From c293c74f762e1fa73d2a23b466b067294dd22b88 Mon Sep 17 00:00:00 2001 From: Bryn Pickering <17178478+brynpickering@users.noreply.github.com> Date: Fri, 5 Apr 2024 20:52:22 +0200 Subject: [PATCH] Fix notebooks --- examples/01_basics.ipynb | 305 +- examples/02a_tabular_read_write.ipynb | 512 ++- examples/02b_matsim_read_write.ipynb | 64 +- examples/03_read_modify_write.ipynb | 467 ++- examples/04_point_sampling.ipynb | 514 ++- examples/05_activity_plots.ipynb | 139 +- examples/05_policies_walk_through.ipynb | 1227 ++++-- examples/06_travel_plots.ipynb | 230 +- examples/07_travel_survey_to_matsim.ipynb | 2818 +++++++++++-- examples/08_toy_matsim_population.ipynb | 3563 ++++++++++++++++- examples/09_advanced_policies.ipynb | 1092 +++-- examples/10_advanced_spatial_sampling.ipynb | 318 +- examples/11_Advanced_Plan_Rescheduling.ipynb | 285 +- examples/12_Advanced_Adding_Vehicles.ipynb | 321 +- examples/13_Advanced_Freight_Synthesis.ipynb | 448 ++- examples/14_Advanced_Plan_Cropping.ipynb | 250 +- examples/15_advanced_choice_modelling.ipynb | 338 +- .../16_advanced_matsim_warmstarting.ipynb | 69 +- .../17_advanced_discretionary_locations.ipynb | 436 +- examples/18_advanced_ipf.ipynb | 338 +- 20 files changed, 11674 insertions(+), 2060 deletions(-) diff --git a/examples/01_basics.ipynb b/examples/01_basics.ipynb index 6e393779..02cf0f5f 100644 --- a/examples/01_basics.ipynb +++ b/examples/01_basics.ipynb @@ -41,25 +41,13 @@ "id": "d9a7fd44", "metadata": { "execution": { - "iopub.execute_input": "2024-04-04T10:40:59.019761Z", - "iopub.status.busy": "2024-04-04T10:40:59.019761Z", - "iopub.status.idle": "2024-04-04T10:40:59.265836Z", - "shell.execute_reply": "2024-04-04T10:40:59.265327Z" + "iopub.execute_input": "2024-04-05T15:20:52.987455Z", + "iopub.status.busy": "2024-04-05T15:20:52.987175Z", + "iopub.status.idle": "2024-04-05T15:21:33.872857Z", + "shell.execute_reply": "2024-04-05T15:21:33.872362Z" } }, - "outputs": [ - { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'pam'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[1], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcore\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Household, Person, Population\n", - "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'pam'" - ] - } - ], + "outputs": [], "source": [ "from pam.core import Household, Person, Population" ] @@ -74,13 +62,24 @@ "start_time": "2021-03-19T16:00:15.471358Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:09.897445Z", - "iopub.status.busy": "2023-09-22T10:52:09.897274Z", - "iopub.status.idle": "2023-09-22T10:52:09.901264Z", - "shell.execute_reply": "2023-09-22T10:52:09.900968Z" + "iopub.execute_input": "2024-04-05T15:21:33.877148Z", + "iopub.status.busy": "2024-04-05T15:21:33.876874Z", + "iopub.status.idle": "2024-04-05T15:21:33.883511Z", + "shell.execute_reply": "2024-04-05T15:21:33.883137Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'num_households': 1, 'num_people': 1, 'num_activities': 0, 'num_legs': 0}" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "population = Population() # initialise an empty population\n", "household = Household(hid=0)\n", @@ -98,13 +97,24 @@ "id": "aef23aca", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:09.903609Z", - "iopub.status.busy": "2023-09-22T10:52:09.903503Z", - "iopub.status.idle": "2023-09-22T10:52:09.922171Z", - "shell.execute_reply": "2023-09-22T10:52:09.921825Z" + "iopub.execute_input": "2024-04-05T15:21:33.888161Z", + "iopub.status.busy": "2024-04-05T15:21:33.887960Z", + "iopub.status.idle": "2024-04-05T15:21:33.891921Z", + "shell.execute_reply": "2024-04-05T15:21:33.891484Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'num_households': 1, 'num_people': 1, 'num_activities': 0, 'num_legs': 0}" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# If you are not modelling household, the above is equivalent to:\n", "population = Population()\n", @@ -136,10 +146,10 @@ "id": "2c567aea", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:09.923686Z", - "iopub.status.busy": "2023-09-22T10:52:09.923576Z", - "iopub.status.idle": "2023-09-22T10:52:09.925702Z", - "shell.execute_reply": "2023-09-22T10:52:09.925394Z" + "iopub.execute_input": "2024-04-05T15:21:33.894247Z", + "iopub.status.busy": "2024-04-05T15:21:33.894059Z", + "iopub.status.idle": "2024-04-05T15:21:33.896774Z", + "shell.execute_reply": "2024-04-05T15:21:33.896362Z" } }, "outputs": [], @@ -154,13 +164,22 @@ "id": "87a6626d", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:09.927189Z", - "iopub.status.busy": "2023-09-22T10:52:09.927075Z", - "iopub.status.idle": "2023-09-22T10:52:09.933106Z", - "shell.execute_reply": "2023-09-22T10:52:09.932774Z" + "iopub.execute_input": "2024-04-05T15:21:33.898945Z", + "iopub.status.busy": "2024-04-05T15:21:33.898774Z", + "iopub.status.idle": "2024-04-05T15:21:33.902512Z", + "shell.execute_reply": "2024-04-05T15:21:33.902114Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Activity(act:home, location:A, time:00:00:00 --> 07:25:00, duration:7:25:00)\n", + "Leg(mode:car, area:A --> B, time:07:25:00 --> 08:25:00, duration:1:00:00)\n" + ] + } + ], "source": [ "activity = Activity(act=\"home\", area=\"A\", start_time=mtdt(0), end_time=mtdt(445))\n", "trip = Trip(mode=\"car\", start_area=\"A\", end_area=\"B\", start_time=mtdt(445), end_time=mtdt(505))\n", @@ -183,13 +202,25 @@ "id": "3bcf3bd5", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:09.935001Z", - "iopub.status.busy": "2023-09-22T10:52:09.934758Z", - "iopub.status.idle": "2023-09-22T10:52:09.938014Z", - "shell.execute_reply": "2023-09-22T10:52:09.937609Z" + "iopub.execute_input": "2024-04-05T15:21:33.904645Z", + "iopub.status.busy": "2024-04-05T15:21:33.904466Z", + "iopub.status.idle": "2024-04-05T15:21:33.908562Z", + "shell.execute_reply": "2024-04-05T15:21:33.908201Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Person: 0\n", + "{'type': 'example'}\n", + "0:\tActivity(act:home, location:A, time:00:00:00 --> 07:25:00, duration:7:25:00)\n", + "1:\tLeg(mode:car, area:A --> B, time:07:25:00 --> 08:25:00, duration:1:00:00)\n", + "2:\tActivity(act:hotel, location:B, time:08:25:00 --> 16:40:00, duration:8:15:00)\n" + ] + } + ], "source": [ "person = Person(pid=0, attributes={\"type\": \"example\"})\n", "\n", @@ -207,13 +238,24 @@ "id": "6566df0f", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:09.939525Z", - "iopub.status.busy": "2023-09-22T10:52:09.939410Z", - "iopub.status.idle": "2023-09-22T10:52:10.043096Z", - "shell.execute_reply": "2023-09-22T10:52:10.042769Z" + "iopub.execute_input": "2024-04-05T15:21:33.910653Z", + "iopub.status.busy": "2024-04-05T15:21:33.910473Z", + "iopub.status.idle": "2024-04-05T15:21:35.401205Z", + "shell.execute_reply": "2024-04-05T15:21:35.400694Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "person.plot()" ] @@ -239,10 +281,10 @@ "id": "8b0d4795", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:10.044766Z", - "iopub.status.busy": "2023-09-22T10:52:10.044649Z", - "iopub.status.idle": "2023-09-22T10:52:10.046968Z", - "shell.execute_reply": "2023-09-22T10:52:10.046548Z" + "iopub.execute_input": "2024-04-05T15:21:35.403910Z", + "iopub.status.busy": "2024-04-05T15:21:35.403705Z", + "iopub.status.idle": "2024-04-05T15:21:35.406604Z", + "shell.execute_reply": "2024-04-05T15:21:35.406224Z" } }, "outputs": [], @@ -256,13 +298,25 @@ "id": "432dec5f", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:10.048788Z", - "iopub.status.busy": "2023-09-22T10:52:10.048644Z", - "iopub.status.idle": "2023-09-22T10:52:10.052534Z", - "shell.execute_reply": "2023-09-22T10:52:10.052201Z" + "iopub.execute_input": "2024-04-05T15:21:35.413686Z", + "iopub.status.busy": "2024-04-05T15:21:35.413460Z", + "iopub.status.idle": "2024-04-05T15:21:35.419951Z", + "shell.execute_reply": "2024-04-05T15:21:35.419515Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Person: 0\n", + "{'type': 'example'}\n", + "0:\tActivity(act:home, location:POINT (0 0), time:00:00:00 --> 07:25:00, duration:7:25:00)\n", + "1:\tLeg(mode:car, area:POINT (0 0) --> POINT (1234 1234), time:07:25:00 --> 08:25:00, duration:1:00:00)\n", + "2:\tActivity(act:hotel, location:B, time:08:25:00 --> 16:40:00, duration:8:15:00)\n" + ] + } + ], "source": [ "person = Person(pid=0, attributes={\"type\": \"example\"})\n", "\n", @@ -305,10 +359,10 @@ "id": "535990c8", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:10.054034Z", - "iopub.status.busy": "2023-09-22T10:52:10.053942Z", - "iopub.status.idle": "2023-09-22T10:52:10.055913Z", - "shell.execute_reply": "2023-09-22T10:52:10.055498Z" + "iopub.execute_input": "2024-04-05T15:21:35.422255Z", + "iopub.status.busy": "2024-04-05T15:21:35.422032Z", + "iopub.status.idle": "2024-04-05T15:21:35.425043Z", + "shell.execute_reply": "2024-04-05T15:21:35.424586Z" } }, "outputs": [], @@ -326,10 +380,10 @@ "start_time": "2021-03-19T16:00:15.495149Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:10.057485Z", - "iopub.status.busy": "2023-09-22T10:52:10.057363Z", - "iopub.status.idle": "2023-09-22T10:52:10.061892Z", - "shell.execute_reply": "2023-09-22T10:52:10.061601Z" + "iopub.execute_input": "2024-04-05T15:21:35.427524Z", + "iopub.status.busy": "2024-04-05T15:21:35.427271Z", + "iopub.status.idle": "2024-04-05T15:21:35.434127Z", + "shell.execute_reply": "2024-04-05T15:21:35.433601Z" } }, "outputs": [], @@ -399,14 +453,25 @@ "start_time": "2021-03-19T16:00:15.554021Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:10.063397Z", - "iopub.status.busy": "2023-09-22T10:52:10.063301Z", - "iopub.status.idle": "2023-09-22T10:52:10.216112Z", - "shell.execute_reply": "2023-09-22T10:52:10.215823Z" + "iopub.execute_input": "2024-04-05T15:21:35.436632Z", + "iopub.status.busy": "2024-04-05T15:21:35.436418Z", + "iopub.status.idle": "2024-04-05T15:21:35.639362Z", + "shell.execute_reply": "2024-04-05T15:21:35.638967Z" }, "scrolled": false }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "the_smiths.plot()" ] @@ -421,10 +486,10 @@ "start_time": "2021-03-19T16:00:15.776669Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:10.217699Z", - "iopub.status.busy": "2023-09-22T10:52:10.217576Z", - "iopub.status.idle": "2023-09-22T10:52:10.222515Z", - "shell.execute_reply": "2023-09-22T10:52:10.222147Z" + "iopub.execute_input": "2024-04-05T15:21:35.641463Z", + "iopub.status.busy": "2024-04-05T15:21:35.641299Z", + "iopub.status.idle": "2024-04-05T15:21:35.647957Z", + "shell.execute_reply": "2024-04-05T15:21:35.647548Z" } }, "outputs": [], @@ -492,13 +557,24 @@ "id": "fd4b1aa8", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:10.224017Z", - "iopub.status.busy": "2023-09-22T10:52:10.223908Z", - "iopub.status.idle": "2023-09-22T10:52:10.306467Z", - "shell.execute_reply": "2023-09-22T10:52:10.306126Z" + "iopub.execute_input": "2024-04-05T15:21:35.650036Z", + "iopub.status.busy": "2024-04-05T15:21:35.649870Z", + "iopub.status.idle": "2024-04-05T15:21:35.762813Z", + "shell.execute_reply": "2024-04-05T15:21:35.761936Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "milkman.plot()" ] @@ -519,10 +595,10 @@ "id": "df4c68b4", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:10.308108Z", - "iopub.status.busy": "2023-09-22T10:52:10.307967Z", - "iopub.status.idle": "2023-09-22T10:52:10.310734Z", - "shell.execute_reply": "2023-09-22T10:52:10.310381Z" + "iopub.execute_input": "2024-04-05T15:21:35.767160Z", + "iopub.status.busy": "2024-04-05T15:21:35.766645Z", + "iopub.status.idle": "2024-04-05T15:21:35.771246Z", + "shell.execute_reply": "2024-04-05T15:21:35.770756Z" } }, "outputs": [], @@ -570,13 +646,35 @@ "id": "0adece81", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:10.312143Z", - "iopub.status.busy": "2023-09-22T10:52:10.312042Z", - "iopub.status.idle": "2023-09-22T10:52:10.395135Z", - "shell.execute_reply": "2023-09-22T10:52:10.394833Z" + "iopub.execute_input": "2024-04-05T15:21:35.781047Z", + "iopub.status.busy": "2024-04-05T15:21:35.777984Z", + "iopub.status.idle": "2024-04-05T15:21:35.959558Z", + "shell.execute_reply": "2024-04-05T15:21:35.959131Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Activity(act:home, location:POINT (0 0), time:00:00:00 --> 07:25:00, duration:7:25:00)\n", + "Leg(mode:car, area:POINT (0 0) --> POINT (1234 1234), time:07:25:00 --> 08:25:00, duration:1:00:00)\n", + "Activity(act:work, location:POINT (1233 1234), time:08:25:00 --> 16:30:00, duration:8:05:00)\n", + "Leg(mode:car, area:POINT (1234 1234) --> POINT (0 0), time:16:30:00 --> 17:30:00, duration:1:00:00)\n", + "Activity(act:home, location:POINT (0 0), time:17:30:00 --> 00:00:00, duration:6:30:00)\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "from copy import deepcopy\n", "\n", @@ -621,10 +719,10 @@ "id": "cbeef986", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:10.396722Z", - "iopub.status.busy": "2023-09-22T10:52:10.396614Z", - "iopub.status.idle": "2023-09-22T10:52:10.398610Z", - "shell.execute_reply": "2023-09-22T10:52:10.398286Z" + "iopub.execute_input": "2024-04-05T15:21:35.964172Z", + "iopub.status.busy": "2024-04-05T15:21:35.963924Z", + "iopub.status.idle": "2024-04-05T15:21:35.967062Z", + "shell.execute_reply": "2024-04-05T15:21:35.966541Z" } }, "outputs": [], @@ -643,13 +741,28 @@ "start_time": "2021-03-19T16:00:16.051617Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:10.400002Z", - "iopub.status.busy": "2023-09-22T10:52:10.399901Z", - "iopub.status.idle": "2023-09-22T10:52:10.919979Z", - "shell.execute_reply": "2023-09-22T10:52:10.919672Z" + "iopub.execute_input": "2024-04-05T15:21:35.969904Z", + "iopub.status.busy": "2024-04-05T15:21:35.969683Z", + "iopub.status.idle": "2024-04-05T15:21:42.669497Z", + "shell.execute_reply": "2024-04-05T15:21:42.669039Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Missing person weight in hh Smiths, returning None.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Missing person weight in hh milk_bot, returning None.\n" + ] + } + ], "source": [ "to_csv(population=population, dir=\"tmp\")\n", "write_matsim(population=population, plans_path=\"tmp/plans.xml\")" @@ -672,7 +785,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.8" + "version": "3.10.13" }, "toc": { "base_numbering": 1, diff --git a/examples/02a_tabular_read_write.ipynb b/examples/02a_tabular_read_write.ipynb index 9fe26196..117354ec 100644 --- a/examples/02a_tabular_read_write.ipynb +++ b/examples/02a_tabular_read_write.ipynb @@ -24,22 +24,25 @@ "start_time": "2020-05-18T14:31:06.133057Z" }, "execution": { - "iopub.execute_input": "2024-04-04T10:40:24.671795Z", - "iopub.status.busy": "2024-04-04T10:40:24.671795Z", - "iopub.status.idle": "2024-04-04T10:40:25.250433Z", - "shell.execute_reply": "2024-04-04T10:40:25.250433Z" + "iopub.execute_input": "2024-04-05T15:21:44.586401Z", + "iopub.status.busy": "2024-04-05T15:21:44.586270Z", + "iopub.status.idle": "2024-04-05T15:21:45.785367Z", + "shell.execute_reply": "2024-04-05T15:21:45.784939Z" } }, "outputs": [ { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'pam'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[1], line 4\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mos\u001b[39;00m\n\u001b[0;32m 3\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mpandas\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mpd\u001b[39;00m\n\u001b[1;32m----> 4\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m read\n", - "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'pam'" + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/6n/0h9tynqn581fxsytcc863h94tm217b/T/ipykernel_94144/712642697.py:3: DeprecationWarning: \n", + "Pyarrow will become a required dependency of pandas in the next major release of pandas (pandas 3.0),\n", + "(to allow more performant data types, such as the Arrow string type, and better interoperability with other libraries)\n", + "but was not found to be installed on your system.\n", + "If this would cause problems for you,\n", + "please provide us feedback at https://github.com/pandas-dev/pandas/issues/54466\n", + " \n", + " import pandas as pd\n" ] } ], @@ -103,13 +106,239 @@ "start_time": "2020-05-18T13:40:08.557000Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:13.626292Z", - "iopub.status.busy": "2023-09-22T10:52:13.626133Z", - "iopub.status.idle": "2023-09-22T10:52:13.637252Z", - "shell.execute_reply": "2023-09-22T10:52:13.636957Z" + "iopub.execute_input": "2024-04-05T15:21:45.787921Z", + "iopub.status.busy": "2024-04-05T15:21:45.787528Z", + "iopub.status.idle": "2024-04-05T15:21:45.801901Z", + "shell.execute_reply": "2024-04-05T15:21:45.801453Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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pidhidseqhzoneozonedzonepurpmodetsttetfreq
