\n", + " 'People aged 60 to 74 and female in the North West',\n", + " 'People aged 60 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'People aged 75 and over and male in the West Midlands',\n", + " 'People aged 75 and over and male in Yorkshire and the Humber',\n", + " 'People aged 75 to inf and male',\n", + " 'People aged 75 and over and female in the East Midlands',\n", + " 'People aged 75 and over and female in the East of England',\n", + " 'People aged 75 and over and female in London',\n", + " 'People aged 75 and over and female in Northern Ireland',\n", + " 'People aged 75 and over and female in the North East',\n", + " 'People aged 75 and over and female in the North West',\n", + " 'People aged 75 and over and female in Scotland',\n", + " 'People aged 75 and over and female in the South East',\n", + " 'People aged 75 and over and female in the South West',\n", + " 'People aged 75 and over and female in Wales',\n", + " 'People aged 75 and over and female in the West Midlands',\n", + " 'People aged 75 and over and female in Yorkshire and the Humber',\n", + " 'People aged 75 to inf and female',\n", + " 'People 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}, + "title": { + "x": 0.05 + }, + "xaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "Income Tax Distribution" + }, + "xaxis": { + "title": { + "text": "Income Tax" + } + }, + "yaxis": { + "title": { + "text": "Number of People" + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "finishing_weights = final_weights.numpy()\n", + "\n", + "# Create the histogram\n", + "fig = go.Figure(data=[go.Histogram(\n", + " x=income_values,\n", + " histfunc='sum',\n", + " y=finishing_weights,\n", + " nbinsx=200, # You can adjust the number of bins as needed\n", + ")])\n", + "\n", + "# Customize the layout\n", + "fig.update_layout(\n", + " title='Income Tax Distribution',\n", + " xaxis_title='Income Tax',\n", + " yaxis_title='Number of People',\n", + " bargap=0.1 # Adds a small gap between bars\n", + ")\n", + "\n", + "# Show the plot\n", + "fig.show()" + ] } ], "metadata": { From b4c1175fae5ce0f5d84ce467fc84d98b464137bf Mon Sep 17 00:00:00 2001 From: = Date: Mon, 29 Jul 2024 14:41:21 -0400 Subject: [PATCH 08/14] Added same utilities to US notebook --- docs/testing_notebooks/us-notebook.ipynb | 356754 ++++++++++++++++---- 1 file changed, 297635 insertions(+), 59119 deletions(-) diff --git a/docs/testing_notebooks/us-notebook.ipynb b/docs/testing_notebooks/us-notebook.ipynb index 80a768a..98b363e 100644 --- a/docs/testing_notebooks/us-notebook.ipynb +++ b/docs/testing_notebooks/us-notebook.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -40,7 +40,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -49,23 +49,23 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 100, Loss: 0.3623601198196411\n", - "Epoch 200, Loss: 0.31855887174606323\n", - "Epoch 300, Loss: 0.28492099046707153\n", - "Epoch 400, Loss: 0.2582840323448181\n", - "Epoch 500, Loss: 0.23668444156646729\n", - "Epoch 600, Loss: 0.21887502074241638\n", - "Epoch 700, Loss: 0.20402076840400696\n", - "Epoch 800, Loss: 0.19151762127876282\n", - "Epoch 900, Loss: 0.18090035021305084\n", - "Epoch 1000, Loss: 0.1718030422925949\n" + "Epoch 100, Loss: 0.36243075132369995\n", + "Epoch 200, Loss: 0.3186039328575134\n", + "Epoch 300, Loss: 0.2849416434764862\n", + "Epoch 400, Loss: 0.2582869231700897\n", + "Epoch 500, Loss: 0.23667685687541962\n", + "Epoch 600, Loss: 0.21886183321475983\n", + "Epoch 700, Loss: 0.20400400459766388\n", + "Epoch 800, Loss: 0.191498264670372\n", + "Epoch 900, Loss: 0.18087948858737946\n", + "Epoch 1000, Loss: 0.17178186774253845\n" ] } ], @@ -73,12 +73,12 @@ "sim_matrix = torch.tensor(values_df.to_numpy(), dtype=torch.float32)\n", "initial_weights = torch.tensor(household_weights, dtype=torch.float32)\n", "targets_tensor = torch.tensor(targets_array, dtype=torch.float32)\n", - "final_weights = reweight(initial_weights, sim_matrix, targets, targets_tensor, epochs=20_000)" + "final_weights = reweight(initial_weights, sim_matrix, targets, targets_tensor, epochs=1_000)" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -59297,59170 +59297,297683 @@ "showlegend": true, "type": "histogram", "x": [ - 1808.8262939453125, - 742.675048828125, - 751.0543823242188, - 531.296875, - 1616.53857421875, - 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"import plotly.express as px\n", + "import pandas as pd\n", + "\n", + "df = pd.DataFrame({\n", + " \"initial_weights\": initial_weights.numpy(),\n", + " \"final_weights\": final_weights.numpy()\n", + "})\n", + "\n", + "px.histogram(\n", + " df,\n", + " x=[\"initial_weights\", \"final_weights\"],\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['employment income (IRS SOI)',\n", + " 'self-employment income (IRS SOI)',\n", + " 'partnership/S-corp income (IRS SOI)',\n", + " 'farm income (IRS SOI)',\n", + " 'farm rental income (IRS SOI)',\n", + " 'short-term capital gains (IRS SOI)',\n", + " 'long-term capital gains (IRS SOI)',\n", + " 'taxable interest income (IRS SOI)',\n", + " 'tax-exempt interest income (IRS SOI)',\n", + " 'rental income (IRS SOI)',\n", + " 'qualified dividend income (IRS SOI)',\n", + " 'non-qualified dividend income (IRS SOI)',\n", + " 'taxable pension income (IRS SOI)',\n", + " 'Social Security (IRS SOI)',\n", + " 'Alimony income (IRS SOI)',\n", + " 'Federal income tax (CBO)',\n", + " 'SNAP allotment (CBO)',\n", + " 'Social Security (CBO)',\n", + " 'SSI (CBO)',\n", + " 'unemployment compensation (CBO)',\n", + " 'SNAP allotment participants',\n", + " 'SSI participants',\n", + " 'Social Security participants',\n", + " 'U.S. population',\n", + " '0 to 5 and male population',\n", + " '0 to 5 and female population',\n", + " '10 to 15 and male population',\n", + " '10 to 15 and female population',\n", + " '20 to 25 and male population',\n", + " '20 to 25 and female population',\n", + " '30 to 35 and male population',\n", + " '30 to 35 and female population',\n", + " '40 to 45 and male population',\n", + " '40 to 45 and female population',\n", + " '50 to 55 and male population',\n", + " '50 to 55 and female population',\n", + " '60 to 65 and male population',\n", + " '60 to 65 and female population',\n", + " '70 to 75 and male population',\n", + " '70 to 75 and female population',\n", + " '80 to 85 and male population',\n", + " '80 to 85 and female population',\n", + " '1-adult, 0-child household population',\n", + " '1-adult, 1-child household population',\n", + " '1-adult, 2-child household population',\n", + " '1-adult, 3-child household population',\n", + " '2-adult, 0-child household population',\n", + " '2-adult, 1-child household population',\n", + " '2-adult, 2-child household population',\n", + " '2-adult, 3-child household population',\n", + " 'tax returns with AGI between $negative infinity and $1',\n", + " 'total AGI from tax returns with AGI between $negative infinity and $1',\n", + " 'tax returns with AGI between $1 and $5,000',\n", + " 'total AGI from tax returns with AGI between $1 and $5,000',\n", + " 'tax returns with AGI between $5,000 and $10,000',\n", + " 'total AGI from tax returns with AGI between $5,000 and $10,000',\n", + " 'tax returns with AGI between $10,000 and $15,000',\n", + " 'total AGI from tax returns with AGI between $10,000 and $15,000',\n", + " 'tax returns with AGI between $15,000 and $20,000',\n", + " 'total AGI from tax returns with AGI between $15,000 and $20,000',\n", + " 'tax returns with AGI between $20,000 and $25,000',\n", + " 'total AGI from tax returns with AGI between $20,000 and $25,000',\n", + " 'tax returns with AGI between $25,000 and $30,000',\n", + " 'total AGI from tax returns with AGI between $25,000 and $30,000',\n", + " 'tax returns with AGI between $30,000 and $40,000',\n", + " 'total AGI from tax returns with AGI between $30,000 and $40,000',\n", + " 'tax returns with AGI between $40,000 and $50,000',\n", + " 'total AGI from tax returns with AGI between $40,000 and $50,000',\n", + " 'tax returns with AGI between $50,000 and $75,000',\n", + " 'total AGI from tax returns with AGI between $50,000 and $75,000',\n", + " 'tax returns with AGI between $75,000 and $100,000',\n", + " 'total AGI from tax returns with AGI between $75,000 and $100,000',\n", + " 'tax returns with AGI between $100,000 and $200,000',\n", + " 'total AGI from tax returns with AGI between $100,000 and $200,000',\n", + " 'tax returns with AGI between $200,000 and $500,000',\n", + " 'total AGI from tax returns with AGI between $200,000 and $500,000',\n", + " 'tax returns with AGI between $500,000 and $1,000,000',\n", + " 'total AGI from tax returns with AGI between $500,000 and $1,000,000',\n", + " 'tax returns with AGI between $1,000,000 and $1,500,000',\n", + " 'total AGI from tax returns with AGI between $1,000,000 and $1,500,000',\n", + " 'tax returns with AGI between $1,500,000 and $2,000,000',\n", + " 'total AGI from tax returns with AGI between $1,500,000 and $2,000,000',\n", + " 'tax returns with AGI between $2,000,000 and $5,000,000',\n", + " 'total AGI from tax returns with AGI between $2,000,000 and $5,000,000',\n", + " 'tax returns with AGI between $5,000,000 and $10,000,000',\n", + " 'total AGI from tax returns with AGI between $5,000,000 and $10,000,000',\n", + " 'tax returns with AGI between $10,000,000 and $inf',\n", + " 'total AGI from tax returns with AGI between $10,000,000 and $inf',\n", + " 'single returns (IRS SOI)',\n", + " 'joint and widow(er) returns (IRS SOI)',\n", + " 'head of household returns (IRS SOI)',\n", + " 'separate returns (IRS SOI)']" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "list(values_df.columns)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 55956.421875\n", + "1 60767.156250\n", + "2 75958.945312\n", + "3 151917.886719\n", + "4 0.000000\n", + " ... \n", + "59143 39245.453125\n", + "59144 425870.145508\n", + "59145 268390.800781\n", + "59146 31649.560547\n", + "59147 39245.453125\n", + "Name: employment income (IRS SOI), Length: 59148, dtype: float64" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + 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layout\n", + "fig.update_layout(\n", + " title='Income Distribution',\n", + " xaxis_title='Income',\n", + " yaxis_title='Number of People',\n", + " bargap=0.1 # Adds a small gap between bars\n", + ")\n", + "\n", + "# Show the plot\n", + "fig.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "histfunc": "sum", + "nbinsx": 200, + "type": "histogram", + "x": [ + 55956.421875, + 60767.15625, + 75958.9453125, + 151917.88671875, + 0, + 0, + 0, + 79756.890625, + 37979.47265625, + 0, + 0, + 344347.21875, + 143056.013671875, + 18989.736328125, + 98746.625, + 162805.3388671875, + 379.7947082519531, + 74692.9609375, + 24053.666015625, + 0, + 0, + 141790.03125, + 0, + 0, + 76845.1328125, + 0, + 12305.3486328125, + 0, + 130279.71875, + 55703.2265625, + 0, + 0, + 0, + 40511.4375, + 0, + 135460.11328125, + 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pd.DataFrame({\n", - " \"initial_weights\": initial_weights.numpy(),\n", - " \"final_weights\": final_weights.numpy()\n", - "})\n", + "# Create the histogram\n", + "fig = go.Figure(data=[go.Histogram(\n", + " x=income_values,\n", + " histfunc='sum',\n", + " y=finishing_weights,\n", + " nbinsx=200, # You can adjust the number of bins as needed\n", + ")])\n", "\n", - "px.histogram(\n", - " df,\n", - " x=[\"initial_weights\", \"final_weights\"],\n", - ")" + "# Customize the layout\n", + "fig.update_layout(\n", + " title='Income Distribution',\n", + " xaxis_title='Income',\n", + " yaxis_title='Number of People',\n", + " bargap=0.1 # Adds a small gap between bars\n", + ")\n", + "\n", + "# Show the plot\n", + "fig.show()\n", + "\n", + "#NOTE: Could try again with \"employment income budgetary impact (UK)\"" ] } ], @@ -119336,7 +357852,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.19" + "version": "3.9.7" } }, "nbformat": 4, From 0de5f430d88f81646f52d1ad85d93ba071221fd5 Mon Sep 17 00:00:00 2001 From: = Date: Wed, 31 Jul 2024 12:53:31 -0400 Subject: [PATCH 09/14] Added two-way overlapping US income graph --- docs/testing_notebooks/us-notebook.ipynb | 476050 +++++++++++++++----- 1 file changed, 356893 insertions(+), 119157 deletions(-) diff --git a/docs/testing_notebooks/us-notebook.ipynb b/docs/testing_notebooks/us-notebook.ipynb index 98b363e..df566a6 100644 --- a/docs/testing_notebooks/us-notebook.ipynb +++ b/docs/testing_notebooks/us-notebook.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -40,7 +40,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -49,7 +49,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -65,7 +65,197 @@ "Epoch 700, Loss: 0.20400400459766388\n", "Epoch 800, Loss: 0.191498264670372\n", "Epoch 900, Loss: 0.18087948858737946\n", - "Epoch 1000, Loss: 0.17178186774253845\n" + "Epoch 1000, Loss: 0.17178186774253845\n", + "Epoch 1100, Loss: 0.16392028331756592\n", + "Epoch 1200, Loss: 0.15707238018512726\n", + "Epoch 1300, Loss: 0.15105725824832916\n", + "Epoch 1400, Loss: 0.1457177698612213\n", + "Epoch 1500, Loss: 0.14091533422470093\n", + "Epoch 1600, Loss: 0.1365375518798828\n", + "Epoch 1700, Loss: 0.13250517845153809\n", + "Epoch 1800, Loss: 0.1287708729505539\n", + "Epoch 1900, Loss: 0.1253127157688141\n", + "Epoch 2000, Loss: 0.12212549149990082\n", + "Epoch 2100, Loss: 0.11920974403619766\n", + "Epoch 2200, Loss: 0.11656445264816284\n", + "Epoch 2300, Loss: 0.11418792605400085\n", + "Epoch 2400, Loss: 0.11208438873291016\n", + "Epoch 2500, Loss: 0.11026504635810852\n", + "Epoch 2600, Loss: 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-73,12 +263,12 @@ "sim_matrix = torch.tensor(values_df.to_numpy(), dtype=torch.float32)\n", "initial_weights = torch.tensor(household_weights, dtype=torch.float32)\n", "targets_tensor = torch.tensor(targets_array, dtype=torch.float32)\n", - "final_weights = reweight(initial_weights, sim_matrix, targets, targets_tensor, epochs=1_000)" + "final_weights = reweight(initial_weights, sim_matrix, targets, targets_tensor, epochs=20_000)" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -101,7 +291,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -59297,59154 +59487,59154 @@ "showlegend": true, "type": "histogram", "x": [ - 1793.4735107421875, - 742.6052856445312, - 747.9483032226562, - 530.5068359375, - 1601.362548828125, - 682.9020385742188, - 2593.156005859375, - 1861.375244140625, - 3190.716552734375, - 799.6880493164062, - 4857.1533203125, - 1707.588134765625, - 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xaxis_title='Income',\n", + " yaxis_title='Number of People',\n", + " bargap=0.1 # Adds a small gap between bars\n", + ")\n", + "\n", + "# Show the plot\n", + "fig.