uid
0census_0census_00HarrowHarrowCamdenworkpt4444731000
1census_0census_01HarrowCamdenHarrowworkpt8909191000
2census_1census_10GreenwichGreenwichTower Hamletsworkpt5075281000
3census_1census_11GreenwichTower HamletsGreenwichworkpt106510861000
4census_2census_20CroydonCroydonCroydonworkpt4224251000
5census_2census_21CroydonCroydonCroydonworkpt9179201000
6census_3census_30HaringeyHaringeyRedbridgeworkpt4284471000
7census_3census_31HaringeyRedbridgeHaringeyworkpt100710261000
8census_4census_40HounslowHounslowWestminster,City of Londonworkcar4835161000
9census_4census_41HounslowWestminster,City of LondonHounslowworkcar101710501000
\n", + "
" + ], + "text/plain": [ + " pid hid seq hzone ozone \\\n", + "uid \n", + "0 census_0 census_0 0 Harrow Harrow \n", + "1 census_0 census_0 1 Harrow Camden \n", + "2 census_1 census_1 0 Greenwich Greenwich \n", + "3 census_1 census_1 1 Greenwich Tower Hamlets \n", + "4 census_2 census_2 0 Croydon Croydon \n", + "5 census_2 census_2 1 Croydon Croydon \n", + "6 census_3 census_3 0 Haringey Haringey \n", + "7 census_3 census_3 1 Haringey Redbridge \n", + "8 census_4 census_4 0 Hounslow Hounslow \n", + "9 census_4 census_4 1 Hounslow Westminster,City of London \n", + "\n", + " dzone purp mode tst tet freq \n", + "uid \n", + "0 Camden work pt 444 473 1000 \n", + "1 Harrow work pt 890 919 1000 \n", + "2 Tower Hamlets work pt 507 528 1000 \n", + "3 Greenwich work pt 1065 1086 1000 \n", + "4 Croydon work pt 422 425 1000 \n", + "5 Croydon work pt 917 920 1000 \n", + "6 Redbridge work pt 428 447 1000 \n", + "7 Haringey work pt 1007 1026 1000 \n", + "8 Westminster,City of London work car 483 516 1000 \n", + "9 Hounslow work car 1017 1050 1000 " + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "trips = pd.read_csv(\n", " os.path.join(\"data\", \"example_data\", \"example_travel_diaries.csv\"), index_col=\"uid\"\n", @@ -125,13 +354,142 @@ "execution_count": 3, "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:13.638783Z", - "iopub.status.busy": "2023-09-22T10:52:13.638688Z", - "iopub.status.idle": "2023-09-22T10:52:13.642330Z", - "shell.execute_reply": "2023-09-22T10:52:13.642036Z" + "iopub.execute_input": "2024-04-05T15:21:45.806398Z", + "iopub.status.busy": "2024-04-05T15:21:45.806214Z", + "iopub.status.idle": "2024-04-05T15:21:45.812470Z", + "shell.execute_reply": "2024-04-05T15:21:45.811752Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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genderjoboccinc
pid
census_0femaleworkwhitelow
census_1femaleworkwhitelow
census_2maleworkbluehigh
census_3maleworkbluelow
census_4maleworkbluemedium
census_5othereducationwhitemedium
census_6femaleworkbluelow
census_7maleeducationwhitehigh
census_8femaleworkbluemedium
census_9femaleworkwhitelow
\n", + "
" + ], + "text/plain": [ + " gender job occ inc\n", + "pid \n", + "census_0 female work white low\n", + "census_1 female work white low\n", + "census_2 male work blue high\n", + "census_3 male work blue low\n", + "census_4 male work blue medium\n", + "census_5 other education white medium\n", + "census_6 female work blue low\n", + "census_7 male education white high\n", + "census_8 female work blue medium\n", + "census_9 female work white low" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "persons.head(10)" ] @@ -155,13 +513,42 @@ "start_time": "2020-05-18T13:40:08.632419Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:13.646304Z", - "iopub.status.busy": "2023-09-22T10:52:13.646136Z", - "iopub.status.idle": "2023-09-22T10:52:13.689782Z", - "shell.execute_reply": "2023-09-22T10:52:13.689482Z" + "iopub.execute_input": "2024-04-05T15:21:45.815057Z", + "iopub.status.busy": "2024-04-05T15:21:45.814843Z", + "iopub.status.idle": "2024-04-05T15:21:45.854550Z", + "shell.execute_reply": "2024-04-05T15:21:45.854102Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using tour based purpose parser (recommended)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Adding pid->hh mapping to persons_attributes from trips.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Adding home locations to persons attributes using trips attributes.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using freq of 'None' for all trips.\n" + ] + } + ], "source": [ "population = read.load_travel_diary(trips, persons, trip_freq_as_person_freq=True)" ] @@ -192,13 +579,27 @@ "start_time": "2020-05-18T13:40:17.621499Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:13.691340Z", - "iopub.status.busy": "2023-09-22T10:52:13.691257Z", - "iopub.status.idle": "2023-09-22T10:52:13.693510Z", - "shell.execute_reply": "2023-09-22T10:52:13.693223Z" + "iopub.execute_input": "2024-04-05T15:21:45.856984Z", + "iopub.status.busy": "2024-04-05T15:21:45.856793Z", + "iopub.status.idle": "2024-04-05T15:21:45.859707Z", + "shell.execute_reply": "2024-04-05T15:21:45.859373Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Person: census_12\n", + "{'gender': 'female', 'job': 'education', 'occ': 'white', 'inc': 'high', 'hzone': 'Croydon'}\n", + "0:\tActivity(act:home, location:Croydon, time:00:00:00 --> 07:06:00, duration:7:06:00)\n", + "1:\tLeg(mode:pt, area:Croydon --> Tower Hamlets, time:07:06:00 --> 07:45:00, duration:0:39:00)\n", + "2:\tActivity(act:education, location:Tower Hamlets, time:07:45:00 --> 15:54:00, duration:8:09:00)\n", + "3:\tLeg(mode:pt, area:Tower Hamlets --> Croydon, time:15:54:00 --> 16:33:00, duration:0:39:00)\n", + "4:\tActivity(act:home, location:Croydon, time:16:33:00 --> 00:00:00, duration:7:27:00)\n" + ] + } + ], "source": [ "household = population.households[\"census_12\"]\n", "person = household.people[\"census_12\"]\n", @@ -210,13 +611,24 @@ "execution_count": 6, "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:13.694877Z", - "iopub.status.busy": "2023-09-22T10:52:13.694784Z", - "iopub.status.idle": "2023-09-22T10:52:13.800437Z", - "shell.execute_reply": "2023-09-22T10:52:13.800168Z" + "iopub.execute_input": "2024-04-05T15:21:45.861822Z", + "iopub.status.busy": "2024-04-05T15:21:45.861641Z", + "iopub.status.idle": "2024-04-05T15:21:46.000730Z", + "shell.execute_reply": "2024-04-05T15:21:46.000324Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "person.plot()" ] @@ -240,10 +652,10 @@ "start_time": "2020-05-18T13:40:19.133774Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:13.801863Z", - "iopub.status.busy": "2023-09-22T10:52:13.801765Z", - "iopub.status.idle": "2023-09-22T10:52:13.834658Z", - "shell.execute_reply": "2023-09-22T10:52:13.834253Z" + "iopub.execute_input": "2024-04-05T15:21:46.002837Z", + "iopub.status.busy": "2024-04-05T15:21:46.002665Z", + "iopub.status.idle": "2024-04-05T15:21:46.144976Z", + "shell.execute_reply": "2024-04-05T15:21:46.144409Z" } }, "outputs": [], @@ -265,10 +677,10 @@ "execution_count": 8, "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:13.836946Z", - "iopub.status.busy": "2023-09-22T10:52:13.836776Z", - "iopub.status.idle": "2023-09-22T10:52:13.851430Z", - "shell.execute_reply": "2023-09-22T10:52:13.850697Z" + "iopub.execute_input": "2024-04-05T15:21:46.147677Z", + "iopub.status.busy": "2024-04-05T15:21:46.147475Z", + "iopub.status.idle": "2024-04-05T15:21:46.301839Z", + "shell.execute_reply": "2024-04-05T15:21:46.301435Z" } }, "outputs": [], @@ -295,10 +707,10 @@ "start_time": "2020-05-18T13:40:22.714290Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:13.853673Z", - "iopub.status.busy": "2023-09-22T10:52:13.853534Z", - "iopub.status.idle": "2023-09-22T10:52:13.860152Z", - "shell.execute_reply": "2023-09-22T10:52:13.859767Z" + "iopub.execute_input": "2024-04-05T15:21:46.304147Z", + "iopub.status.busy": "2024-04-05T15:21:46.303984Z", + "iopub.status.idle": "2024-04-05T15:21:46.372718Z", + "shell.execute_reply": "2024-04-05T15:21:46.372274Z" } }, "outputs": [], @@ -323,7 +735,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.8" + "version": "3.10.13" }, "latex_envs": { "LaTeX_envs_menu_present": true, diff --git a/examples/02b_matsim_read_write.ipynb b/examples/02b_matsim_read_write.ipynb index 2ef3ac13..5c9bfe38 100644 --- a/examples/02b_matsim_read_write.ipynb +++ b/examples/02b_matsim_read_write.ipynb @@ -24,25 +24,13 @@ "start_time": "2020-05-18T14:31:06.133057Z" }, "execution": { - "iopub.execute_input": "2024-04-04T10:40:59.019761Z", - "iopub.status.busy": "2024-04-04T10:40:59.018761Z", - "iopub.status.idle": "2024-04-04T10:40:59.265836Z", - "shell.execute_reply": "2024-04-04T10:40:59.265836Z" + "iopub.execute_input": "2024-04-05T15:20:52.985796Z", + "iopub.status.busy": "2024-04-05T15:20:52.985562Z", + "iopub.status.idle": "2024-04-05T15:21:33.988862Z", + "shell.execute_reply": "2024-04-05T15:21:33.988315Z" } }, - "outputs": [ - { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'pam'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[1], line 3\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mos\u001b[39;00m\n\u001b[1;32m----> 3\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m read\n", - "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'pam'" - ] - } - ], + "outputs": [], "source": [ "import os\n", "\n", @@ -68,13 +56,27 @@ "start_time": "2020-05-18T13:40:08.557000Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:09.923714Z", - "iopub.status.busy": "2023-09-22T10:52:09.923529Z", - "iopub.status.idle": "2023-09-22T10:52:09.943255Z", - "shell.execute_reply": "2023-09-22T10:52:09.942840Z" + "iopub.execute_input": "2024-04-05T15:21:33.993493Z", + "iopub.status.busy": "2024-04-05T15:21:33.993223Z", + "iopub.status.idle": "2024-04-05T15:21:34.044982Z", + "shell.execute_reply": "2024-04-05T15:21:34.044602Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'num_households': 51,\n", + " 'num_people': 51,\n", + " 'num_activities': 153,\n", + " 'num_legs': 102}" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "population = read.read_matsim(plans_path=os.path.join(\"data\", \"example_data\", \"example_plans.xml\"))\n", "population.stats" @@ -94,10 +96,10 @@ "execution_count": 3, "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:09.965932Z", - "iopub.status.busy": "2023-09-22T10:52:09.965678Z", - "iopub.status.idle": "2023-09-22T10:52:09.988187Z", - "shell.execute_reply": "2023-09-22T10:52:09.987789Z" + "iopub.execute_input": "2024-04-05T15:21:34.075604Z", + "iopub.status.busy": "2024-04-05T15:21:34.075363Z", + "iopub.status.idle": "2024-04-05T15:21:34.111213Z", + "shell.execute_reply": "2024-04-05T15:21:34.110701Z" } }, "outputs": [], @@ -137,10 +139,10 @@ "execution_count": 4, "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:09.989729Z", - "iopub.status.busy": "2023-09-22T10:52:09.989627Z", - "iopub.status.idle": "2023-09-22T10:52:10.015293Z", - "shell.execute_reply": "2023-09-22T10:52:10.014977Z" + "iopub.execute_input": "2024-04-05T15:21:34.113593Z", + "iopub.status.busy": "2024-04-05T15:21:34.113403Z", + "iopub.status.idle": "2024-04-05T15:21:34.204085Z", + "shell.execute_reply": "2024-04-05T15:21:34.203676Z" } }, "outputs": [], @@ -190,7 +192,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.8" + "version": "3.10.13" }, "latex_envs": { "LaTeX_envs_menu_present": true, diff --git a/examples/03_read_modify_write.ipynb b/examples/03_read_modify_write.ipynb index ff29f265..87904f06 100644 --- a/examples/03_read_modify_write.ipynb +++ b/examples/03_read_modify_write.ipynb @@ -32,25 +32,13 @@ "start_time": "2020-05-18T14:31:06.133057Z" }, "execution": { - "iopub.execute_input": "2024-04-04T10:40:24.703118Z", - "iopub.status.busy": "2024-04-04T10:40:24.703118Z", - "iopub.status.idle": "2024-04-04T10:40:25.706880Z", - "shell.execute_reply": "2024-04-04T10:40:25.706880Z" + "iopub.execute_input": "2024-04-05T15:21:36.418420Z", + "iopub.status.busy": "2024-04-05T15:21:36.417935Z", + "iopub.status.idle": "2024-04-05T15:21:38.530106Z", + "shell.execute_reply": "2024-04-05T15:21:38.529504Z" } }, - "outputs": [ - { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'pam'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[1], line 7\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mpandas\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mpd\u001b[39;00m\n\u001b[0;32m 6\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mmatplotlib\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m pyplot \u001b[38;5;28;01mas\u001b[39;00m plt\n\u001b[1;32m----> 7\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m policy, read\n\u001b[0;32m 8\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpolicy\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m apply_policies\n\u001b[0;32m 10\u001b[0m get_ipython()\u001b[38;5;241m.\u001b[39mrun_line_magic(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mmatplotlib\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124minline\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", - "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'pam'" - ] - } - ], + "outputs": [], "source": [ "import os\n", "from collections import defaultdict\n", @@ -87,10 +75,10 @@ "start_time": "2020-05-18T13:40:08.557000Z" }, "execution": { - "iopub.execute_input": "2023-09-29T13:18:40.283131Z", - "iopub.status.busy": "2023-09-29T13:18:40.282868Z", - "iopub.status.idle": "2023-09-29T13:18:40.290128Z", - "shell.execute_reply": "2023-09-29T13:18:40.289676Z" + "iopub.execute_input": "2024-04-05T15:21:38.532837Z", + "iopub.status.busy": "2024-04-05T15:21:38.532576Z", + "iopub.status.idle": "2024-04-05T15:21:38.619211Z", + "shell.execute_reply": "2024-04-05T15:21:38.618134Z" } }, "outputs": [], @@ -112,13 +100,239 @@ "start_time": "2020-05-18T13:40:08.591798Z" }, "execution": { - "iopub.execute_input": "2023-09-29T13:18:40.292437Z", - "iopub.status.busy": "2023-09-29T13:18:40.292249Z", - "iopub.status.idle": "2023-09-29T13:18:40.303349Z", - "shell.execute_reply": "2023-09-29T13:18:40.302497Z" + "iopub.execute_input": "2024-04-05T15:21:38.626470Z", + "iopub.status.busy": "2024-04-05T15:21:38.625883Z", + "iopub.status.idle": "2024-04-05T15:21:38.736562Z", + "shell.execute_reply": "2024-04-05T15:21:38.733915Z" } }, - 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pidhidseqhzoneozonedzonepurpmodetsttetfreq
uid
0census_0census_00HarrowHarrowCamdenworkpt4444731000
1census_0census_01HarrowCamdenHarrowworkpt8909191000
2census_1census_10GreenwichGreenwichTower Hamletsworkpt5075281000
3census_1census_11GreenwichTower HamletsGreenwichworkpt106510861000