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "histfunc": "sum", + "nbinsx": 200, + "type": "histogram", + "x": [ + 55956.421875, + 60767.15625, + 75958.9453125, + 151917.88671875, + 0, + 0, + 0, + 79756.890625, + 37979.47265625, + 0, + 0, + 344347.21875, + 143056.013671875, + 18989.736328125, + 98746.625, + 162805.3388671875, + 379.7947082519531, + 74692.9609375, + 24053.666015625, + 0, + 0, + 141790.03125, + 0, + 0, + 76845.1328125, + 0, + 12305.3486328125, + 0, + 130279.71875, + 55703.2265625, + 0, + 0, + 0, + 40511.4375, + 0, + 135460.11328125, + 65831.0859375, + 162045.744140625, + 18989.736328125, + 0, + 0, + 133295.2890625, + 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bars\n", + ")\n", + "\n", + "# Show the plot\n", + "fig.show()\n", + "\n", + "#NOTE: Could try again with \"employment income budgetary impact (UK)\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "fig = go.Figure()\n", + "\n", + "# Add the first histogram\n", + "fig.add_trace(go.Histogram(\n", + " x=incomes1,\n", + " y=weights1,\n", + " histfunc='sum',\n", + " name='Group 1',\n", + " opacity=0.75,\n", + " nbinsx=50 # You can adjust the number of bins as needed\n", + "))\n", + "\n", + "# Add the second histogram\n", + "fig.add_trace(go.Histogram(\n", + " x=incomes2,\n", + " y=weights2,\n", + " histfunc='sum',\n", + " name='Group 2',\n", + " opacity=0.75,\n", + " nbinsx=50 # You can adjust the number of bins as needed\n", + "))\n", + "\n", + "# Customize the layout\n", + "fig.update_layout(\n", + " title='Income Distribution Comparison',\n", + " xaxis_title='Income',\n", + " yaxis_title='Population',\n", + " barmode='overlay', # This creates the overlay effect\n", + " bargap=0.1, # Adds a small gap between bars within the same bin\n", + ")\n", + "\n", + "# Show the plot\n", + "fig.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "histfunc": "sum", + "name": "Initial distribution", + "opacity": 0.75, + "type": "histogram", + "x": [ + 55956.421875, + 60767.15625, + 75958.9453125, + 151917.88671875, + 0, + 0, + 0, + 79756.890625, + 37979.47265625, + 0, + 0, + 344347.21875, + 143056.013671875, + 18989.736328125, + 98746.625, + 162805.3388671875, + 379.7947082519531, + 74692.9609375, + 24053.666015625, + 0, + 0, + 141790.03125, + 0, + 0, + 76845.1328125, + 0, + 12305.3486328125, + 0, + 130279.71875, + 55703.2265625, + 0, + 0, + 0, + 40511.4375, + 0, + 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household_weights: array of the number of people for each income\n", - "\n", - "# Create the histogram\n", - "fig = go.Figure(data=[go.Histogram(\n", - " x=income_values,\n", - " histfunc='sum',\n", - " y=household_weights,\n", - " nbinsx=200, # You can adjust the number of bins as needed\n", - ")])\n", - "\n", - "# Customize the layout\n", - "fig.update_layout(\n", - " title='Income Distribution',\n", - " xaxis_title='Income',\n", - " yaxis_title='Number of People',\n", - " bargap=0.1 # Adds a small gap between bars\n", - ")\n", - "\n", - "# Show the plot\n", - "fig.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.plotly.v1+json": { - "config": { - "plotlyServerURL": "https://plot.ly" - }, - "data": [ { "histfunc": "sum", - "nbinsx": 200, + "name": "Final distribution", + "opacity": 0.75, "type": "histogram", "x": [ 55956.421875, @@ -297821,59159 +535545,59160 @@ 39245.453125 ], "y": [ - 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129.22857666015625, + 90.16606903076172, + 153.6240997314453, + 152.1195526123047, + 57.05617904663086, + 85.50554656982422, + 83.59756469726562, + 72.08268737792969, + 387.0957336425781, + 210.45689392089844, + 97.59281158447266, + 53.78667068481445, + 278.615234375, + 79.59768676757812, + 74.0782470703125, + 165.19241333007812, + 27.885215759277344 ] } ], "layout": { "bargap": 0.1, + "barmode": "overlay", "template": { "data": { "bar": [ @@ -357791,7 +595516,7 @@ } }, "title": { - "text": "Income Distribution" + "text": "Income Distribution Comparison" }, "xaxis": { "title": { @@ -357800,7 +595525,7 @@ }, "yaxis": { "title": { - "text": "Number of People" + "text": "Population" } } } @@ -357811,28 +595536,39 @@ } ], "source": [ - "finishing_weights = final_weights.numpy()\n", + "fig = go.Figure()\n", "\n", - "# Create the histogram\n", - "fig = go.Figure(data=[go.Histogram(\n", + "# Add the first histogram\n", + "fig.add_trace(go.Histogram(\n", " x=income_values,\n", + " y=household_weights,\n", " histfunc='sum',\n", + " name='Initial distribution',\n", + " opacity=0.75,\n", + " #nbinsx=50 # You can adjust the number of bins as needed\n", + "))\n", + "\n", + "# Add the second histogram\n", + "fig.add_trace(go.Histogram(\n", + " x=income_values,\n", " y=finishing_weights,\n", - " nbinsx=200, # You can adjust the number of bins as needed\n", - ")])\n", + " histfunc='sum',\n", + " name='Final distribution',\n", + " opacity=0.75,\n", + " #nbinsx=50 # You can adjust the number of bins as needed\n", + "))\n", "\n", "# Customize the layout\n", "fig.update_layout(\n", - " title='Income Distribution',\n", + " title='Income Distribution Comparison',\n", " xaxis_title='Income',\n", - " yaxis_title='Number of People',\n", - " bargap=0.1 # Adds a small gap between bars\n", + " yaxis_title='Population',\n", + " barmode='overlay', # This creates the overlay effect\n", + " bargap=0.1, # Adds a small gap between bars within the same bin\n", ")\n", "\n", "# Show the plot\n", - "fig.show()\n", - "\n", - "#NOTE: Could try again with \"employment income budgetary impact (UK)\"" + "fig.show()\n" ] } ], From b92b24e02753173fed490741ca856a0b4ec52547 Mon Sep 17 00:00:00 2001 From: = Date: Wed, 31 Jul 2024 12:57:14 -0400 Subject: [PATCH 10/14] Replaced tax with employment income in UK notebook, and added overlapping bar charts --- docs/testing_notebooks/uk-notebook.ipynb | 105820 ++++++++++++++++---- 1 file changed, 86104 insertions(+), 19716 deletions(-) diff --git a/docs/testing_notebooks/uk-notebook.ipynb b/docs/testing_notebooks/uk-notebook.ipynb index 62dcd4e..8985054 100644 --- a/docs/testing_notebooks/uk-notebook.ipynb +++ b/docs/testing_notebooks/uk-notebook.ipynb @@ -129,6 +129,7 @@ "legendgroup": "initial_weights", "marker": { "color": "#636efa", + "opacity": 0.5, "pattern": { "shape": "" } @@ -16514,6 +16515,7 @@ "legendgroup": "final_weights", "marker": { "color": "#EF553B", + "opacity": 0.5, "pattern": { "shape": "" } @@ -32894,7 +32896,7 @@ } ], "layout": { - "barmode": "relative", + "barmode": "overlay", "legend": { "title": { "text": "variable" @@ -33759,12 +33761,13 @@ "px.histogram(\n", " df,\n", " x=[\"initial_weights\", \"final_weights\"],\n", + " barmode=\"overlay\",\n", ")" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -34045,7 +34048,7 @@ " 'Legacy households benefit capped']" ] }, - "execution_count": 13, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -34056,47 +34059,47 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0 4332.169144\n", + "0 0.000000\n", "1 0.000000\n", "2 0.000000\n", - "3 9166.145508\n", - "4 8747.541992\n", + "3 54335.363281\n", + "4 72719.037109\n", " ... \n", - "16359 13719.345459\n", - "16360 3494.823486\n", - "16361 574.709595\n", - "16362 916.006226\n", - "16363 2661.517090\n", - "Name: Income Tax budgetary impact (England), Length: 16364, dtype: float64" + "16359 90726.250000\n", + "16360 32500.828125\n", + "16361 0.000000\n", + "16362 0.000000\n", + "16363 0.000000\n", + "Name: employment income budgetary impact (UK), Length: 16364, dtype: float64" ] }, - "execution_count": 18, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "values_df[\"Income Tax budgetary impact (England)\"]" + "values_df[\"employment income budgetary impact (UK)\"]" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ - "income_values = np.asarray(values_df[\"Income Tax budgetary impact (England)\"])" + "income_values = np.asarray(values_df[\"employment income budgetary impact (UK)\"])" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -34111,16880 +34114,16880 @@ "nbinsx": 200, "type": "histogram", "x": [ - 4332.169143676758, 0, 0, - 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y=initial_weights,\n", + " nbinsx=200, # You can adjust the number of bins as needed\n", + ")])\n", + "\n", + "# Customize the layout\n", + "fig.update_layout(\n", + " title='Income Distribution',\n", + " xaxis_title='Employment Income',\n", + " yaxis_title='Number of People',\n", + " yaxis_range=[0,15_000_000],\n", + " bargap=0.1 # Adds a small gap between bars\n", + ")\n", + "\n", + "# Show the plot\n", + "fig.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "histfunc": "sum", + "nbinsx": 200, + "type": "histogram", + "x": [ + 0, + 0, + 0, + 54335.36328125, + 72719.037109375, + 45739.58203125, + 0, + 0, + 57597.9921875, + 0, + 0, + 10854.5234375, + 0, + 43167.123046875, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 44735.6953125, + 26352.0234375, + 6274.291015625, + 0, + 344584.0625, + 0, + 0, + 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}, + "title": { + "x": 0.05 + }, + "xaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, "title": { "text": "Income Tax Distribution" }, @@ -67670,2955 +101296,36535 @@ "text": "Income Tax" } }, - "yaxis": { - "title": { - "text": "Number of People" - } - } - } - } - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import plotly.graph_objects as go\n", - "import numpy as np\n", - "\n", - "# Assuming you have these arrays:\n", - "# income_values: array of income values\n", - "# initial_weights: array of the number of people for each income\n", - "\n", - "initial_weights = household_weights.numpy()\n", - "\n", - "# Create the histogram\n", - "fig = go.Figure(data=[go.Histogram(\n", - " x=income_values,\n", - " histfunc='sum',\n", - " y=initial_weights,\n", - " nbinsx=200, # You can adjust the number of bins as needed\n", - ")])\n", - "\n", - "# Customize the layout\n", - "fig.update_layout(\n", - " title='Income Tax Distribution',\n", - " xaxis_title='Income Tax',\n", - " yaxis_title='Number of People',\n", - " bargap=0.1 # Adds a small gap between bars\n", - ")\n", - "\n", - "# Show the plot\n", - "fig.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.plotly.v1+json": { - "config": { - "plotlyServerURL": "https://plot.ly" - }, - "data": [ + "yaxis": { + "range": [ + 0, + 15000000 + ], + "title": { + "text": "Number of People" + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "finishing_weights = final_weights.numpy()\n", + "\n", + "# Create the histogram\n", + "fig = go.Figure(data=[go.Histogram(\n", + " x=income_values,\n", + " histfunc='sum',\n", + " y=finishing_weights,\n", + " nbinsx=200, # You can adjust the number of bins as needed\n", + ")])\n", + "\n", + "# Customize the layout\n", + "fig.update_layout(\n", + " title='Income Distribution',\n", + " xaxis_title='Employment Income',\n", + " yaxis_title='Number of People',\n", + " yaxis_range=[0,15_000_000],\n", + " bargap=0.1 # Adds a small gap between bars\n", + ")\n", + "\n", + "# Show the plot\n", + "fig.show()\n", + "\n", + "#NOTE: Could try again with \"employment income budgetary impact (UK)\"" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "histfunc": "sum", + "name": "Initial distribution", + "nbinsx": 200, + "opacity": 0.75, + "type": "histogram", + "x": [ + 0, + 0, + 0, + 54335.36328125, + 72719.037109375, + 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0, + 0, + 0 ], "y": [ 1120.1953125, @@ -100464,6 +166831,7 @@ ], "layout": { "bargap": 0.1, + "barmode": "overlay", "template": { "data": { "bar": [ @@ -101281,16 +167649,16 @@ } }, "title": { - "text": "Income Tax Distribution" + "text": "Income Distribution Comparison" }, "xaxis": { "title": { - "text": "Income Tax" + "text": "Income" } }, "yaxis": { "title": { - "text": "Number of People" + "text": "Population" } } } @@ -101301,27 +167669,47 @@ } ], "source": [ - "finishing_weights = final_weights.numpy()\n", + "fig = go.Figure()\n", "\n", - "# Create the histogram\n", - "fig = go.Figure(data=[go.Histogram(\n", + "# Add the first histogram\n", + "fig.add_trace(go.Histogram(\n", " x=income_values,\n", + " y=initial_weights,\n", " histfunc='sum',\n", + " name='Initial distribution',\n", + " opacity=0.75,\n", + " nbinsx=200 # You can adjust the number of bins as needed\n", + "))\n", + "\n", + "# Add the second histogram\n", + "fig.add_trace(go.Histogram(\n", + " x=income_values,\n", " y=finishing_weights,\n", - " nbinsx=200, # You can adjust the number of bins as needed\n", - ")])\n", + " histfunc='sum',\n", + " name='Final distribution',\n", + " opacity=0.75,\n", + " nbinsx=200 # You can adjust the number of bins as needed\n", + "))\n", "\n", "# Customize the layout\n", "fig.update_layout(\n", - " title='Income Tax Distribution',\n", - " xaxis_title='Income Tax',\n", - " yaxis_title='Number of People',\n", - " bargap=0.1 # Adds a small gap between bars\n", + " title='Income Distribution Comparison',\n", + " xaxis_title='Income',\n", + " yaxis_title='Population',\n", + " barmode='overlay', # This creates the overlay effect\n", + " bargap=0.1, # Adds a small gap between bars within the same bin\n", ")\n", "\n", "# Show the plot\n", "fig.show()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { From 0efa73573c42771ab74f0602ac6140a84636258d Mon Sep 17 00:00:00 2001 From: = Date: Thu, 1 Aug 2024 08:50:43 -0400 Subject: [PATCH 11/14] Specified CPU-only version of PyTorch to reduce install times --- setup.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/setup.py b/setup.py index 8bdd301..db55313 100644 --- a/setup.py +++ b/setup.py @@ -28,7 +28,7 @@ install_requires=[ "numpy<2.0", "pandas", - "torch", + "torch+cpu", "tensorboard", "jupyter-book", "pytest", From 5fd742e1c4623e53944e03a9e84533c1d235b81b Mon Sep 17 00:00:00 2001 From: = Date: Fri, 2 Aug 2024 12:01:37 -0400 Subject: [PATCH 12/14] Added initial loss reporting to reweight, and added more annotations to documentation notebooks --- docs/testing_notebooks/uk-notebook.ipynb | 67642 +-- docs/testing_notebooks/us-notebook.ipynb | 475291 +++++--------------- reweight/logic/reweight.py | 8 + 3 files changed, 118353 insertions(+), 424588 deletions(-) diff --git a/docs/testing_notebooks/uk-notebook.ipynb b/docs/testing_notebooks/uk-notebook.ipynb index 8985054..f624551 100644 --- a/docs/testing_notebooks/uk-notebook.ipynb +++ b/docs/testing_notebooks/uk-notebook.ipynb @@ -9,9 +9,18 @@ "This notebook includes testing for the functionality of reweight with PolicyEngine UK." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Import statements and data installation\n", + "\n", + "The UK data, as it is not public, is installed through these utilities." + ] + }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -23,7 +32,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -32,9 +41,18 @@ "RawFRS_2021_22().download()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Generating variables for input into the reweight function\n", + "\n", + "These variables are generated by the pre-existing generate_model_variables function from PolicyEngine UK, and are input into reweight later." + ] + }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -50,9 +68,18 @@ ") = generate_model_variables(\"frs_2021\", 2025)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Reweighting\n", + "\n", + "Reweight is imported and used to generate a new set of weights, which are tested for the proportion that remain nonzero and their overall distribution." + ] + }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -61,13 +88,14 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "Initial loss: 58.35776138305664\n", "Epoch 100, Loss: 48.30685043334961\n", "Epoch 200, Loss: 40.58155059814453\n", "Epoch 300, Loss: 34.585235595703125\n", @@ -89,7 +117,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -112,7 +140,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -33766,340 +33794,17 @@ ] }, { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['People aged 0 to 14',\n", - " 'People aged 15 to 29',\n", - " 'People aged 30 to 44',\n", - " 'People aged 45 to 59',\n", - " 'People aged 60 to 74',\n", - " 'People aged 75 to over',\n", - " 'People aged 0 to 14 and male in the East Midlands',\n", - " 'People aged 0 to 14 and male in the East of England',\n", - " 'People aged 0 to 14 and male in London',\n", - " 'People aged 0 to 14 and male in Northern Ireland',\n", - " 'People aged 0 to 14 and male in the North East',\n", - " 'People aged 0 to 14 and male in the North West',\n", - " 'People aged 0 to 14 and male in Scotland',\n", - " 'People aged 0 to 14 and male in the South East',\n", - " 'People aged 0 to 14 and male in the South West',\n", - " 'People aged 0 to 14 and male in Wales',\n", - " 'People aged 0 to 14 and male in the West Midlands',\n", - " 'People aged 0 to 14 and male in Yorkshire and the Humber',\n", - " 'People aged 0 to 14 and male',\n", - " 'People aged 0 to 14 and female in the East Midlands',\n", - " 'People aged 0 to 14 and female in the East of England',\n", - " 'People aged 0 to 14 and female in London',\n", - " 'People aged 0 to 14 and female in Northern Ireland',\n", - " 'People aged 0 to 14 and female in the North East',\n", - " 'People aged 0 to 14 and female in the North West',\n", - " 'People aged 0 to 14 and female in Scotland',\n", - " 'People aged 0 to 14 and female in the South East',\n", - " 'People aged 0 to 14 and female in the South West',\n", - " 'People aged 0 to 14 and female in Wales',\n", - " 'People aged 0 to 14 and female in the West Midlands',\n", - " 'People aged 0 to 14 and female in Yorkshire and the Humber',\n", - " 'People aged 0 to 14 and female',\n", - " 'People aged 15 to 29 and male in the East Midlands',\n", - " 'People aged 15 to 29 and male in the East of England',\n", - " 'People aged 15 to 29 and male in London',\n", - " 'People aged 15 to 29 and male in Northern Ireland',\n", - " 'People aged 15 to 29 and male in the North East',\n", - " 'People aged 15 to 29 and male in the North West',\n", - " 'People aged 15 to 29 and male in Scotland',\n", - " 'People aged 15 to 29 and male in the South East',\n", - " 'People aged 15 to 29 and male in the South West',\n", - " 'People aged 15 to 29 and male in Wales',\n", - " 'People aged 15 to 29 and male in the West Midlands',\n", - " 'People aged 15 to 29 and male in Yorkshire and the Humber',\n", - " 'People aged 15 to 29 and male',\n", - " 'People aged 15 to 29 and female in the East Midlands',\n", - " 'People aged 15 to 29 and female in the East of England',\n", - " 'People aged 15 to 29 and female in London',\n", - " 'People aged 15 to 29 and female in Northern Ireland',\n", - " 'People aged 15 to 29 and female in the North East',\n", - " 'People aged 15 to 29 and female in the North West',\n", - " 'People aged 15 to 29 and female in Scotland',\n", - " 'People aged 15 to 29 and female in the South East',\n", - " 'People aged 15 to 29 and female in the South West',\n", - " 'People aged 15 to 29 and female in Wales',\n", - " 'People aged 15 to 29 and female in the West Midlands',\n", - " 'People aged 15 to 29 and female in Yorkshire and the Humber',\n", - " 'People aged 15 to 29 and female',\n", - " 'People aged 30 to 44 and male in the East Midlands',\n", - " 'People aged 30 to 44 and male in the East of England',\n", - " 'People aged 30 to 44 and male in London',\n", - " 'People aged 30 to 44 and male in Northern Ireland',\n", - " 'People aged 30 to 44 and male in the North East',\n", - " 'People aged 30 to 44 and male in the North West',\n", - " 'People aged 30 to 44 and male in Scotland',\n", - " 'People aged 30 to 44 and male in the South East',\n", - " 'People aged 30 to 44 and male in the South West',\n", - " 'People aged 30 to 44 and male in Wales',\n", - " 'People aged 30 to 44 and male in the West Midlands',\n", - " 'People aged 30 to 44 and male in Yorkshire and the Humber',\n", - " 'People aged 30 to 44 and male',\n", - " 'People aged 30 to 44 and female in the East Midlands',\n", - " 'People aged 30 to 44 and female in the East of England',\n", - " 'People aged 30 to 44 and female in London',\n", - " 'People aged 30 to 44 and female in Northern Ireland',\n", - " 'People aged 30 to 44 and female in the North East',\n", - " 'People aged 30 to 44 and female in the North West',\n", - " 'People aged 30 to 44 and female in Scotland',\n", - " 'People aged 30 to 44 and female in the South East',\n", - " 'People aged 30 to 44 and female in the South West',\n", - " 'People aged 30 to 44 and female in Wales',\n", - " 'People aged 30 to 44 and female in the West Midlands',\n", - " 'People aged 30 to 44 and female in Yorkshire and the 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benefit units',\n", - " 'Households in council tax band A',\n", - " 'Households in council tax band B',\n", - " 'Households in council tax band C',\n", - " 'Households in council tax band D',\n", - " 'Households in council tax band E',\n", - " 'Households in council tax band F',\n", - " 'Households in council tax band G',\n", - " 'Households in council tax band H',\n", - " 'Households in council tax band I',\n", - " 'Total households',\n", - " 'Households owned outright',\n", - " 'Households with a mortgage',\n", - " 'Households renting from a council',\n", - " 'Households renting from a housing association',\n", - " 'Households renting privately',\n", - " 'Child Benefit budgetary impact (UK)',\n", - " 'Child Benefit participants (NI)',\n", - " 'Child Benefit participants (UK)',\n", - " 'Universal Credit budgetary impact (England)',\n", - " 'Universal Credit budgetary impact (Wales)',\n", - " 'Universal Credit budgetary impact (Scotland)',\n", - " 'Universal Credit budgetary impact (GB)',\n", - " 'Universal Credit budgetary impact (NI)',\n", - " 'Universal Credit participants (GB)',\n", - " 'Universal Credit participants (NI)',\n", - " 'Working Tax