4census_2census_20CroydonCroydonCroydonworkpt4224251000
5census_2census_21CroydonCroydonCroydonworkpt9179201000
6census_3census_30HaringeyHaringeyRedbridgeworkpt4284471000
7census_3census_31HaringeyRedbridgeHaringeyworkpt100710261000
8census_4census_40HounslowHounslowWestminster,City of Londonworkcar4835161000
9census_4census_41HounslowWestminster,City of LondonHounslowworkcar101710501000
\n", + "
" + ], + "text/plain": [ + " pid hid seq hzone ozone \\\n", + "uid \n", + "0 census_0 census_0 0 Harrow Harrow \n", + "1 census_0 census_0 1 Harrow Camden \n", + "2 census_1 census_1 0 Greenwich Greenwich \n", + "3 census_1 census_1 1 Greenwich Tower Hamlets \n", + "4 census_2 census_2 0 Croydon Croydon \n", + "5 census_2 census_2 1 Croydon Croydon \n", + "6 census_3 census_3 0 Haringey Haringey \n", + "7 census_3 census_3 1 Haringey Redbridge \n", + "8 census_4 census_4 0 Hounslow Hounslow \n", + "9 census_4 census_4 1 Hounslow Westminster,City of London \n", + "\n", + " dzone purp mode tst tet freq \n", + "uid \n", + "0 Camden work pt 444 473 1000 \n", + "1 Harrow work pt 890 919 1000 \n", + "2 Tower Hamlets work pt 507 528 1000 \n", + "3 Greenwich work pt 1065 1086 1000 \n", + "4 Croydon work pt 422 425 1000 \n", + "5 Croydon work pt 917 920 1000 \n", + "6 Redbridge work pt 428 447 1000 \n", + "7 Haringey work pt 1007 1026 1000 \n", + "8 Westminster,City of London work car 483 516 1000 \n", + "9 Hounslow work car 1017 1050 1000 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "trips.head(10)" ] @@ -142,13 +356,42 @@ "start_time": "2020-05-18T13:40:08.632419Z" }, "execution": { - "iopub.execute_input": "2023-09-29T13:18:40.306008Z", - "iopub.status.busy": "2023-09-29T13:18:40.305651Z", - "iopub.status.idle": "2023-09-29T13:18:40.347746Z", - "shell.execute_reply": "2023-09-29T13:18:40.347284Z" + "iopub.execute_input": "2024-04-05T15:21:38.741181Z", + "iopub.status.busy": "2024-04-05T15:21:38.740958Z", + "iopub.status.idle": "2024-04-05T15:21:38.873843Z", + "shell.execute_reply": "2024-04-05T15:21:38.873407Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using tour based purpose parser (recommended)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Adding pid->hh mapping to persons_attributes from trips.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Adding home locations to persons attributes using trips attributes.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using freq of 'None' for all trips.\n" + ] + } + ], "source": [ "population = read.load_travel_diary(trips, attributes, trip_freq_as_person_freq=True)" ] @@ -175,13 +418,27 @@ "start_time": "2020-05-18T13:40:17.621499Z" }, "execution": { - "iopub.execute_input": "2023-09-29T13:18:40.350424Z", - "iopub.status.busy": "2023-09-29T13:18:40.350141Z", - "iopub.status.idle": "2023-09-29T13:18:40.353568Z", - "shell.execute_reply": "2023-09-29T13:18:40.353074Z" + "iopub.execute_input": "2024-04-05T15:21:38.876459Z", + "iopub.status.busy": "2024-04-05T15:21:38.876121Z", + "iopub.status.idle": "2024-04-05T15:21:38.879514Z", + "shell.execute_reply": "2024-04-05T15:21:38.879010Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Person: census_12\n", + "{'gender': 'female', 'job': 'education', 'occ': 'white', 'inc': 'high', 'hzone': 'Croydon'}\n", + "0:\tActivity(act:home, location:Croydon, time:00:00:00 --> 07:06:00, duration:7:06:00)\n", + "1:\tLeg(mode:pt, area:Croydon --> Tower Hamlets, time:07:06:00 --> 07:45:00, duration:0:39:00)\n", + "2:\tActivity(act:education, location:Tower Hamlets, time:07:45:00 --> 15:54:00, duration:8:09:00)\n", + "3:\tLeg(mode:pt, area:Tower Hamlets --> Croydon, time:15:54:00 --> 16:33:00, duration:0:39:00)\n", + "4:\tActivity(act:home, location:Croydon, time:16:33:00 --> 00:00:00, duration:7:27:00)\n" + ] + } + ], "source": [ "household = population.households[\"census_12\"]\n", "person = household.people[\"census_12\"]\n", @@ -207,10 +464,10 @@ "start_time": "2020-05-18T13:40:17.665079Z" }, "execution": { - "iopub.execute_input": "2023-09-29T13:18:40.355755Z", - "iopub.status.busy": "2023-09-29T13:18:40.355575Z", - "iopub.status.idle": "2023-09-29T13:18:40.360450Z", - "shell.execute_reply": "2023-09-29T13:18:40.360064Z" + "iopub.execute_input": "2024-04-05T15:21:38.881746Z", + "iopub.status.busy": "2024-04-05T15:21:38.881554Z", + "iopub.status.idle": "2024-04-05T15:21:38.886708Z", + "shell.execute_reply": "2024-04-05T15:21:38.886270Z" } }, "outputs": [], @@ -258,13 +515,24 @@ "start_time": "2020-05-18T13:40:17.683814Z" }, "execution": { - "iopub.execute_input": "2023-09-29T13:18:40.362462Z", - "iopub.status.busy": "2023-09-29T13:18:40.362274Z", - "iopub.status.idle": "2023-09-29T13:18:40.365390Z", - "shell.execute_reply": "2023-09-29T13:18:40.364942Z" + "iopub.execute_input": "2024-04-05T15:21:38.889040Z", + "iopub.status.busy": "2024-04-05T15:21:38.888775Z", + "iopub.status.idle": "2024-04-05T15:21:38.892055Z", + "shell.execute_reply": "2024-04-05T15:21:38.891601Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Population total time at home: 0.76 million hours\n", + "Population total travel time: 0.03 million hours\n", + "Low income trips to Central London: 3000 trips\n", + "High income trips to Central London: 4000 trips\n" + ] + } + ], "source": [ "print_simple_stats(population)" ] @@ -278,10 +546,10 @@ "start_time": "2020-05-18T13:40:17.749264Z" }, "execution": { - "iopub.execute_input": "2023-09-29T13:18:40.367679Z", - "iopub.status.busy": "2023-09-29T13:18:40.367484Z", - "iopub.status.idle": "2023-09-29T13:18:40.372697Z", - "shell.execute_reply": "2023-09-29T13:18:40.372272Z" + "iopub.execute_input": "2024-04-05T15:21:38.894301Z", + "iopub.status.busy": "2024-04-05T15:21:38.894134Z", + "iopub.status.idle": "2024-04-05T15:21:38.899573Z", + "shell.execute_reply": "2024-04-05T15:21:38.899069Z" } }, "outputs": [], @@ -320,13 +588,24 @@ "start_time": "2020-05-18T13:40:17.786058Z" }, "execution": { - "iopub.execute_input": "2023-09-29T13:18:40.374926Z", - "iopub.status.busy": "2023-09-29T13:18:40.374730Z", - "iopub.status.idle": "2023-09-29T13:18:40.773071Z", - "shell.execute_reply": "2023-09-29T13:18:40.772588Z" + "iopub.execute_input": "2024-04-05T15:21:38.902291Z", + "iopub.status.busy": "2024-04-05T15:21:38.902072Z", + "iopub.status.idle": "2024-04-05T15:21:42.726598Z", + "shell.execute_reply": "2024-04-05T15:21:42.726085Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plot_simple_stats(population)" ] @@ -361,10 +640,10 @@ "start_time": "2020-05-18T13:40:19.133774Z" }, "execution": { - "iopub.execute_input": "2023-09-29T13:18:40.775453Z", - "iopub.status.busy": "2023-09-29T13:18:40.775298Z", - "iopub.status.idle": "2023-09-29T13:18:40.804033Z", - "shell.execute_reply": "2023-09-29T13:18:40.803538Z" + "iopub.execute_input": "2024-04-05T15:21:42.728980Z", + "iopub.status.busy": "2024-04-05T15:21:42.728806Z", + "iopub.status.idle": "2024-04-05T15:21:42.753409Z", + "shell.execute_reply": "2024-04-05T15:21:42.753046Z" } }, "outputs": [], @@ -386,13 +665,34 @@ "start_time": "2020-05-18T13:40:22.714290Z" }, "execution": { - "iopub.execute_input": "2023-09-29T13:18:40.806632Z", - "iopub.status.busy": "2023-09-29T13:18:40.806408Z", - "iopub.status.idle": "2023-09-29T13:18:41.067787Z", - "shell.execute_reply": "2023-09-29T13:18:41.067354Z" + "iopub.execute_input": "2024-04-05T15:21:42.755725Z", + "iopub.status.busy": "2024-04-05T15:21:42.755554Z", + "iopub.status.idle": "2024-04-05T15:21:43.011642Z", + "shell.execute_reply": "2024-04-05T15:21:43.011076Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Population total time at home: 0.67 million hours\n", + "Population total travel time: 0.02 million hours\n", + "Low income trips to Central London: 3000 trips\n", + "High income trips to Central London: 4000 trips\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "print_simple_stats(do_minimum)\n", "plot_simple_stats(do_minimum)" @@ -407,13 +707,34 @@ "start_time": "2020-05-18T13:40:23.300221Z" }, "execution": { - "iopub.execute_input": "2023-09-29T13:18:41.070240Z", - "iopub.status.busy": "2023-09-29T13:18:41.070048Z", - "iopub.status.idle": "2023-09-29T13:18:41.328096Z", - "shell.execute_reply": "2023-09-29T13:18:41.327641Z" + "iopub.execute_input": "2024-04-05T15:21:43.014117Z", + "iopub.status.busy": "2024-04-05T15:21:43.013932Z", + "iopub.status.idle": "2024-04-05T15:21:43.254276Z", + "shell.execute_reply": "2024-04-05T15:21:43.253913Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Population total time at home: 0.03 million hours\n", + "Population total travel time: 0.00 million hours\n", + "Low income trips to Central London: 1000 trips\n", + "High income trips to Central London: 0 trips\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "print_simple_stats(lockdown)\n", "plot_simple_stats(lockdown)" @@ -433,10 +754,10 @@ "execution_count": 13, "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:18:41.330379Z", - "iopub.status.busy": "2023-09-29T13:18:41.330168Z", - "iopub.status.idle": "2023-09-29T13:18:41.357015Z", - "shell.execute_reply": "2023-09-29T13:18:41.356534Z" + "iopub.execute_input": "2024-04-05T15:21:43.256525Z", + "iopub.status.busy": "2024-04-05T15:21:43.256342Z", + "iopub.status.idle": "2024-04-05T15:21:43.667385Z", + "shell.execute_reply": "2024-04-05T15:21:43.666918Z" } }, "outputs": [], @@ -462,7 +783,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.8" + "version": "3.10.13" }, "latex_envs": { "LaTeX_envs_menu_present": true, diff --git a/examples/04_point_sampling.ipynb b/examples/04_point_sampling.ipynb index f862ad72..dbdf72c3 100644 --- a/examples/04_point_sampling.ipynb +++ b/examples/04_point_sampling.ipynb @@ -21,25 +21,13 @@ "start_time": "2020-04-15T14:22:43.811833Z" }, "execution": { - "iopub.execute_input": "2024-04-04T10:40:26.766314Z", - "iopub.status.busy": "2024-04-04T10:40:26.765811Z", - "iopub.status.idle": "2024-04-04T10:40:27.759268Z", - "shell.execute_reply": "2024-04-04T10:40:27.759268Z" + "iopub.execute_input": "2024-04-05T15:21:45.178899Z", + "iopub.status.busy": "2024-04-05T15:21:45.178727Z", + "iopub.status.idle": "2024-04-05T15:21:46.152931Z", + "shell.execute_reply": "2024-04-05T15:21:46.152324Z" } }, - "outputs": [ - { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'pam'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[1], line 6\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mpandas\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mpd\u001b[39;00m\n\u001b[0;32m 5\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mmatplotlib\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m pyplot \u001b[38;5;28;01mas\u001b[39;00m plt\n\u001b[1;32m----> 6\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m read\n\u001b[0;32m 7\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01msamplers\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mspatial\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m RandomPointSampler\n", - "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'pam'" - ] - } - ], + "outputs": [], "source": [ "import os\n", "\n", @@ -59,13 +47,239 @@ "start_time": "2020-04-15T14:23:03.510974Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:15.739185Z", - "iopub.status.busy": "2023-09-22T10:52:15.739016Z", - "iopub.status.idle": "2023-09-22T10:52:15.756356Z", - "shell.execute_reply": "2023-09-22T10:52:15.756044Z" + "iopub.execute_input": "2024-04-05T15:21:46.156525Z", + "iopub.status.busy": "2024-04-05T15:21:46.156227Z", + "iopub.status.idle": "2024-04-05T15:21:46.174075Z", + "shell.execute_reply": "2024-04-05T15:21:46.172716Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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pidhidseqhzoneozonedzonepurpmodetsttetfreq
uid
0census_0census_00HarrowHarrowCamdenworkpt4444731000
1census_0census_01HarrowCamdenHarrowworkpt8909191000
2census_1census_10GreenwichGreenwichTower Hamletsworkpt5075281000
3census_1census_11GreenwichTower HamletsGreenwichworkpt106510861000
4census_2census_20CroydonCroydonCroydonworkpt4224251000
5census_2census_21CroydonCroydonCroydonworkpt9179201000
6census_3census_30HaringeyHaringeyRedbridgeworkpt4284471000
7census_3census_31HaringeyRedbridgeHaringeyworkpt100710261000
8census_4census_40HounslowHounslowWestminster,City of Londonworkcar4835161000
9census_4census_41HounslowWestminster,City of LondonHounslowworkcar101710501000
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" + ], + "text/plain": [ + " pid hid seq hzone ozone \\\n", + "uid \n", + "0 census_0 census_0 0 Harrow Harrow \n", + "1 census_0 census_0 1 Harrow Camden \n", + "2 census_1 census_1 0 Greenwich Greenwich \n", + "3 census_1 census_1 1 Greenwich Tower Hamlets \n", + "4 census_2 census_2 0 Croydon Croydon \n", + "5 census_2 census_2 1 Croydon Croydon \n", + "6 census_3 census_3 0 Haringey Haringey \n", + "7 census_3 census_3 1 Haringey Redbridge \n", + "8 census_4 census_4 0 Hounslow Hounslow \n", + "9 census_4 census_4 1 Hounslow Westminster,City of London \n", + "\n", + " dzone purp mode tst tet freq \n", + "uid \n", + "0 Camden work pt 444 473 1000 \n", + "1 Harrow work pt 890 919 1000 \n", + "2 Tower Hamlets work pt 507 528 1000 \n", + "3 Greenwich work pt 1065 1086 1000 \n", + "4 Croydon work pt 422 425 1000 \n", + "5 Croydon work pt 917 920 1000 \n", + "6 Redbridge work pt 428 447 1000 \n", + "7 Haringey work pt 1007 1026 1000 \n", + "8 Westminster,City of London work car 483 516 1000 \n", + "9 Hounslow work car 1017 1050 1000 " + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "trips = pd.read_csv(\n", " os.path.join(\"data\", \"example_data\", \"example_travel_diaries.csv\"), index_col=\"uid\"\n", @@ -81,13 +295,55 @@ "execution_count": 3, "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:15.758024Z", - "iopub.status.busy": "2023-09-22T10:52:15.757909Z", - "iopub.status.idle": "2023-09-22T10:52:15.781331Z", - "shell.execute_reply": "2023-09-22T10:52:15.781042Z" + "iopub.execute_input": "2024-04-05T15:21:46.178845Z", + "iopub.status.busy": "2024-04-05T15:21:46.178465Z", + "iopub.status.idle": "2024-04-05T15:21:46.233219Z", + "shell.execute_reply": "2024-04-05T15:21:46.232837Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using tour based purpose parser (recommended)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Adding pid->hh mapping to persons_attributes from trips.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Adding home locations to persons attributes using trips attributes.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using freq of 'None' for all persons.\n" + ] + }, + { + "data": { + "text/plain": [ + "{'num_households': 51,\n", + " 'num_people': 51,\n", + " 'num_activities': 152,\n", + " 'num_legs': 101}" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "population = read.load_travel_diary(trips, attributes)\n", "population.stats" @@ -107,13 +363,124 @@ "execution_count": 4, "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:15.782772Z", - "iopub.status.busy": "2023-09-22T10:52:15.782674Z", - "iopub.status.idle": "2023-09-22T10:52:15.985738Z", - "shell.execute_reply": "2023-09-22T10:52:15.985449Z" + "iopub.execute_input": "2024-04-05T15:21:46.235620Z", + "iopub.status.busy": "2024-04-05T15:21:46.235433Z", + "iopub.status.idle": "2024-04-05T15:21:46.466120Z", + "shell.execute_reply": "2024-04-05T15:21:46.465779Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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HECTARESNONLD_AREAONS_INNERSUB_2009SUB_2006geometry
NAME
Kingston upon Thames3726.1170.000FNoneNonePOLYGON ((516401.600 160201.800, 516407.300 16...
Croydon8649.4410.000FNoneNonePOLYGON ((535009.200 159504.700, 535005.500 15...
Bromley15013.4870.000FNoneNonePOLYGON ((540373.600 157530.400, 540361.200 15...
Hounslow5658.54160.755FNoneNonePOLYGON ((521975.800 178100.000, 521967.700 17...
Ealing5554.4280.000FNoneNonePOLYGON ((510253.500 182881.600, 510249.900 18...
\n", + "
" + ], + "text/plain": [ + " HECTARES NONLD_AREA ONS_INNER SUB_2009 SUB_2006 \\\n", + "NAME \n", + "Kingston upon Thames 3726.117 0.000 F None None \n", + "Croydon 8649.441 0.000 F None None \n", + "Bromley 15013.487 0.000 F None None \n", + "Hounslow 5658.541 60.755 F None None \n", + "Ealing 5554.428 0.000 F None None \n", + "\n", + " geometry \n", + "NAME \n", + "Kingston upon Thames POLYGON ((516401.600 160201.800, 516407.300 16... \n", + "Croydon POLYGON ((535009.200 159504.700, 535005.500 15... \n", + "Bromley POLYGON ((540373.600 157530.400, 540361.200 15... \n", + "Hounslow POLYGON ((521975.800 178100.000, 521967.700 17... \n", + "Ealing POLYGON ((510253.500 182881.600, 510249.900 18... " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "zones = gp.read_file(os.path.join(\"data\", \"example_data\", \"geometry.geojson\")).set_index(\"NAME\")\n", "zones.head()" @@ -124,10 +491,10 @@ "execution_count": 5, "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:15.987154Z", - "iopub.status.busy": "2023-09-22T10:52:15.987050Z", - "iopub.status.idle": "2023-09-22T10:52:15.989123Z", - "shell.execute_reply": "2023-09-22T10:52:15.988760Z" + "iopub.execute_input": "2024-04-05T15:21:46.468240Z", + "iopub.status.busy": "2024-04-05T15:21:46.468064Z", + "iopub.status.idle": "2024-04-05T15:21:46.470872Z", + "shell.execute_reply": "2024-04-05T15:21:46.470450Z" } }, "outputs": [], @@ -140,13 +507,34 @@ "execution_count": 6, "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:15.990899Z", - "iopub.status.busy": "2023-09-22T10:52:15.990789Z", - "iopub.status.idle": "2023-09-22T10:52:16.093987Z", - "shell.execute_reply": "2023-09-22T10:52:16.093705Z" + "iopub.execute_input": "2024-04-05T15:21:46.473572Z", + "iopub.status.busy": "2024-04-05T15:21:46.473388Z", + "iopub.status.idle": "2024-04-05T15:21:46.599955Z", + "shell.execute_reply": "2024-04-05T15:21:46.599561Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# test\n", "fig, ax = plt.subplots(1)\n", @@ -161,10 +549,10 @@ "execution_count": 7, "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:16.112794Z", - "iopub.status.busy": "2023-09-22T10:52:16.112572Z", - "iopub.status.idle": "2023-09-22T10:52:16.156005Z", - "shell.execute_reply": "2023-09-22T10:52:16.154613Z" + "iopub.execute_input": "2024-04-05T15:21:46.602753Z", + "iopub.status.busy": "2024-04-05T15:21:46.602537Z", + "iopub.status.idle": "2024-04-05T15:21:46.635633Z", + "shell.execute_reply": "2024-04-05T15:21:46.635150Z" } }, "outputs": [], @@ -194,13 +582,37 @@ "start_time": "2020-04-15T14:23:58.002047Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:16.166690Z", - "iopub.status.busy": "2023-09-22T10:52:16.166082Z", - "iopub.status.idle": "2023-09-22T10:52:16.257728Z", - "shell.execute_reply": "2023-09-22T10:52:16.257432Z" + "iopub.execute_input": "2024-04-05T15:21:46.638255Z", + "iopub.status.busy": "2024-04-05T15:21:46.638028Z", + "iopub.status.idle": "2024-04-05T15:21:46.762201Z", + "shell.execute_reply": "2024-04-05T15:21:46.761590Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Person: census_0\n", + "{'gender': 'female', 'job': 'work', 'occ': 'white', 'inc': 'low', 'hzone': 'Harrow'}\n", + "0:\tActivity(act:home, location:POINT (516104.2142596701 187104.23657894367), time:00:00:00 --> 07:24:00, duration:7:24:00)\n", + "1:\tLeg(mode:pt, area:POINT (516104.2142596701 187104.23657894367) --> POINT (528574.2978802138 186510.35985765653), time:07:24:00 --> 07:53:00, duration:0:29:00)\n", + "2:\tActivity(act:work, location:POINT (528574.2978802138 186510.35985765653), time:07:53:00 --> 14:50:00, duration:6:57:00)\n", + "3:\tLeg(mode:pt, area:POINT (528574.2978802138 186510.35985765653) --> POINT (516104.2142596701 187104.23657894367), time:14:50:00 --> 15:19:00, duration:0:29:00)\n", + "4:\tActivity(act:home, location:POINT (516104.2142596701 187104.23657894367), time:15:19:00 --> 00:00:00, duration:8:41:00)\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "person = population[\"census_0\"][\"census_0\"]\n", "person.print()\n", @@ -224,7 +636,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.8" + "version": "3.10.13" }, "toc": { "base_numbering": 1, diff --git a/examples/05_activity_plots.ipynb b/examples/05_activity_plots.ipynb index fc2f645e..cce4a3d6 100644 --- a/examples/05_activity_plots.ipynb +++ b/examples/05_activity_plots.ipynb @@ -19,22 +19,25 @@ "start_time": "2020-05-25T13:34:20.602707Z" }, "execution": { - "iopub.execute_input": "2024-04-04T10:40:29.294790Z", - "iopub.status.busy": "2024-04-04T10:40:29.293790Z", - "iopub.status.idle": "2024-04-04T10:40:29.881863Z", - "shell.execute_reply": "2024-04-04T10:40:29.881863Z" + "iopub.execute_input": "2024-04-05T15:21:48.460894Z", + "iopub.status.busy": "2024-04-05T15:21:48.460745Z", + "iopub.status.idle": "2024-04-05T15:21:49.422103Z", + "shell.execute_reply": "2024-04-05T15:21:49.421568Z" } }, "outputs": [ { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'pam'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[1], line 4\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mos\u001b[39;00m\n\u001b[0;32m 3\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mpandas\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mpd\u001b[39;00m\n\u001b[1;32m----> 4\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m read\n\u001b[0;32m 5\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mplot\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mstats\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m plot_activity_times, plot_leg_times\n", - "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'pam'" + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/6n/0h9tynqn581fxsytcc863h94tm217b/T/ipykernel_94243/1197232839.py:3: DeprecationWarning: \n", + "Pyarrow will become a required dependency of pandas in the next major release of pandas (pandas 3.0),\n", + "(to allow more performant data types, such as the Arrow string type, and better interoperability with other libraries)\n", + "but was not found to be installed on your system.\n", + "If this would cause problems for you,\n", + "please provide us feedback at https://github.com/pandas-dev/pandas/issues/54466\n", + " \n", + " import pandas as pd\n" ] } ], @@ -55,10 +58,10 @@ "start_time": "2020-05-25T13:34:22.547565Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:18.418294Z", - "iopub.status.busy": "2023-09-22T10:52:18.418170Z", - "iopub.status.idle": "2023-09-22T10:52:18.425439Z", - "shell.execute_reply": "2023-09-22T10:52:18.425162Z" + "iopub.execute_input": "2024-04-05T15:21:49.424846Z", + "iopub.status.busy": "2024-04-05T15:21:49.424604Z", + "iopub.status.idle": "2024-04-05T15:21:49.431034Z", + "shell.execute_reply": "2024-04-05T15:21:49.430649Z" } }, "outputs": [], @@ -78,13 +81,42 @@ "start_time": "2020-05-25T13:34:23.271058Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:18.426882Z", - "iopub.status.busy": "2023-09-22T10:52:18.426776Z", - "iopub.status.idle": "2023-09-22T10:52:18.448233Z", - "shell.execute_reply": "2023-09-22T10:52:18.447900Z" + "iopub.execute_input": "2024-04-05T15:21:49.433329Z", + "iopub.status.busy": "2024-04-05T15:21:49.433145Z", + "iopub.status.idle": "2024-04-05T15:21:49.472443Z", + "shell.execute_reply": "2024-04-05T15:21:49.472004Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using tour based purpose parser (recommended)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Adding pid->hh mapping to persons_attributes from trips.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Adding home locations to persons attributes using trips attributes.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using freq of 'None' for all persons.\n" + ] + } + ], "source": [ "population = read.load_travel_diary(trips, attributes)" ] @@ -94,13 +126,24 @@ "execution_count": 4, "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:18.449730Z", - "iopub.status.busy": "2023-09-22T10:52:18.449624Z", - "iopub.status.idle": "2023-09-22T10:52:18.545748Z", - "shell.execute_reply": "2023-09-22T10:52:18.545460Z" + "iopub.execute_input": "2024-04-05T15:21:49.474669Z", + "iopub.status.busy": "2024-04-05T15:21:49.474496Z", + "iopub.status.idle": "2024-04-05T15:21:49.611871Z", + "shell.execute_reply": "2024-04-05T15:21:49.611465Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "population.random_household().plot()" ] @@ -114,13 +157,24 @@ "start_time": "2020-05-25T13:34:32.910502Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:18.547202Z", - "iopub.status.busy": "2023-09-22T10:52:18.547095Z", - "iopub.status.idle": "2023-09-22T10:52:18.778805Z", - "shell.execute_reply": "2023-09-22T10:52:18.778477Z" + "iopub.execute_input": "2024-04-05T15:21:49.614097Z", + "iopub.status.busy": "2024-04-05T15:21:49.613909Z", + "iopub.status.idle": "2024-04-05T15:21:49.847746Z", + "shell.execute_reply": "2024-04-05T15:21:49.847314Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig1 = plot_activity_times(population)" ] @@ -134,13 +188,24 @@ "start_time": "2020-05-25T13:34:33.438474Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:18.780249Z", - "iopub.status.busy": "2023-09-22T10:52:18.780144Z", - "iopub.status.idle": "2023-09-22T10:52:18.885297Z", - "shell.execute_reply": "2023-09-22T10:52:18.884978Z" + "iopub.execute_input": "2024-04-05T15:21:49.853737Z", + "iopub.status.busy": "2024-04-05T15:21:49.853475Z", + "iopub.status.idle": "2024-04-05T15:21:50.012664Z", + "shell.execute_reply": "2024-04-05T15:21:50.012182Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig2 = plot_leg_times(population)" ] @@ -169,7 +234,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.8" + "version": "3.10.13" }, "toc": { "base_numbering": 1, diff --git a/examples/05_policies_walk_through.ipynb b/examples/05_policies_walk_through.ipynb index d600959b..8872f1cb 100644 --- a/examples/05_policies_walk_through.ipynb +++ b/examples/05_policies_walk_through.ipynb @@ -19,25 +19,13 @@ "start_time": "2020-05-18T14:30:37.767201Z" }, "execution": { - "iopub.execute_input": "2024-04-04T10:40:31.401542Z", - "iopub.status.busy": "2024-04-04T10:40:31.400542Z", - "iopub.status.idle": "2024-04-04T10:40:31.641741Z", - "shell.execute_reply": "2024-04-04T10:40:31.641741Z" + "iopub.execute_input": "2024-04-05T15:21:51.297337Z", + "iopub.status.busy": "2024-04-05T15:21:51.297147Z", + "iopub.status.idle": "2024-04-05T15:21:52.246942Z", + "shell.execute_reply": "2024-04-05T15:21:52.246439Z" } }, - "outputs": [ - { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'pam'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[1], line 4\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mcopy\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m deepcopy\n\u001b[0;32m 2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpprint\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m pprint\n\u001b[1;32m----> 4\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mactivity\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Activity, Leg\n\u001b[0;32m 5\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcore\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Household, Person, Population\n\u001b[0;32m 6\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpolicy\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m (\n\u001b[0;32m 7\u001b[0m ActivityPolicy,\n\u001b[0;32m 8\u001b[0m ActivityProbability,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 17\u001b[0m apply_policies,\n\u001b[0;32m 18\u001b[0m )\n", - "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'pam'" - ] - } - ], + "outputs": [], "source": [ "from copy import deepcopy\n", "from pprint import pprint\n", @@ -70,10 +58,10 @@ "start_time": "2020-05-18T14:30:38.511597Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:20.850304Z", - "iopub.status.busy": "2023-09-22T10:52:20.850134Z", - "iopub.status.idle": "2023-09-22T10:52:20.866312Z", - "shell.execute_reply": "2023-09-22T10:52:20.865947Z" + "iopub.execute_input": "2024-04-05T15:21:52.250023Z", + "iopub.status.busy": "2024-04-05T15:21:52.249562Z", + "iopub.status.idle": "2024-04-05T15:21:52.275947Z", + "shell.execute_reply": "2024-04-05T15:21:52.275531Z" } }, "outputs": [], @@ -220,10 +208,10 @@ "start_time": "2020-05-18T14:30:38.680320Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:20.868020Z", - "iopub.status.busy": "2023-09-22T10:52:20.867919Z", - "iopub.status.idle": "2023-09-22T10:52:20.870211Z", - "shell.execute_reply": "2023-09-22T10:52:20.869930Z" + "iopub.execute_input": "2024-04-05T15:21:52.278160Z", + "iopub.status.busy": "2024-04-05T15:21:52.277897Z", + "iopub.status.idle": "2024-04-05T15:21:52.281146Z", + "shell.execute_reply": "2024-04-05T15:21:52.280744Z" } }, "outputs": [], @@ -240,13 +228,24 @@ "start_time": "2020-05-18T14:30:38.697119Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:20.871555Z", - "iopub.status.busy": "2023-09-22T10:52:20.871445Z", - "iopub.status.idle": "2023-09-22T10:52:21.187244Z", - "shell.execute_reply": "2023-09-22T10:52:21.186887Z" + "iopub.execute_input": "2024-04-05T15:21:52.283310Z", + "iopub.status.busy": "2024-04-05T15:21:52.283138Z", + "iopub.status.idle": "2024-04-05T15:21:52.804707Z", + "shell.execute_reply": "2024-04-05T15:21:52.804180Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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a2ZypFRISonLlykW7rxxeTlzmc/78+aNtDzRr1ky3bt3Szp07JT2Zz/ny5bPuOI7Spk0bGYZh3VaJUq9evWcW3JG4nreej/qeRe0DitKsWbN4f97SpUslSR07dnzueLHdrxEXcV0u69SpY9PHKFSokCTZrNOA2KCogRQpb968KlGiRLS/p49euXbtmpydna3Xko1isVgUGBgY7RIjvr6+No9dXV2fOzzq5nuXLl2SJH344YdycXGx+Yu69NHTnR0krphOqbxz544qVqyoLVu2aNCgQVqzZo22bdumefPmSZLNpcRq1aqloKAg62m9f//9txYuXKhWrVpZf7ij5vkbb7wRbZ5/8cUXMgyDSz7YQeXKlXXkyBGdP39eq1evVvHixa1HS0VdxuPmzZtavXq1nJ2dVaFChTivF551iq4kbd26VUeOHFGTJk2UKVOmhJ9APNe1a9f0+PFj61FzT//Vrl1b0vPXvbNnz1br1q01ceJElS1bVr6+vmrVqpUuXrwY70z/Xl5YV9gPO5cQV8lxmVm6dKk6duyoN954Q++//3683wcvFtO2SPHixSU9OQp//vz5evz4sVq1aqVMmTKpQIEC+vHHH62vv3Llygv7DteuXVNgYGC0S4wFBATI2dk5Tn0WJJ4SJUqoZ8+emjt3rs6fP69u3brp5MmTNpeMSp8+fbTXubm52WyDXLt2LcZ5GBwcbH3+aYGBgdHGjakvi4QRm/n8rHki/TP/4jqf+V6b53nr+ahtyn9/t2NaBmLrypUrcnJyeu57xGW/RlzEdbn893S7ubm91Ocj5eLyU8AzpE+fXo8fP9aVK1dsdmAahqGLFy9aj6J6WVH3WOjdu3eM17eVpNy5cyfIZ+HFYrq29KpVq3T+/HmtWbPGehSDpGg3hpaenFLasmVLjR49Wjdu3NDMmTMVHh5uvfSU9M88jzq6MyZRp3si8VSuXFkjR47UmjVrtGbNGuuObEnWs7bWrVtnvYG4t7d3nNcLMS1PUZo0aaLAwEB9/PHHioyMtDkVGIkvXbp01u/rs45oypo16zNf7+fnp1GjRmnUqFE6ffq0Fi5cqF69euny5cvWa5C7u7vHeKPdq1evWtcDT/v38sK6wv6iNjol6dGjR+rZs6e+/PJLDR061LrjwZ47l/bs2RP/iYFdJJdlZvny5WrUqJGqV6+uGTNmPPf3C4mvfv36ql+/vsLDw7V582YNHjxYzZo1U2hoqMqWLSt/f3+dPXv2ue+RPn16bdmyRYZh2MzPy5cv6/Hjx9F+h5jn5nNxcVG/fv305Zdfav/+/XF6bfr06a33U3na+fPnJSna/I7pIIyLFy/GuL5CwnrWfH7WPJH++R2J63zme500RW1TXrt2zeY7F9My8Lztiaf5+/srIiJCFy9efGYxKy77NeIirsslkFA4UwN4hqpVq0p6ckPnp/3888+6e/eu9fmXlTt3buXMmVN79uyJ8eyREiVKyMfHJ0E+C/ET1RmMOoIgyrfffhvj+G+//bYePHigH3/8UT/88IPKli2rPHnyWJ8vX7680qZNqwMHDjxznked0YPE88orr8jJyUk//fST/vzzT1WqVMn6XJo0aaw3aD158qT1xuIJvV745JNPNGrUKPXt21e9e/d+uQlCnHh6eqpy5cratWuXChUqFOP3MLYb9lmyZFGnTp1UvXp16+UBJCk0NFR79+61GffIkSOxvqQg6wpzRe10kMTOJcSKoy4zy5cvV4MGDRQWFqaff/6Z9UoS4ubmprCwMH3xxReSZL0ZfK1atXTkyJFol/R4WtWqVXXnzh3Nnz/fZvjUqVOtz8fm8yWOnk0MMX3fpX8u/xJV0IytqlWrWndYPm3q1Kny9PSMdnDEjz/+KMMwrI9PnTqljRs32vSH8fLiMp///PPPaIXpmTNnysfHR8WKFZP0ZD4fOHDApr8pPZnPFovFus3yPHyvzRc1n2bMmGEz/OnLUkYJDQ3V5cuXrWdwS0/ui7J8+XKb8aIudT1u3Lhnfm5c9mvEZTlJiOUSiA/O1ECcHDxi7mUu7Pn51atXV82aNdWzZ0/dunVL5cuX1969e9WvXz8VLVpULVu2TLDP+vbbb1WrVi3VrFlTbdq0UcaMGXX9+nUdPHhQO3futLlxbFLw72tFJ/fPLleunNKlS6d3331X/fr1k4uLi2bMmPHMoyHz5MmjsmXLavDgwTpz5oy+++47m+e9vb01ZswYtW7dWtevX9cbb7yhgIAAXblyRXv27NGVK1ee2xlJCk5fPe3wn586dWoVK1ZM8+fPV6pUqaz304gSFhamUaNGSfqn45kY64UuXbrI29tb//nPf3Tnzh2NHj06SR1Vdfz4cYf/7FWrVunkyZPRhn/11VeqUKGCKlasqPfee0+hoaG6ffu2jh07pkWLFj1zZ9HNmzdVuXJlNWvWTHny5JGPj4+2bdumZcuW2Zxx17JlS7Vo0UIdOnTQ66+/rlOnTmno0KHRLl/2LI64rjh04qhDfvaFCxdiPKrtZXYu/fLLLzp//rzNa5+3c6l79+7W737UzqVWrVrFdVIcytljfzvs5yeXZWbFihVq0KCBKlSooPnz50fb0ZHUHDxz88UjOcDn79+/X48fP442PHv27BozZozOnj2rqlWrKlOmTLpx44a++uorm+ued+3aVbNnz1b9+vXVq1cvlSpVSvfv39fatWv12muvqXLlymrVqpW++eYbtW7dWidPnlTBggW1YcMGff7556pdu/Zz78cRxcfHRyEhIVqwYIGqVq0qX19f+fn5KTQ0NEHa4WVdPfOXw35+zZo1lSlTJtWtW1d58uRRZGSkdu/erREjRsjb21tdunSJ0/v169dPixcvVuXKldW3b1/5+vpqxowZWrJkiYYOHWpzmWXpyRk7DRs21DvvvKObN2+qX79+cnd3T5IH2Ry6au4+iJf5/LjM5+DgYNWrV0/9+/dXUFCQpk+frpUrV+qLL76w3qOzW7dumjp1qurUqaPPPvtMISEhWrJkicaOHav33nvvmffye1r27Nnl4eGhGTNmKG/evPL29lZwcHCcf7cS0+nT5m1/JNRnP289X6NGDb3yyiv66KOPdPfuXZUoUUJ//PGHpk2bFm38Jk2aqG/fvmratKl69OihBw8eaPTo0YqIiLAZr2LFimrZsqUGDRqkS5cu6bXXXpObm5t27dolT09Pvf/++3Har1GwYEFJ0hdffKFatWrJyclJhQoVivHAh4RYLoF4MYBYOHXqlOHp6WFIMv3P09PDOHXqVLymY/LkyYYkY9u2bTE+X6dOHSMkJMT6+P79+0bPnj2NkJAQw8XFxQgKCjLee+894++//7Z5XUhIiFGnTp1o7yfJ6Nixo82wEydOGJKMYcOG2Qzfs2eP8eabbxoBAQGGi4uLERgYaFSpUsUYP358vKY1MZw6dcpwd3c3fRlwd3eP9zIQpXXr1oaXl5fNsLCwMCN//vwxjr9x40ajbNmyhqenp+Hv72+0b9/e2LlzpyHJmDx5crTxv/vuO0OS4eHhYdy8eTPG91y7dq1Rp04dw9fX13BxcTEyZsxo1KlTx5g7d651nKhl9sSJE/Ge1oR06tQpw9PD0/RlQJLh6eH50svBRx99ZEgySpQoEe25+fPnG5IMV1dX4+7du9bhL7teMIyY1w0//vij4ezsbLz99ttGRETES01XQniy3jd/Xnt6xn8+R31/nvV34sQJ48SJE0bbtm2NjBkzGi4uLoa/v79Rrlw5Y9CgQdb3iVpvR33XHzx4YLz77rtGoUKFjNSpUxseHh5G7ty5jX79+tksK5GRkcbQoUONbNmyGe7u7kaJEiWMVatWGWFhYUZYWJh1vNWrVxuSbL77T4vNusJsjr68FCxY0KhVq5YxduxYY9WqVcZvv/1mDB8+3AgKCjK8vb2NvXv3Gobx7O/1v+fpoUOHDB8fHyNXrlzG9OnTjV9//dVo3ry5IckYOnSodbyoeZ85c2ajfv36xuLFi40ZM2YYOXLkMHx8fIxjx47FaTq2bdtmzJ0715g7d66ROXNmI1++fNbHJ0+ejHO7JJbk0K9MDsvM+vXrDQ8PDyM0NNRYtWqVsWnTJpu/Z/VfzJAclhnDePHv0oQJE4zFixcbtWrVMjJmzGi4uroaAQEBRu3atY3169fbvNfff/9tdOnSxciSJYvh4uJiBAQEGHXq1DEOHTpkHefatWvGu+++awQFBRnOzs5GSEiI0bt3b+PBgwc27yVF75dE+e2334yiRYsabm5uhiSjdevW8Zr2hHTq1CnDIwn85kgyPOL5uzN79myjWbNmRs6cOQ1vb2/DxcXFyJIli9GyZUvjwIED1vFiuw4xDMPYt2+fUbduXSNNmjSGq6urUbhw4WjbKVHrkGnTphmdO3c2/P39DTc3N6NixYrG9u3b4zwdienJdkcS+d57xO97H9f5/NNPPxn58+c3XF1djdDQUGPkyJExtkuzZs2M9OnTGy4uLkbu3LmNYcOG2Ww/PGufQ5Qff/zRyJMnj+Hi4mJIMvr16xfnaUsMjt6fNIzYrecNwzBu3LhhtG3b1kibNq3h6elpVK9e3Th06FCM8+PXX381ihQpYnh4eBjZsmUzvv76a6Nfv36GZLtLNyIiwvjyyy+NAgUKGK6urkaaNGmMsmXLGosWLbKOE9v9GuHh4Ub79u0Nf39/w2KxGNI/+yRCQkKi/Ra87HKZlJZDOA6LYTx1ziHwHKdPn04SN6z28/Ozudki7CspLAcsA+ZKCsuAxHJgD0lhXjOfHYcjLy9z5szRggULtG3bNl24cEHh4eEKCgpSWFiYevfurbx580p6cgmAAgUKaPHixTavj7pcx5o1a6zD9u/frz59+mjdunW6f/++8ubNq65du6pNmzbWcdasWaPKlStr2rRp2rZtm3788UfdunVLpUqV0pdffmm9oWRstWnTRlOmTInxucmTJ9t8ttmSwvIipexlpn///howYMAzn1+9enWSuhSNoy8zSFgsD/ETtQ6ZO3e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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "smiths.plot()" ] @@ -288,13 +287,24 @@ "start_time": "2020-05-18T14:30:39.847063Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:21.189340Z", - "iopub.status.busy": "2023-09-22T10:52:21.189232Z", - "iopub.status.idle": "2023-09-22T10:52:21.487853Z", - "shell.execute_reply": "2023-09-22T10:52:21.487537Z" + "iopub.execute_input": "2024-04-05T15:21:52.807237Z", + "iopub.status.busy": "2024-04-05T15:21:52.807099Z", + "iopub.status.idle": "2024-04-05T15:21:53.253168Z", + "shell.execute_reply": "2024-04-05T15:21:53.252679Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "hhld_apply(smiths, HouseholdPolicy(RemoveActivity([\"education\"]), 1)).plot()" ] @@ -328,13 +338,24 @@ "start_time": "2020-05-18T14:30:40.920154Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:21.489512Z", - "iopub.status.busy": "2023-09-22T10:52:21.489406Z", - "iopub.status.idle": "2023-09-22T10:52:21.812629Z", - "shell.execute_reply": "2023-09-22T10:52:21.812339Z" + "iopub.execute_input": "2024-04-05T15:21:53.255656Z", + "iopub.status.busy": "2024-04-05T15:21:53.255372Z", + "iopub.status.idle": "2024-04-05T15:21:53.701307Z", + "shell.execute_reply": "2024-04-05T15:21:53.700110Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "hhld_apply(smiths, PersonPolicy(RemoveActivity([\"shop_1\", \"shop_2\"]), 0.5)).plot()" ] @@ -368,13 +389,24 @@ "start_time": "2020-05-18T14:30:42.369666Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:21.814044Z", - "iopub.status.busy": "2023-09-22T10:52:21.813939Z", - "iopub.status.idle": "2023-09-22T10:52:22.116391Z", - "shell.execute_reply": "2023-09-22T10:52:22.116112Z" + "iopub.execute_input": "2024-04-05T15:21:53.703581Z", + "iopub.status.busy": "2024-04-05T15:21:53.703399Z", + "iopub.status.idle": "2024-04-05T15:21:54.184518Z", + "shell.execute_reply": "2024-04-05T15:21:54.184022Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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R9fR6a61eblVMQ/tXUWCAp9FxbK506dKqXbu2qlevLicnJ23evFnvv/++wz88fPPWtWr8XDmrtpdavaZixcrqxMkjmjNrjXLnvv0QzM6vvKnBb3d+pOXPnf+1ioaXUp9eIyxtBUOLWF7XrvWU1fQD3vxQz7d6QidO/KmCBcPl+/8Pf/bx8b3vFSU3blzXj4vnaFD/j1S1Sh1JUr++72vHy/W0dPkCtW51N/Orr/RV2TJVbm9n6y4a8k4X3bqVoGzZeD6Yvdp/IFqffjJTvr5+cjKZZDI5qXSpSurcqZ/GjX9fkycsMjoiDDJnzhyVLFlSb775pqXtww8/VJ06dXTs2DEVLFjQavqzZ8/Kw8NDdevWlZeXl4KDg1WiRIl/L/Y/NWnSRC1atLAMDxw4UF26dLFcFRgSEqLevXtr5MiRFDXwSBz9WM7Wpq46rFXRp1W12O1namw9GKu/LsTr5Ygw9ftqq2W6fxc+7EH0zz/oyK7Nyhd++4rWU4f3KO7COZWt96yWT/nEMt2/Cx+wPd73accnh4ADq1cznyaMirBq27rznNp1XSFJOnD4kpr+65K3GlWCNGZitJKTU+Ts7CRJKlPy7uWbgQG3P1wsXSJ1W+yF20WNnbtj9eexK/p2wd0HQJrNZqWkmHXsRJyKF/VLx60EkJU9ERKk99Zs1rTmjeTuevuw5kZiot5fu0VP5MtrcDrbuHjppvp2K++QB8NTp06Vt7e3oqOjNX78eG3btk2JDlLM+i/ly1ZVn17vWrV5e+fQql8WKTAgyFLQkKQSJco/8vKPHDmgOrUb3Xf86TMnNW3GGB04sEtX4i4rJeX2LR1izp9RwYLhD7WOM2dPKikpUSVL3r3tpYuLq4oVLaOTfx2xmrZQwWKW17n8bn9IcfnviwoMcIz/A1lRSkqKPDxuH0P65MipixdjlT+kkAIDg/XXqWMGp4OR9u3bp61bt6p8+dT/u06ePJmqqFG9enXlzZtXDRo0UK1atVSrVi01bNhQHh4ej7TeUqVKpcqxd+9eTZw40dKWnJyshIQE3bhx45GXD8flyMdytrbvxGVVKJxLknT0bJwkKXcOd+XO4a59Jy5bprtzq0N7EnviTwUVKi5JunzuL0mSp09OefrkVOyJP+9OaIfblhXxvk87ihqAA/PM7prqoUSnzlyzvDabU+/Mzfe4zaSrq5Pl9Z3pXV1St6X8/0UgKSlmvd6hlHp1KZdqWfnz8YBQAA9vdKN6avLN9wodPVll8uSWSSbtPhcrdxcXLXn5eaPj2cTzTcK0ZuMpFS7oa3QUm5s3b542btyo+Ph4o6NkOu7uHgoOLpCq3XyPHblJ1vt6k8kp1bRJSUlW02TL5v7A9b8z7HXlzh2kfn3fV65cAUpJMevVLs8o6VGKTv96hsI/2/+d+Z/3r78zuTklRbBfBUOL6OjRQ8oblF/Fi5XVvPlfydXVVYuXzFNQnpD/XgCyrJSUFNWrV0/9+/dPNS537tRXfnl5eemHH37Qtm3btHHjRo0dO1bjxo3TggUL5OPjc88PL//9P0+Ssme3vjI0JSVFb7zxhp58MvXtc93cuEoMD8+Rj+Vs7ZeorHsbpo4fTDU6Ah4B7/u0o6gB4L5KFPXTxi1nrNo2bT+r8MI5LVdpPI4KZQO07+DFVAUVAHhUpQL9daDXK/p2zwEdunBZZrNZrUoVVZsyxeTheu979Gc14YV99VbkJm3cckalS/hbFZUlqdfr5YwJZgMrVqwwOoLdKZA/TDGxZ3XhYoz8cwVKun2bn3/y9c0pSbp46by8vXNIkv48csBqmkKFiuq36M3q2L53qnVcibusEyePqG/v91SmdGVJ0t7fre9f7/L/78+U5PsXHvLmLSBXV1f9/vtOBUbcvuIiKSlRh/74XS807/iwmww71a5Nd924eV2S1KljH7099HX1frONfHx8NXTIGGPDwVAlS5bUihUrFBwc/NAP5HZxcVH16tVVvXp19ezZU5UrV9aWLVv05JNPys/PT7GxsZZpr127plOnTv3nMkuUKKFjx46pQIHUBWTgUTjysZyRTl2Il0lSsH/W+6b8lQvnZDKZ5PP/x3rIfHjfpx1FDQD31a97BVVuMFeRo7bqxWbh2rz9rMZ9vVvjP6mXpuUO6lVRTzw1Xz0GrNFr7UvJM7uLDhy+rFVrT+qLj+umT3gADsPD1VWdK5YxOoZhvv5mn7w8XbVu02mt23TaapzJlPUPiMPCwlSzZk35+/vL9V+FrKioKINSGS8x8ZYuXTpv1ebs7KyKFaorJKSgPvpkoLp1Gaz469c0ZdpnVtMF5y2ggNxBmjHrC3Xq2EenTx/X/xZYf/uvTevX1fn1JhozdoSebdJari6uit69VXVrN5K3t698fHy1eOk85fILUEzsGX01dZTV/Dl9c8nNzV3bdmyQf+48ypbNTV6e1ldrenhk17NN2mjiVx/L2zuHAgLyat78r5SQcFONG7UQsrbKlWpZXucNyq9pXy9TXNzf8vbOYZe3BcHjuXr1qg4csC6qvvjii5o/f77efPNNde7cWTlz5tSJEye0ZMkSvf/++3J2draafs2aNfrrr79UuXJl+fj4aN26dUpJSbHcpuqJJ57QDz/8oIiICPn4+Ojzzz+Xk9N/f4GrR48e6tq1q4KCgtSoUSM5OTnp0KFDOnTokPr27Zt+nYAsz9GP5WwpJcWsD+bt0ugffte1m7evyPL2cNWbzUppyItl5eRkv/uXlJQUrZ8/SZsXzdSt//9SQDYPT1Vv2l61WnZ5qP9rsB3e92lHUQPAfVUoG6D5U57WsI+2KHLUNgUFeuq9wU9YPST8cZQpmVvrfnxBb3+wWbWe+Z/MkgqH5tCLzYr857wA8G+HLlzSl1ujdfDCJZlkUlH/nOpepbyK5XaM5/Mci37F6AiGqVWrlvr06aNdu3apXLlyio6OVt68eeXr66stW7YYHc9Q23ZsUIvWNazaQvIV1IypK/Te8C81avQQde/VQoGB+fRG93c0aMirlulcXFz1zpDRGjN2hF7r+pyKhpdWp4599e77vayW9UnUNH09dbS6v9FCbm7uKl6srOrXayInJycNHfKZxo1/X526PKOQkIJ6o/tQ9e3fzjK/s7OLenZ/R7O++VLTZ36u0qUq6bNR36Taji6v9pc5JUVRnwzQ9evxKhpeSh9/OMVyBQmyrmvxV5WSnCwfH19Lm4+Pr+Li/pazs4s8Pb2MCweb2bZtm5o1a2bV1rx5c82ZM0ejRo3Sq6++qlu3bilv3ryqVavWPT+08/b21qpVqzRu3DglJCSoQIEC+vTTT1WkyO1zj9dff11//fWXXn/9dXl7e6t3794PdaVGrVq1NHHiRH355Zf6+uuv5eLiokKFCqlly5bpsu1wHI58LGdr78zcqamrDuvDjpVUo3igzGazNh2I1buzo3UzMUnvt69kdMTHtvqbsfrt5x/UoH0fhRQvJ5mlkweitXbuBCXduqX6L/f6z2XAdnjfpx1FDcBBTf8y9b1fJaluzXwyX7x7K4kXniuiF567f7Hh+K5Oqdr+Ob8kheb3SdVWuUIerfyu+aNEBoBUvtt3WO2+W6qKeQP1RL4gSdLWU2dVfsJMzXqhsVqUfLgHEmcV5vs9gyCLatmypaZMmaKlS5dq7ty5+uqrrxQTE6MePXro0qVLRsczzKABH2vQgI/vOz4kX0F9PnqOVdvqlYethkuVrKivJ/30wGnKlqmiL8bMvec6KlaooWlfL3vg/M883UrPPN0qVfZ/ypbNTW/0GKo3egy953rKla2aarlhhUukaoP9ef+DPqr2RISaPtfWqn3t+mXatPkXffTB1wYlg6189NFH+uijj+47fty4cfcdN2vWLMvrSpUqWQ3/m5eXl8aMGWPV1ry59XnKoUOH7jnvnQePA+nF0Y7lbG3m6j80uVdNPVc1v6WtbKFcypsru3qO32zXRY1dq3/Ucz1GqFjVu3fWyFOwqHxyBWjJxA8oamRivO8fD9ceAQAAu/XWqg0aVLOyNnZ+SaMa1dWoRnW1ofNLGlyrioas2mB0PJuZOfeAStf8Rh7BX8oj+EuVqfWNZs078N8z2rk8efJox47bz2pISkqSu/vth1cvWrRITz31lJHRAKTRgUN7VK5c1VTt5cpU0cGDewxIBAAZx1GP5Wzt0tVbKpYv9dWexfL56tK1BAMSpZ8b167IP1/BVO3+wQV149oVAxLhv/C+TxuKGgAAwG6duxavdmVT3xKvTZniOnct3oBEtjd6/G/qNmC1GjcI1fwpjTXv66fVqH6ouvZfrc8m/GZ0vAx19epVeXh4SJIuXrxoeVirp6en3NzcjIwGII0Sb91ScnJyqvak5CQl3LppQCIAyBiOfCxna2UL5tSXi1N/aPzl4v0qW9C+b12bJ7Soti2Zk6p929I5CgwtakAiPAjv+7Tj9lMAAMBu1QnNp40nTyssV06r9l9PnlbNAsEGpbKtL77arQkjI9S+dXFLW9PGhVWyqJ9GfLJVfbtVMDBdxtq/f7/KlSunEydOaOPGjercubNKly6tcuXKac8evskN2LOiRUtr8dJ56tVjmFX7T4vnKLxISYNSAUD6c+RjOVv76JXKevbdVfpl1xk9USy3TCaTNh+I1V8Xrmnx8HvfotteNOzYV99G9tDR3VsUUqysJJP+OrhLcRfOqe2w8UbHw7/wvk87ihoAAMBuNSlaWENWbdBvZ2JU9R/P1Phu/x8aVreafjp4xDLts8UKGxUzQ52NiVf1KkGp2qtXCdLZmKx9tcqkSZOULVs2SdKCBQuUnJys4sWLa/PmzZo3b57B6QCkxauv9FX/QR115MhBVShfTZL0W/RmHTq8V59ETTU4HQCkH0c+lrO1OqWDdHBSC41fsl8HT12R2Sw1r15A3RoXV95c2Y2OlyahpSrrjfGLtX3pXF04fUxms1nFq9VX5adbyydXgNHx8C+879OOogYAALBbbyz5RZI0cftuTdy++57jpNsPXUsY3tem2WwlrKC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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "hhld_apply(smiths, ActivityPolicy(RemoveActivity([\"shop_1\", \"shop_2\"]), 0.5)).plot()" ] @@ -466,13 +498,24 @@ "start_time": "2020-05-18T14:30:43.938649Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:22.117927Z", - "iopub.status.busy": "2023-09-22T10:52:22.117807Z", - "iopub.status.idle": "2023-09-22T10:52:22.416518Z", - "shell.execute_reply": "2023-09-22T10:52:22.416219Z" + "iopub.execute_input": "2024-04-05T15:21:54.186897Z", + "iopub.status.busy": "2024-04-05T15:21:54.186607Z", + "iopub.status.idle": "2024-04-05T15:21:54.713246Z", + "shell.execute_reply": "2024-04-05T15:21:54.712488Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "hhld_apply(smiths, HouseholdPolicy(RemoveActivity([\"education\"]), 1)).plot()" ] @@ -495,13 +538,24 @@ "start_time": "2020-05-18T14:30:45.130897Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:22.418149Z", - "iopub.status.busy": "2023-09-22T10:52:22.418035Z", - "iopub.status.idle": "2023-09-22T10:52:22.764447Z", - "shell.execute_reply": "2023-09-22T10:52:22.764171Z" + "iopub.execute_input": "2024-04-05T15:21:54.715805Z", + "iopub.status.busy": "2024-04-05T15:21:54.715610Z", + "iopub.status.idle": "2024-04-05T15:21:55.180220Z", + "shell.execute_reply": "2024-04-05T15:21:55.179768Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "hhld_apply(smiths, HouseholdPolicy(ReduceSharedActivity([\"shop_1\"]), 1)).plot()" ] @@ -524,13 +578,24 @@ "start_time": "2020-05-18T14:30:46.273555Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:22.765913Z", - "iopub.status.busy": "2023-09-22T10:52:22.765812Z", - "iopub.status.idle": "2023-09-22T10:52:23.070844Z", - "shell.execute_reply": "2023-09-22T10:52:23.070533Z" + "iopub.execute_input": "2024-04-05T15:21:55.182469Z", + "iopub.status.busy": "2024-04-05T15:21:55.182289Z", + "iopub.status.idle": "2024-04-05T15:21:55.685890Z", + "shell.execute_reply": "2024-04-05T15:21:55.685453Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "hhld_apply(smiths, HouseholdPolicy(MoveActivityTourToHomeLocation([\"shop_1\", \"shop_2\"]), 1)).plot()" ] @@ -552,13 +617,39 @@ "start_time": "2020-05-18T14:30:47.911028Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:23.072399Z", - "iopub.status.busy": "2023-09-22T10:52:23.072290Z", - "iopub.status.idle": "2023-09-22T10:52:23.074750Z", - "shell.execute_reply": "2023-09-22T10:52:23.074436Z" + "iopub.execute_input": "2024-04-05T15:21:55.688302Z", + "iopub.status.busy": "2024-04-05T15:21:55.688119Z", + "iopub.status.idle": "2024-04-05T15:21:55.691542Z", + "shell.execute_reply": "2024-04-05T15:21:55.691171Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Person: Hilda\n", + "{'age': 45, 'job': 'influencer', 'gender': 'female'}\n", + "0:\tActivity(act:home, location:a, time:00:00:00 --> 08:00:00, duration:8:00:00)\n", + "1:\tLeg(mode:walk, area:a --> b, time:08:00:00 --> 08:05:00, duration:0:05:00)\n", + "2:\tActivity(act:escort, location:b, time:08:05:00 --> 08:30:00, duration:0:25:00)\n", + "3:\tLeg(mode:pt, area:a --> b, time:08:00:00 --> 08:30:00, duration:0:30:00)\n", + "4:\tActivity(act:shop, location:b, time:08:30:00 --> 14:00:00, duration:5:30:00)\n", + "5:\tLeg(mode:pt, area:b --> c, time:14:00:00 --> 14:20:00, duration:0:20:00)\n", + "6:\tActivity(act:leisure, location:c, time:14:20:00 --> 15:40:00, duration:1:20:00)\n", + "7:\tLeg(mode:pt, area:c --> b, time:15:40:00 --> 16:00:00, duration:0:20:00)\n", + "8:\tActivity(act:escort, location:b, time:16:00:00 --> 16:30:00, duration:0:30:00)\n", + "9:\tLeg(mode:walk, area:a --> b, time:16:30:00 --> 17:00:00, duration:0:30:00)\n", + "10:\tActivity(act:home, location:a, time:17:00:00 --> 20:00:00, duration:3:00:00)\n", + "11:\tLeg(mode:car, area:a --> b, time:20:00:00 --> 20:20:00, duration:0:20:00)\n", + "12:\tActivity(act:shop_1, location:b, time:20:20:00 --> 20:50:00, duration:0:30:00)\n", + "13:\tLeg(mode:walk, area:b --> b, time:20:50:00 --> 21:00:00, duration:0:10:00)\n", + "14:\tActivity(act:shop_2, location:b, time:21:00:00 --> 21:50:00, duration:0:50:00)\n", + "15:\tLeg(mode:car, area:b --> a, time:21:50:00 --> 22:10:00, duration:0:20:00)\n", + "16:\tActivity(act:home, location:a, time:22:10:00 --> 00:00:00, duration:1:50:00)\n" + ] + } + ], "source": [ "smiths[\"Hilda\"].print()" ] @@ -580,13 +671,39 @@ "start_time": "2020-05-18T14:30:47.936002Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:23.076394Z", - "iopub.status.busy": "2023-09-22T10:52:23.076290Z", - "iopub.status.idle": "2023-09-22T10:52:23.087912Z", - "shell.execute_reply": "2023-09-22T10:52:23.087583Z" + "iopub.execute_input": "2024-04-05T15:21:55.693897Z", + "iopub.status.busy": "2024-04-05T15:21:55.693720Z", + "iopub.status.idle": "2024-04-05T15:21:55.700064Z", + "shell.execute_reply": "2024-04-05T15:21:55.699624Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Person: Hilda\n", + "{'age': 45, 'job': 'influencer', 'gender': 'female'}\n", + "0:\tActivity(act:home, location:a, time:00:00:00 --> 08:00:00, duration:8:00:00)\n", + "1:\tLeg(mode:walk, area:a --> b, time:08:00:00 --> 08:05:00, duration:0:05:00)\n", + "2:\tActivity(act:escort, location:b, time:08:05:00 --> 08:30:00, duration:0:25:00)\n", + "3:\tLeg(mode:pt, area:a --> b, time:08:00:00 --> 08:30:00, duration:0:30:00)\n", + "4:\tActivity(act:shop, location:b, time:08:30:00 --> 14:00:00, duration:5:30:00)\n", + "5:\tLeg(mode:pt, area:b --> c, time:14:00:00 --> 14:20:00, duration:0:20:00)\n", + "6:\tActivity(act:leisure, location:c, time:14:20:00 --> 15:40:00, duration:1:20:00)\n", + "7:\tLeg(mode:pt, area:c --> b, time:15:40:00 --> 16:00:00, duration:0:20:00)\n", + "8:\tActivity(act:escort, location:b, time:16:00:00 --> 16:30:00, duration:0:30:00)\n", + "9:\tLeg(mode:walk, area:a --> b, time:16:30:00 --> 17:00:00, duration:0:30:00)\n", + "10:\tActivity(act:home, location:a, time:17:00:00 --> 20:00:00, duration:3:00:00)\n", + "11:\tLeg(mode:walk, area:a --> a, time:20:00:00 --> 20:20:00, duration:0:20:00)\n", + "12:\tActivity(act:shop_1, location:a, time:20:20:00 --> 20:50:00, duration:0:30:00)\n", + "13:\tLeg(mode:walk, area:a --> a, time:20:50:00 --> 21:00:00, duration:0:10:00)\n", + "14:\tActivity(act:shop_2, location:a, time:21:00:00 --> 21:50:00, duration:0:50:00)\n", + "15:\tLeg(mode:walk, area:a --> a, time:21:50:00 --> 22:10:00, duration:0:20:00)\n", + "16:\tActivity(act:home, location:a, time:22:10:00 --> 00:00:00, duration:1:50:00)\n" + ] + } + ], "source": [ "hhld_apply(smiths, HouseholdPolicy(MoveActivityTourToHomeLocation([\"shop_1\", \"shop_2\"]), 1))[\n", " \"Hilda\"\n", @@ -611,13 +728,41 @@ "start_time": "2020-05-18T14:30:47.961197Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:23.089506Z", - "iopub.status.busy": "2023-09-22T10:52:23.089393Z", - "iopub.status.idle": "2023-09-22T10:52:23.091257Z", - "shell.execute_reply": "2023-09-22T10:52:23.090988Z" + "iopub.execute_input": "2024-04-05T15:21:55.702179Z", + "iopub.status.busy": "2024-04-05T15:21:55.701984Z", + "iopub.status.idle": "2024-04-05T15:21:55.705032Z", + "shell.execute_reply": "2024-04-05T15:21:55.704676Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Household: Household: 1\n", + "Person: Steve\n", + "Attributes:\n", + "\tgender: male\n", + "\tage: 50\n", + "\tjob: work\n", + "Person: Hilda\n", + "Attributes:\n", + "\tgender: female\n", + "\tage: 45\n", + "\tjob: influencer\n", + "Person: Timmy\n", + "Attributes:\n", + "\tgender: male\n", + "\tage: 18\n", + "\tjob: education\n", + "Person: Bobby\n", + "Attributes:\n", + "\tgender: female\n", + "\tage: 6\n", + "\tjob: education\n" + ] + } + ], "source": [ "print_attributes(smiths, [\"gender\", \"age\", \"job\"])" ] @@ -631,13 +776,24 @@ "start_time": "2020-05-18T14:30:47.974234Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:23.092701Z", - "iopub.status.busy": "2023-09-22T10:52:23.092602Z", - "iopub.status.idle": "2023-09-22T10:52:23.394472Z", - "shell.execute_reply": "2023-09-22T10:52:23.394215Z" + "iopub.execute_input": "2024-04-05T15:21:55.707114Z", + "iopub.status.busy": "2024-04-05T15:21:55.706947Z", + "iopub.status.idle": "2024-04-05T15:21:56.156877Z", + "shell.execute_reply": "2024-04-05T15:21:56.156406Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "def is_male(attribute_value):\n", " return attribute_value == \"male\"\n", @@ -675,13 +831,24 @@ "start_time": "2020-05-18T14:30:49.640002Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:23.396130Z", - "iopub.status.busy": "2023-09-22T10:52:23.396009Z", - "iopub.status.idle": "2023-09-22T10:52:23.752439Z", - "shell.execute_reply": "2023-09-22T10:52:23.752151Z" + "iopub.execute_input": "2024-04-05T15:21:56.159212Z", + "iopub.status.busy": "2024-04-05T15:21:56.159031Z", + "iopub.status.idle": "2024-04-05T15:21:56.637937Z", + "shell.execute_reply": "2024-04-05T15:21:56.637225Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "smiths.plot()" ] @@ -695,10 +862,10 @@ "start_time": "2020-05-18T14:30:51.074291Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:23.753868Z", - "iopub.status.busy": "2023-09-22T10:52:23.753779Z", - "iopub.status.idle": "2023-09-22T10:52:23.755555Z", - "shell.execute_reply": "2023-09-22T10:52:23.755244Z" + "iopub.execute_input": "2024-04-05T15:21:56.640652Z", + "iopub.status.busy": "2024-04-05T15:21:56.640332Z", + "iopub.status.idle": "2024-04-05T15:21:56.643536Z", + "shell.execute_reply": "2024-04-05T15:21:56.643032Z" } }, "outputs": [], @@ -715,13 +882,24 @@ "start_time": "2020-05-18T14:30:51.084648Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:23.756819Z", - "iopub.status.busy": "2023-09-22T10:52:23.756745Z", - "iopub.status.idle": "2023-09-22T10:52:24.058420Z", - "shell.execute_reply": "2023-09-22T10:52:24.058158Z" + "iopub.execute_input": "2024-04-05T15:21:56.646009Z", + "iopub.status.busy": "2024-04-05T15:21:56.645793Z", + "iopub.status.idle": "2024-04-05T15:21:57.150944Z", + "shell.execute_reply": "2024-04-05T15:21:57.150531Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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9ukUzm9aXq/Odw5obt29rzPqtei5nDoPTpY6Ll26qT9fSGfJgeMaMGfLy8lJERIQmT56s7du363YGKWY9TumSFdW753s2bV5eWfTTL8vk7xdoLWhIUpEipZ96/UePRqpG9foPnX76zEnNnP2pIiN360rMvzKb79w6KOr8GYWEhD7Ra5w5e1Lx8bdVtOi92146OTmrUMESOvnPUZt584YUsj7O5uMnSfr38kX5+2WM94H0yGw2y83tzjFk5ixZdfFitHLnyit//yD9c+qYwelgpD///FPbtm1T6dKJ37tOnjyZqKhRuXJl5ciRQ3Xq1FG1atVUrVo11a1bV25ubk/1usWKFUuUY9++fZo6daq1LSEhQXFxcbpx48ZTrx8ZV0Y+lktt+/86qNKF7uzLR08dlyT5evvI19tH+/+6d1vDu7c6tCcnDl9SvmJ3voc5dzJGkpTFx01ZfNx04vAl63x2uGnpEvt90lHUADIwD3fnRIMSnTpzzfrYYkn8Yf7/tzO24ezsYH18d35np8Rt5v+/CMRstuitDsXU881SidaVOycDhAJ4cuPr11LDb5YoePyXKhGQXSaZtOdctFydnPTjqy8bHS9VvNwwv37ddEr5QryNjpLqFi5cqE2bNik2NtboKGmOq6ubgoLyJGq3POCD3CTbz3qTySHRvPHx8TbzZMrk+sjXHzr8LWXPHqi+fcYoWzY/mc0Wvf7mi4p/mqLTf8ZQuL/9v5nvv3/93dktZu4fbc9Cggvo778PKUdgbhUuVFILF30lZ2dnrfhxoQIDcj1+BUi3zGazatWqpX79+iWalj174iu/PD099f3332v79u3atGmTJk6cqEmTJmnx4sXKnDnzA7+8/O97niS5u9teGWo2m/X222/r+ecT3z7XxYWrxPDkMvKxXGr75cvFRkdIMR/Ma2x0BDwF9vuko6gB4KGKFPTRpq1nbNo27zir0HxZrVdpPIsyJf3058GLiQoqAPC0ivn7KrLna/p2b6QOXfhXFotFLYsVVJsSheTm/OB79Kc3ofm8NXj0Zm3aekbFi/jaFJUlqedbpYwJlgrWrFljdAS7kyd3fkVFn9WFi1HyzXbn1gQHIiNs5vH2zipJunjpvLy8skiS/joaaTNP3rwF9UfEFnVs3yvRa1yJ+VcnTh5Vn16jVKJ4eUnSvv229693+v/905zw8MJDjhx55OzsrP37d8k/7M4VF/Hxt3XoyH41a9rxSTcZdqpdm266cfO6JKlTx956d9hb6vVOG2XO7K1hQz41NhwMVbRoUa1Zs0ZBQUFPPCC3k5OTKleurMqVK6tHjx4qX768tm7dqueff14+Pj6Kjo62znvt2jWdOnXqsessUqSIjh07pjx5EheQgaeRkY/ljHQq6oxMJpOC/AKNjpLsLpy9JpNJyhbgaXQUPAT7fdJR1ADwUH27lVH5Ogs0etw2tWoSqi07zmrS13s0+eNaSVrvwJ5l9Vy9Rere/1e90b6YPNydFHn4X/20/qQ+/6hm8oQHkGG4OTurc9kSRscwzNff/ClPD2dt2HxaGzaftplmMqX/A+L8+fOratWq8vX1lfN/Clnh4eEGpTLe7du3dOnSeZs2R0dHlS1TWblyhejDjweo65uDFHv9mqbPnGAzX1COPPLLHqjZcz9Xp469dfr0cf1v8Qybedq0fkud32qoTyeOVKOGreXs5KyIPdtUs3p9eXl5K3Nmb61YuVDZfPwUFX1GX80YZ7N8Vu9scnFx1fadG+WbPUCZMrnI08P2ak03N3c1athGU7/6SF5eWeTnl0MLF32luLibalC/uZC+lS9Xzfo4R2Buzfx6lWJiLsvLK4td3hYEz+bq1auKjLQtqrZq1UqLFi3SO++8o86dOytr1qw6ceKEfvzxR40ZM0aOjo428//666/6559/VL58eWXOnFkbNmyQ2Wy23qbqueee0/fff6+wsDBlzpxZn332mRwcHv8Dru7du6tLly4KDAxU/fr15eDgoEOHDunQoUPq06dP8nUC0r2MfiyXmsxms97/+