Credit budgetary impact (UK)',\n", - " 'Working Tax Credit participants (GB)',\n", - " 'Child Tax Credit budgetary impact (UK)',\n", - " 'Child Tax Credit participants (UK)',\n", - " 'Housing Benefit budgetary impact (England)',\n", - " 'Housing Benefit budgetary impact (Wales)',\n", - " 'Housing Benefit budgetary impact (Scotland)',\n", - " 'Housing Benefit budgetary impact (GB)',\n", - " 'Housing Benefit participants (GB)',\n", - " 'Income Tax budgetary impact (England)',\n", - " 'Income Tax budgetary impact (Wales)',\n", - " 'Income Tax budgetary impact (Scotland)',\n", - " 'Income Tax budgetary impact (NI)',\n", - " 'Income Tax budgetary impact (UK)',\n", - " 'Income Tax participants (UK)',\n", - " 'total National Insurance budgetary impact (UK)',\n", - " 'total National Insurance budgetary impact (England)',\n", - " 'total National Insurance budgetary impact (Scotland)',\n", - " 'total National Insurance budgetary impact (Wales)',\n", - " 'total National Insurance budgetary impact (NI)',\n", - " 'total National Insurance participants (UK)',\n", - " 'employment income budgetary impact (UK)',\n", - " 'employment income participants (UK)',\n", - " 'self-employment income budgetary impact (UK)',\n", - " 'self-employment income participants (UK)',\n", - " 'pension income budgetary impact (England)',\n", - " 'pension income budgetary impact (Wales)',\n", - " 'pension income budgetary impact (Scotland)',\n", - " 'pension income budgetary impact (NI)',\n", - " 'pension income participants (England)',\n", - " 'pension income participants (Wales)',\n", - " 'pension income participants (Scotland)',\n", - " 'pension income participants (NI)',\n", - " 'dividend income budgetary impact (UK)',\n", - " 'dividend income budgetary impact (England)',\n", - " 'dividend income budgetary impact (Scotland)',\n", - " 'dividend income budgetary impact (Wales)',\n", - " 'dividend income budgetary impact (NI)',\n", - " 'dividend income participants (England)',\n", - " 'dividend income participants (Wales)',\n", - " 'dividend income participants (Scotland)',\n", - " 'dividend income participants (NI)',\n", - " 'rental income budgetary impact (UK)',\n", - " 'rental income budgetary impact (England)',\n", - " 'rental income budgetary impact (Scotland)',\n", - " 'rental income budgetary impact (Wales)',\n", - " 'rental income budgetary impact (NI)',\n", - " 'rental income participants (England)',\n", - " 'rental income participants (Wales)',\n", - " 'rental income participants (Scotland)',\n", - " 'rental income participants (NI)',\n", - " 'savings interest income budgetary impact (UK)',\n", - " 'savings interest income budgetary impact (England)',\n", - " 'savings interest income budgetary impact (Scotland)',\n", - " 'savings interest income budgetary impact (Wales)',\n", - " 'savings interest income budgetary impact (NI)',\n", - " 'savings interest income participants (England)',\n", - " 'savings interest income participants (Wales)',\n", - " 'savings interest income participants (Scotland)',\n", - " 'savings interest income participants (NI)',\n", - " 'State Pension budgetary impact (England)',\n", - " 'State Pension budgetary impact (Wales)',\n", - " 'State Pension budgetary impact (Scotland)',\n", - " 'State Pension budgetary impact (GB)',\n", - " 'State Pension participants (GB)',\n", - " 'State Pension participants (NI)',\n", - " 'Income Tax revenue from people with income between £12,570 to £15,000',\n", - " 'Income Tax revenue from people with income between £15,000 to £20,000',\n", - " 'Income Tax revenue from people with income between £20,000 to £30,000',\n", - " 'Income Tax revenue from people with income between £30,000 to £50,000',\n", - " 'Income Tax revenue from people with income between £50,000 to £100,000',\n", - " 'Income Tax revenue from people with income between £100,000 to £150,000',\n", - " 'Income Tax revenue from people with income between £150,000 to £200,000',\n", - " 'Income Tax revenue from people with income between £200,000 to £500,000',\n", - " 'Income Tax revenue from people with income between £500,000 to £1,000,000',\n", - " 'Income Tax revenue from people with income between £1,000,000 to £2,000,000',\n", - " 'Income Tax revenue from people with income between £2,000,000 and over',\n", - " 'Universal Credit households benefit capped',\n", - " 'Legacy households benefit capped']" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "list(values_df.columns)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0 0.000000\n", - "1 0.000000\n", - "2 0.000000\n", - "3 54335.363281\n", - "4 72719.037109\n", - " ... \n", - "16359 90726.250000\n", - "16360 32500.828125\n", - "16361 0.000000\n", - "16362 0.000000\n", - "16363 0.000000\n", - "Name: employment income budgetary impact (UK), Length: 16364, dtype: float64" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "values_df[\"employment income budgetary impact (UK)\"]" - ] - }, - { - "cell_type": "code", - "execution_count": 9, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "income_values = np.asarray(values_df[\"employment income budgetary impact (UK)\"])" + "# Income distribution testing\n", + "\n", + "The income distribution when survey data are weighted based on the new weights is compared with the income distribution weighted according to the old weights, to test for overfitting or any other significant distributional changes." ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -34111,7 +33816,8 @@ "data": [ { "histfunc": "sum", - "nbinsx": 200, + "name": "Initial 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718, - 1434, - 1646, - 1185, - 1072, - 5238, - 909, - 1135, - 5046, - 690, - 637, - 3582 - ] - }, - { - "histfunc": "sum", - "name": "Final distribution", - "nbinsx": 200, - "opacity": 0.75, + "name": "Final distribution", + "opacity": 0.75, "type": "histogram", "x": [ 0, @@ -167669,6 +100131,11 @@ } ], "source": [ + "import plotly.graph_objects as go\n", + "\n", + "income_values = np.asarray(values_df[\"employment income budgetary impact (UK)\"])\n", + "initial_weights = household_weights.numpy()\n", + "finishing_weights = final_weights.numpy()\n", "fig = go.Figure()\n", "\n", "# Add the first histogram\n", @@ -167678,7 +100145,7 @@ " histfunc='sum',\n", " name='Initial distribution',\n", " opacity=0.75,\n", - " nbinsx=200 # You can adjust the number of bins as needed\n", + " #nbinsx=200 # You can adjust the number of bins as needed\n", "))\n", "\n", "# Add the second histogram\n", @@ -167688,7 +100155,7 @@ " histfunc='sum',\n", " name='Final distribution',\n", " opacity=0.75,\n", - " nbinsx=200 # You can adjust the number of bins as needed\n", + " #nbinsx=200 # You can adjust the number of bins as needed\n", "))\n", "\n", "# Customize the layout\n", @@ -167703,13 +100170,6 @@ "# Show the plot\n", "fig.show()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/docs/testing_notebooks/us-notebook.ipynb b/docs/testing_notebooks/us-notebook.ipynb index df566a6..0f976da 100644 --- a/docs/testing_notebooks/us-notebook.ipynb +++ b/docs/testing_notebooks/us-notebook.ipynb @@ -9,9 +9,18 @@ "This notebook includes testing for the functionality of reweight with PolicyEngine US." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Import statements\n", + "\n", + "Many of the necessary utilities to run the notebook are imported here." + ] + }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -21,9 +30,18 @@ "from torch.utils.tensorboard import SummaryWriter" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Generating variables for input into the reweight function\n", + "\n", + "These variables are generated by the pre-existing generate_model_variables function from PolicyEngine US, and are input into reweight later." + ] + }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -38,9 +56,18 @@ ") = generate_model_variables(\"cps_2021\", 2025)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Reweighting\n", + "\n", + "Reweight is imported and used to generate a new set of weights, which are tested for the proportion that remain nonzero and their overall distribution." + ] + }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -49,7 +76,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -65,197 +92,7 @@ "Epoch 700, Loss: 0.20400400459766388\n", "Epoch 800, Loss: 0.191498264670372\n", "Epoch 900, Loss: 0.18087948858737946\n", - "Epoch 1000, Loss: 0.17178186774253845\n", - "Epoch 1100, Loss: 0.16392028331756592\n", - "Epoch 1200, Loss: 0.15707238018512726\n", - "Epoch 1300, Loss: 0.15105725824832916\n", - "Epoch 1400, Loss: 0.1457177698612213\n", - "Epoch 1500, Loss: 0.14091533422470093\n", - "Epoch 1600, Loss: 0.1365375518798828\n", - "Epoch 1700, Loss: 0.13250517845153809\n", - "Epoch 1800, Loss: 0.1287708729505539\n", - "Epoch 1900, Loss: 0.1253127157688141\n", - "Epoch 2000, Loss: 0.12212549149990082\n", - "Epoch 2100, Loss: 0.11920974403619766\n", - "Epoch 2200, Loss: 0.11656445264816284\n", - "Epoch 2300, Loss: 0.11418792605400085\n", - "Epoch 2400, Loss: 0.11208438873291016\n", - "Epoch 2500, Loss: 0.11026504635810852\n", - "Epoch 2600, Loss: 0.10873664170503616\n", - "Epoch 2700, Loss: 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13700, Loss: 0.09465707838535309\n", - "Epoch 13800, Loss: 0.09465162456035614\n", - "Epoch 13900, Loss: 0.0946463793516159\n", - "Epoch 14000, Loss: 0.0946413204073906\n", - "Epoch 14100, Loss: 0.0946364626288414\n", - "Epoch 14200, Loss: 0.09463179856538773\n", - "Epoch 14300, Loss: 0.0946272760629654\n", - "Epoch 14400, Loss: 0.09462293237447739\n", - "Epoch 14500, Loss: 0.0946187749505043\n", - "Epoch 14600, Loss: 0.09461475163698196\n", - "Epoch 14700, Loss: 0.09461089968681335\n", - "Epoch 14800, Loss: 0.09460718929767609\n", - "Epoch 14900, Loss: 0.09460359066724777\n", - "Epoch 15000, Loss: 0.09460015594959259\n", - "Epoch 15100, Loss: 0.09459683299064636\n", - "Epoch 15200, Loss: 0.09459365159273148\n", - "Epoch 15300, Loss: 0.09459055215120316\n", - "Epoch 15400, Loss: 0.09458760917186737\n", - "Epoch 15500, Loss: 0.09458475559949875\n", - "Epoch 15600, Loss: 0.09458200633525848\n", - "Epoch 15700, Loss: 0.09457935392856598\n", - "Epoch 15800, Loss: 0.09457680583000183\n", - 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+100,12 @@ "sim_matrix = torch.tensor(values_df.to_numpy(), dtype=torch.float32)\n", "initial_weights = torch.tensor(household_weights, dtype=torch.float32)\n", "targets_tensor = torch.tensor(targets_array, dtype=torch.float32)\n", - "final_weights = reweight(initial_weights, sim_matrix, targets, targets_tensor, epochs=20_000)" + "final_weights = reweight(initial_weights, sim_matrix, targets, targets_tensor, epochs=1_000)" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -291,7 +128,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -59487,59154 +59324,59154 @@ "showlegend": true, "type": "histogram", "x": [ - 446.3258972167969, - 235.81890869140625, - 253.6535186767578, - 78.93807983398438, - 357.43890380859375, - 154.81222534179688, - 907.5460205078125, - 235.0409393310547, - 719.5827026367188, - 188.2340545654297, - 945.7969360351562, - 846.7451782226562, - 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" 'taxable pension income (IRS SOI)',\n", - " 'Social Security (IRS SOI)',\n", - " 'Alimony income (IRS SOI)',\n", - " 'Federal income tax (CBO)',\n", - " 'SNAP allotment (CBO)',\n", - " 'Social Security (CBO)',\n", - " 'SSI (CBO)',\n", - " 'unemployment compensation (CBO)',\n", - " 'SNAP allotment participants',\n", - " 'SSI participants',\n", - " 'Social Security participants',\n", - " 'U.S. population',\n", - " '0 to 5 and male population',\n", - " '0 to 5 and female population',\n", - " '10 to 15 and male population',\n", - " '10 to 15 and female population',\n", - " '20 to 25 and male population',\n", - " '20 to 25 and female population',\n", - " '30 to 35 and male population',\n", - " '30 to 35 and female population',\n", - " '40 to 45 and male population',\n", - " '40 to 45 and female population',\n", - " '50 to 55 and male population',\n", - " '50 to 55 and female population',\n", - " '60 to 65 and male population',\n", - " '60 to 65 and female population',\n", - " '70 to 75 and male population',\n", - " '70 to 75 and female population',\n", - " '80 to 85 and male population',\n", - " '80 to 85 and female population',\n", - " '1-adult, 0-child household population',\n", - " '1-adult, 1-child household population',\n", - " '1-adult, 2-child household population',\n", - " '1-adult, 3-child household population',\n", - " '2-adult, 0-child household population',\n", - " '2-adult, 1-child household population',\n", - " '2-adult, 2-child household population',\n", - " '2-adult, 3-child household population',\n", - " 'tax returns with AGI between $negative infinity and $1',\n", - " 'total AGI from tax returns with AGI between $negative infinity and $1',\n", - " 'tax returns with AGI between $1 and $5,000',\n", - " 'total AGI from tax returns with AGI between $1 and $5,000',\n", - " 'tax returns with AGI between $5,000 and $10,000',\n", - " 'total AGI from tax returns with AGI between $5,000 and $10,000',\n", - " 'tax returns with AGI between $10,000 and $15,000',\n", - " 'total AGI from tax returns with AGI between $10,000 and $15,000',\n", - " 'tax returns with AGI between $15,000 and $20,000',\n", - " 'total AGI from tax returns with AGI between $15,000 and $20,000',\n", - " 'tax returns with AGI between $20,000 and $25,000',\n", - " 'total AGI from tax returns with AGI between $20,000 and $25,000',\n", - " 'tax returns with AGI between $25,000 and $30,000',\n", - " 'total AGI from tax returns with AGI between $25,000 and $30,000',\n", - " 'tax returns with AGI between $30,000 and $40,000',\n", - " 'total AGI from tax returns with AGI between $30,000 and $40,000',\n", - " 'tax returns with AGI between $40,000 and $50,000',\n", - " 'total AGI from tax returns with AGI between $40,000 and $50,000',\n", - " 'tax returns with AGI between $50,000 and $75,000',\n", - " 'total AGI from tax returns with AGI between $50,000 and $75,000',\n", - " 'tax returns with AGI between $75,000 and $100,000',\n", - " 'total AGI from tax returns with AGI 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"metadata": {}, - "output_type": "execute_result" - } - ], "source": [ - "values_df[\"employment income (IRS SOI)\"]" + "# Income distribution testing\n", + "\n", + "The income distribution when survey data are weighted based on the new weights is compared with the income distribution weighted according to the old weights, to test for overfitting or any other significant distributional changes." ] }, { @@ -119662,238418 +119366,7 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.plotly.v1+json": { - "config": { - "plotlyServerURL": "https://plot.ly" - }, - "data": [ - { - "histfunc": "sum", - "nbinsx": 200, - "type": "histogram", - "x": [ - 55956.421875, - 60767.15625, - 75958.9453125, - 151917.88671875, - 0, - 0, - 0, - 79756.890625, - 37979.47265625, - 0, - 0, - 344347.21875, - 143056.013671875, - 18989.736328125, - 98746.625, - 162805.3388671875, - 379.7947082519531, - 74692.9609375, - 24053.666015625, - 0, - 0, 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"#E5ECF6", - "caxis": { - "gridcolor": "white", - "linecolor": "white", - "ticks": "" - } - }, - "title": { - "x": 0.05 - }, - "xaxis": { - "automargin": true, - "gridcolor": "white", - "linecolor": "white", - "ticks": "", - "title": { - "standoff": 15 - }, - "zerolinecolor": "white", - "zerolinewidth": 2 - }, - "yaxis": { - "automargin": true, - "gridcolor": "white", - "linecolor": "white", - "ticks": "", - "title": { - "standoff": 15 - }, - "zerolinecolor": "white", - "zerolinewidth": 2 - } - } - }, - "title": { - "text": "Income Distribution" - }, - "xaxis": { - "title": { - "text": "Income" - } - }, - "yaxis": { - "title": { - "text": "Number of People" - } - } - } - } - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import plotly.graph_objects as go\n", - "import numpy as np\n", - "\n", - "# Assuming you have these arrays:\n", - "# income_values: array of income values\n", - "# household_weights: array of the number of people for each income\n", - "\n", - "# Create the histogram\n", - "fig = go.Figure(data=[go.Histogram(\n", - " x=income_values,\n", - " histfunc='sum',\n", - " y=household_weights,\n", - " nbinsx=200, # You can adjust the number of bins as needed\n", - ")])\n", - "\n", - "# Customize the layout\n", - "fig.update_layout(\n", - " title='Income Distribution',\n", - " xaxis_title='Income',\n", - " yaxis_title='Number of People',\n", - " bargap=0.1 # Adds a small gap between bars\n", - ")\n", - "\n", - "# Show the plot\n", - "fig.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.plotly.v1+json": { - "config": { - "plotlyServerURL": "https://plot.ly" - }, - "data": [ - { - "histfunc": "sum", - "nbinsx": 200, - "type": "histogram", - "x": [ - 55956.421875, - 60767.15625, - 75958.9453125, - 151917.88671875, - 0, - 0, - 0, - 79756.890625, - 37979.47265625, - 0, - 0, - 344347.21875, - 143056.013671875, - 18989.736328125, - 98746.625, - 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"gridwidth": 2, - "linecolor": "white", - "showbackground": true, - "ticks": "", - "zerolinecolor": "white" - } - }, - "shapedefaults": { - "line": { - "color": "#2a3f5f" - } - }, - "ternary": { - "aaxis": { - "gridcolor": "white", - "linecolor": "white", - "ticks": "" - }, - "baxis": { - "gridcolor": "white", - "linecolor": "white", - "ticks": "" - }, - "bgcolor": "#E5ECF6", - "caxis": { - "gridcolor": "white", - "linecolor": "white", - "ticks": "" - } - }, - "title": { - "x": 0.05 - }, - "xaxis": { - "automargin": true, - "gridcolor": "white", - "linecolor": "white", - "ticks": "", - "title": { - "standoff": 15 - }, - "zerolinecolor": "white", - "zerolinewidth": 2 - }, - "yaxis": { - "automargin": true, - "gridcolor": "white", - "linecolor": "white", - "ticks": "", - "title": { - "standoff": 15 - }, - "zerolinecolor": "white", - "zerolinewidth": 2 - } - } - }, - "title": { - "text": "Income Distribution" - }, - "xaxis": { - "title": { - "text": "Income" - } - }, - "yaxis": { - "title": { - "text": "Number of People" - } - } - } - } - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "finishing_weights = final_weights.numpy()\n", - "\n", - "# Create the histogram\n", - "fig = go.Figure(data=[go.Histogram(\n", - " x=income_values,\n", - " histfunc='sum',\n", - " y=finishing_weights,\n", - " nbinsx=200, # You can adjust the number of bins as needed\n", - ")])\n", - "\n", - "# Customize the layout\n", - "fig.update_layout(\n", - " title='Income Distribution',\n", - " xaxis_title='Income',\n", - " yaxis_title='Number of People',\n", - " bargap=0.1 # Adds a small gap between bars\n", - ")\n", - "\n", - "# Show the plot\n", - "fig.show()\n", - "\n", - "#NOTE: Could try again with \"employment income budgetary impact (UK)\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "fig = go.Figure()\n", - "\n", - "# Add the first histogram\n", - "fig.add_trace(go.Histogram(\n", - " x=incomes1,\n", - " y=weights1,\n", - " histfunc='sum',\n", - " name='Group 1',\n", - " opacity=0.75,\n", - " nbinsx=50 # You can adjust the number of bins as needed\n", - "))\n", - "\n", - "# Add the second histogram\n", - "fig.add_trace(go.Histogram(\n", - " x=incomes2,\n", - " y=weights2,\n", - " histfunc='sum',\n", - " name='Group 2',\n", - " opacity=0.75,\n", - " nbinsx=50 # You can adjust the number of bins as needed\n", - "))\n", - "\n", - "# Customize the layout\n", - "fig.update_layout(\n", - " title='Income Distribution Comparison',\n", - " xaxis_title='Income',\n", - " yaxis_title='Population',\n", - " barmode='overlay', # This creates the overlay effect\n", - " bargap=0.1, # Adds a small gap between bars within the same bin\n", - ")\n", - "\n", - "# Show the plot\n", - "fig.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 14, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ 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@@ -595536,6 +356829,10 @@ } ], "source": [ + "import plotly.graph_objects as go\n", + "\n", + "income_values = np.asarray(values_df[\"employment income (IRS SOI)\"])\n", + "finishing_weights = final_weights.numpy()\n", "fig = go.Figure()\n", "\n", "# Add the first histogram\n", diff --git a/reweight/logic/reweight.py b/reweight/logic/reweight.py index 859e962..4227c29 100644 --- a/reweight/logic/reweight.py +++ b/reweight/logic/reweight.py @@ -43,6 +43,14 @@ def reweight( optimizer = torch.optim.Adam([log_weights]) + #Report the initial loss: + targets_estimate = torch.exp(log_weights) @ estimate_matrix + # Calculate the loss + loss = torch.mean( + ((targets_estimate - target_values) / target_values) ** 2 + ) + print(f"Initial loss: {loss.item()}") + # Training loop for epoch in range(epochs): From 4f2f805ec5d21d344376b94265433e6b33f19671 Mon Sep 17 00:00:00 2001 From: = Date: Fri, 2 Aug 2024 18:11:05 -0400 Subject: [PATCH 13/14] Fixed setup.py installation issues with torch --- setup.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/setup.py b/setup.py index db55313..8bdd301 100644 --- a/setup.py +++ b/setup.py @@ -28,7 +28,7 @@ install_requires=[ "numpy<2.0", "pandas", - "torch+cpu", + "torch", "tensorboard", "jupyter-book", "pytest", From 18badeb76318b87069ab06b900438433af2725ef Mon Sep 17 00:00:00 2001 From: = Date: Fri, 2 Aug 2024 18:12:07 -0400 Subject: [PATCH 14/14] Reformatted reweight.py --- reweight/logic/reweight.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/reweight/logic/reweight.py b/reweight/logic/reweight.py index 4227c29..1e48f66 100644 --- a/reweight/logic/reweight.py +++ b/reweight/logic/reweight.py @@ -43,7 +43,7 @@ def reweight( optimizer = torch.optim.Adam([log_weights]) - #Report the initial loss: + # Report the initial loss: targets_estimate = torch.exp(log_weights) @ estimate_matrix # Calculate the loss loss = torch.mean(