jNN+Gaart24c6Wvl7un+rR7U0Ne7/VE+35aZTZbtHDSLi39eo9uXr9zZaybh7OadC6plt3LysGBz860hP0+6ShqAHioMiX9tGj6Cxr+4VaNHrddgf4eGjXoOZtBwp9FiaLZtWF5M737/hZVe/F/skjKF5xFrZoUeOyyAPBfhy5c0hfbInTwwiWZZFJB36zqVqG0CmXPGOPzHIt4zegIhqlWrZp69+6t3bt3q1SpUoqIiFCOHDnk7e2trVu3Gh3PUNt3blTz1raDQObKGaLZM9Zo1IgvNG78EHXr2Vz+/jn1drehGjjkdet8Tk7OGjpkvD6dOFJvdHlJBUOLq1PHPnpvTE+bdX0cPlNfzxivbm83l4uLqwoXKqnatRrKwcFBw4ZM0KTJY9TpzReVK1eI3u42TH36tbMu7+jopB7dhmruN19o1pzPVLxYOU0Y902i7Xjz9X6ymM0K/7i/rl+PVcHQYvrog+nWK0iQfl2LvSpzQoIyZ/a2tmXO7K2YmMtydHSShwe/Ps0Itm/friZNmti0NW3aVPPnz9e4ceP0+uuv69atW8qRI4eqVav2wC8kvby89NNPP2nSpEmKi4tTnjx59Mknn6hAgTvnHm+99Zb++ecfvfXWW/Ly8lKvXr2e6EqNatWqaerUqfriiy/09ddfy8nJSXnz5lWLFi2SZduRcWTkY7nUNvSLjzRz2Xx98PZgVS5VXhaLRZt379CoL8fr5q04jek+yOiIz2zuuG366X+R6jCgogqXDZRk0YGd5zR/4g7diktQ+34VjY6I+7DfJ53J8qAb6z7JgiaTggI9dWr/64+fGQAApGuO2SfKbLbI1dVVdevWtbb/8MMPkqQgL08d7/tmsr/ud38eVrvvVqpsDn89l/POpePbTp3VzjNRmtusgZoXfbIBiZ+Wy3sTZLbYbq91Ww08PrI8bAyCVPKw/wcpZeLEiVq9erVWrlypBQsWqFevXoqKilL37t116dIlzZ8/P8Uz/Nfd/we+vv5aNG9jqr8+0oY69QvJ/H/t3Xd0FGXfxvFrSW+UkIQklITee2+GjoBURZAu4PMoIE2RolKER5AmggIKiFQpilRpSpfeQTrSe5EOAZJ5/+DNypoASUh2ssn3c07Oyc7O7l5zz+zsPfObEhkZ4zrCJ32APvj+90T9/AENC8t4xuc7yrLZq087lS1TRfXrNbcZvnDxj9q46XcN+d9Ek5LFTkzLwLNEzZsMGTJo3bp19ogH2E3evHlj/V2Ii6TQ70oMZvflEkti9BGty0BAoE4t3RGr12SuWUxj+wxR3TDbe+EsXLNcnYb00ellsXufKK4lM8d5XZ8+0Es/bGwVp8+JjdZlpqjDoFdUulpWm+GbV57QuL7rNWVTwn+mJNXPMT7x5m0y+34/S3L93sckU4FJOnv+doK8l+OeVwUAAFK83ivXq2eFktrQ/i0Nf7WShr9aSevbv6VeFUupz8qkv9MuoUyddVAFK0yXR8Zv5JHxGxWqOF3TZh988QsdXGBgoLZvf3KvhsePH8vd/cnNqxcsWKCaNWuaGQ3ASzp4eK+KFIl+VGmRQqV06NBeExIBQOJJqX05e7t+64Zyh2aPNjx3aHZdv3XD/oES0O0b4cqULV204Zmyp9WdGw9MSIQX4Xv/cihqAAAAh3Xxzl21KBz9knjNCuXVxTt3TUhkfyPH7tR7PVapdrVQzZlUW7Mn1tKrVUP17oer9OW4nWbHS1S3b9+Wh4eHJOnatWvWm7V6eXnJzc3NzGgAXtKjhw8VERERbfjjiMcKf8jOGQDJR0ruy9lboZz5NHb2D9GGj53zgwrlzGv/QAkoa970Wjxtf7ThS6buV9a86U1IhOfhe//yuKcGAABwWGGhmbTh9DnlSG97VNIfp8+pQkhGk1LZ15gJezRuWBW1avrPhlj92tmVP7ev+g/dom7vFTMxXeI6cOCAihQpolOnTmnDhg1q3769ChYsqCJFimjvXo7kBhxZ7twFtfjX2ercsa/N8EWLf1SunPlNSgUACS8l9+XsbUiXj1WvSyv9vnW9yhQqLoss2rR3u85cOq9Fo6eZHe+ltOlVVp+1W6I9f5xVnqIZJIt0aOclXb1wR/0m1TY7Hv6F7/3Lo6gBAAAc1mu5s6vPyvXaef6SSj91T42fDxxV30pltejQceu4dfNEP9U8Obhw6a7KlQqKNrxcqSBduJS8z1b59ttv5erqKkn66aefFBERobx582rTpk2aPXu2yekAvIx2b3fThz3b6PjxQypWtKwkaeeuTTp8ZJ+GDv7e5HQAkHBScl/O3sKKl9XBX9Zr7JwfdPjkcRmGoQZVaum9xq0V7B9odryXUrB0sMb/3kxLpu3X2eN/S4ZUtmZW1W5RQOkzeJkdD//C9/7lUdQAAAAO6/0lT262O37bHo3ftifG56QnN10L79fNrtnsJUfWtJoz/4j6dC9lM3z2L0eVM1tac0LZQapUqVSqVCnt3Pnk9GzDMDRv3jyTUwFIKAXyF9fXX83W7DmTtGbdUrm5uitbttzq8cHnypQx1Ox4AJBgUmpfzizB/oEa1LGX2TESRfoMXmr1YfT7USHp4Xv/8ihqAAAAh/Wwf3ezI5huQM/SatJ+qdZtOq/ypYNkkUUbtpzX7+vOaM6kWmbHSzSRkZF677331KFDB7OjAEgkObLn08e9R5gdAwASVUrty5nlxu2b2rp/t678fVWRkZE2z7V8rbFJqRLGnVvhOrLnsm5euy8j0rB5rkqj3CalQkz43r88ihoAAMDhbDl7QX/ff6BXc2a1Dpu2+4A+W7NRdx8+Ur08OfRV7cpyc07+XZ3X6+XUlhWp9eW4XZr/618yDEP5cvlq68omKloowOx4ierw4cPKli2brly5YnYUAAns0uXzz30+Q0CwnZIAQOJKyX05e1u0boVaffK+7t6/Jx9Pb1ksFutzFovFoYsaW38/qeHdflP4vcfy8HKR/pk0WSwWihp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a2ZypFRISonLlykW7rxxeTlzmc/78+aNtDzRr1ky3bt3Szp07JT2Zz/ny5bPuOI7Spk0bGYZh3VaJUq9evWcW3JG4nreej/qeRe0DitKsWbN4f97SpUslSR07dnzueLHdrxEXcV0u69SpY9PHKFSokCTZrNOA2KCogRQpb968KlGiRLS/p49euXbtmpydna3Xko1isVgUGBgY7RIjvr6+No9dXV2fOzzq5nuXLl2SJH344YdycXGx+Yu69NHTnR0krphOqbxz544qVqyoLVu2aNCgQVqzZo22bdumefPmSZLNpcRq1aqloKAg62m9f//9txYuXKhWrVpZf7ij5vkbb7wRbZ5/8cUXMgyDSz7YQeXKlXXkyBGdP39eq1evVvHixa1HS0VdxuPmzZtavXq1nJ2dVaFChTivF551iq4kbd26VUeOHFGTJk2UKVOmhJ9APNe1a9f0+PFj61FzT//Vrl1b0vPXvbNnz1br1q01ceJElS1bVr6+vmrVqpUuXrwY70z/Xl5YV9gPO5cQV8lxmVm6dKk6duyoN954Q++//3683wcvFtO2SPHixSU9OQp//vz5evz4sVq1aqVMmTKpQIEC+vHHH62vv3Llygv7DteuXVNgYGC0S4wFBATI2dk5Tn0WJJ4SJUqoZ8+emjt3rs6fP69u3brp5MmTNpeMSp8+fbTXubm52WyDXLt2LcZ5GBwcbH3+aYGBgdHGjakvi4QRm/n8rHki/TP/4jqf+V6b53nr+ahtyn9/t2NaBmLrypUrcnJyeu57xGW/RlzEdbn893S7ubm91Ocj5eLyU8AzpE+fXo8fP9aVK1dsdmAahqGLFy9aj6J6WVH3WOjdu3eM17eVpNy5cyfIZ+HFYrq29KpVq3T+/HmtWbPGehSDpGg3hpaenFLasmVLjR49Wjdu3NDMmTMVHh5uvfSU9M88jzq6MyZRp3si8VSuXFkjR47UmjVrtGbNGuuObEnWs7bWrVtnvYG4t7d3nNcLMS1PUZo0aaLAwEB9/PHHioyMtDkVGIkvXbp01u/rs45oypo16zNf7+fnp1GjRmnUqFE6ffq0Fi5cqF69euny5cvWa5C7u7vHeKPdq1evWtcDT/v38sK6wv6iNjol6dGjR+rZs6e+/PJLDR061LrjwZ47l/bs2RP/iYFdJJdlZvny5WrUqJGqV6+uGTNmPPf3C4mvfv36ql+/vsLDw7V582YNHjxYzZo1U2hoqMqWLSt/f3+dPXv2ue+RPn16bdmyRYZh2MzPy5cv6/Hjx9F+h5jn5nNxcVG/fv305Zdfav/+/XF6bfr06a33U3na+fPnJSna/I7pIIyLFy/GuL5CwnrWfH7WPJH++R2J63zme500RW1TXrt2zeY7F9My8Lztiaf5+/srIiJCFy9efGYxKy77NeIirsslkFA4UwN4hqpVq0p6ckPnp/3888+6e/eu9fmXlTt3buXMmVN79uyJ8eyREiVKyMfHJ0E+C/ET1RmMOoIgyrfffhvj+G+//bYePHigH3/8UT/88IPKli2rPHnyWJ8vX7680qZNqwMHDjxznked0YPE88orr8jJyUk//fST/vzzT1WqVMn6XJo0aaw3aD158qT1xuIJvV745JNPNGrUKPXt21e9e/d+uQlCnHh6eqpy5cratWuXChUqFOP3MLYb9lmyZFGnTp1UvXp16+UBJCk0NFR79+61GffIkSOxvqQg6wpzRe10kMTOJcSKoy4zy5cvV4MGDRQWFqaff/6Z9UoS4ubmprCwMH3xxReSZL0ZfK1atXTkyJFol/R4WtWqVXXnzh3Nnz/fZvjUqVOtz8fm8yWOnk0MMX3fpX8u/xJV0IytqlWrWndYPm3q1Kny9PSMdnDEjz/+KMMwrI9PnTqljRs32vSH8fLiMp///PPPaIXpmTNnysfHR8WKFZP0ZD4fOHDApr8pPZnPFovFus3yPHyvzRc1n2bMmGEz/OnLUkYJDQ3V5cuXrWdwS0/ui7J8+XKb8aIudT1u3Lhnfm5c9mvEZTlJiOUSiA/O1ECcHDxi7mUu7Pn51atXV82aNdWzZ0/dunVL5cuX1969e9WvXz8VLVpULVu2TLDP+vbbb1WrVi3VrFlTbdq0UcaMGXX9+nUdPHhQO3futLlxbFLw72tFJ/fPLleunNKlS6d3331X/fr1k4uLi2bMmPHMoyHz5MmjsmXLavDgwTpz5oy+++47m+e9vb01ZswYtW7dWtevX9cbb7yhgIAAXblyRXv27NGVK1ee2xlJCk5fPe3wn586dWoVK1ZM8+fPV6pUqaz304gSFhamUaNGSfqn45kY64UuXbrI29tb//nPf3Tnzh2NHj06SR1Vdfz4cYf/7FWrVunkyZPRhn/11VeqUKGCKlasqPfee0+hoaG6ffu2jh07pkWLFj1zZ9HNmzdVuXJlNWvWTHny5JGPj4+2bdumZcuW2Zxx17JlS7Vo0UIdOnTQ66+/rlOnTmno0KHRLl/2LI64rjh04qhDfvaFCxdiPKrtZXYu/fLLLzp//rzNa5+3c6l79+7W737UzqVWrVrFdVIcytljfzvs5yeXZWbFihVq0KCBKlSooPnz50fb0ZHUHDxz88UjOcDn79+/X48fP442PHv27BozZozOnj2rqlWrKlOmTLpx44a++uorm+ued+3aVbNnz1b9+vXVq1cvlSpVSvfv39fatWv12muvqXLlymrVqpW++eYbtW7dWidPnlTBggW1YcMGff7556pdu/Zz78cRxcfHRyEhIVqwYIGqVq0qX19f+fn5KTQ0NEHa4WVdPfOXw35+zZo1lSlTJtWtW1d58uRRZGSkdu/erREjRsjb21tdunSJ0/v169dPixcvVuXKldW3b1/5+vpqxowZWrJkiYYOHWpzmWXpyRk7DRs21DvvvKObN2+qX79+cnd3T5IH2Ry6au4+iJf5/LjM5+DgYNWrV0/9+/dXUFCQpk+frpUrV+qLL76w3qOzW7dumjp1qurUqaPPPvtMISEhWrJkicaOHav33nvvmffye1r27Nnl4eGhGTNmKG/evPL29lZwcHCcf7cS0+nT5m1/JNRnP289X6NGDb3yyiv66KOPdPfuXZUoUUJ//PGHpk2bFm38Jk2aqG/fvmratKl69OihBw8eaPTo0YqIiLAZr2LFimrZsqUGDRqkS5cu6bXXXpObm5t27dolT09Pvf/++3Har1GwYEFJ0hdffKFatWrJyclJhQoVivHAh4RYLoF4MYBYOHXqlOHp6WFIMv3P09PDOHXqVLymY/LkyYYkY9u2bTE+X6dOHSMkJMT6+P79+0bPnj2NkJAQw8XFxQgKCjLee+894++//7Z5XUhIiFGnTp1o7yfJ6Nixo82wEydOGJKMYcOG2Qzfs2eP8eabbxoBAQGGi4uLERgYaFSpUsUYP358vKY1MZw6dcpwd3c3fRlwd3eP9zIQpXXr1oaXl5fNsLCwMCN//vwxjr9x40ajbNmyhqenp+Hv72+0b9/e2LlzpyHJmDx5crTxv/vuO0OS4eHhYdy8eTPG91y7dq1Rp04dw9fX13BxcTEyZsxo1KlTx5g7d651nKhl9sSJE/Ge1oR06tQpw9PD0/RlQJLh6eH50svBRx99ZEgySpQoEe25+fPnG5IMV1dX4+7du9bhL7teMIyY1w0//vij4ezsbLz99ttGRETES01XQniy3jd/Xnt6xn8+R31/nvV34sQJ48SJE0bbtm2NjBkzGi4uLoa/v79Rrlw5Y9CgQdb3iVpvR33XHzx4YLz77rtGoUKFjNSpUxseHh5G7ty5jX79+tksK5GRkcbQoUONbNmyGe7u7kaJEiWMVatWGWFhYUZYWJh1vNWrVxuSbL77T4vNusJsjr68FCxY0KhVq5YxduxYY9WqVcZvv/1mDB8+3AgKCjK8vb2NvXv3Gobx7O/1v+fpoUOHDB8fHyNXrlzG9OnTjV9//dVo3ry5IckYOnSodbyoeZ85c2ajfv36xuLFi40ZM2YYOXLkMHx8fIxjx47FaTq2bdtmzJ0715g7d66ROXNmI1++fNbHJ0+ejHO7JJbk0K9MDsvM+vXrDQ8PDyM0NNRYtWqVsWnTJpu/Z/VfzJAclhnDePHv0oQJE4zFixcbtWrVMjJmzGi4uroaAQEBRu3atY3169fbvNfff/9tdOnSxciSJYvh4uJiBAQEGHXq1DEOHTpkHefatWvGu+++awQFBRnOzs5GSEiI0bt3b+PBgwc27yVF75dE+e2334yiRYsabm5uhiSjdevW8Zr2hHTq1CnDIwn85kgyPOL5uzN79myjWbNmRs6cOQ1vb2/DxcXFyJIli9GyZUvjwIED1vFiuw4xDMPYt2+fUbduXSNNmjSGq6urUbhw4WjbKVHrkGnTphmdO3c2/P39DTc3N6NixYrG9u3b4zwdienJdkcS+d57xO97H9f5/NNPPxn58+c3XF1djdDQUGPkyJExtkuzZs2M9OnTGy4uLkbu3LmNYcOG2Ww/PGufQ5Qff/zRyJMnj+Hi4mJIMvr16xfnaUsMjt6fNIzYrecNwzBu3LhhtG3b1kibNq3h6elpVK9e3Th06FCM8+PXX381ihQpYnh4eBjZsmUzvv76a6Nfv36GZLtLNyIiwvjyyy+NAgUKGK6urkaaNGmMsmXLGosWLbKOE9v9GuHh4Ub79u0Nf39/w2KxGNI/+yRCQkKi/Ra87HKZlJZDOA6LYTx1ziHwHKdPn04SN6z28/Ozudki7CspLAcsA+ZKCsuAxHJgD0lhXjOfHYcjLy9z5szRggULtG3bNl24cEHh4eEKCgpSWFiYevfurbx580p6cgmAAgUKaPHixTavj7pcx5o1a6zD9u/frz59+mjdunW6f/++8ubNq65du6pNmzbWcdasWaPKlStr2rRp2rZtm3788UfdunVLpUqV0pdffmm9oWRstWnTRlOmTInxucmTJ9t8ttmSwvIipexlpn///howYMAzn1+9enWSuhSNoy8zSFgsD/ETtQ6ZO3e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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "hhld_apply(smiths, policy_household_quarantine_per_person).plot()" ] @@ -735,13 +913,24 @@ "start_time": "2020-05-18T14:30:52.197941Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:24.059993Z", - "iopub.status.busy": "2023-09-22T10:52:24.059890Z", - "iopub.status.idle": "2023-09-22T10:52:24.287181Z", - "shell.execute_reply": "2023-09-22T10:52:24.286872Z" + "iopub.execute_input": "2024-04-05T15:21:57.153003Z", + "iopub.status.busy": "2024-04-05T15:21:57.152834Z", + "iopub.status.idle": "2024-04-05T15:21:57.480425Z", + "shell.execute_reply": "2024-04-05T15:21:57.479912Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "hhld_apply(smiths, HouseholdQuarantined(1)).plot()" ] @@ -765,14 +954,38 @@ "start_time": "2020-05-18T14:30:52.835304Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:24.288676Z", - "iopub.status.busy": "2023-09-22T10:52:24.288580Z", - "iopub.status.idle": "2023-09-22T10:52:24.290488Z", - "shell.execute_reply": "2023-09-22T10:52:24.290192Z" + "iopub.execute_input": "2024-04-05T15:21:57.482716Z", + "iopub.status.busy": "2024-04-05T15:21:57.482504Z", + "iopub.status.idle": "2024-04-05T15:21:57.485529Z", + "shell.execute_reply": "2024-04-05T15:21:57.485081Z" }, "scrolled": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Household: Household: 1\n", + "Person: Steve\n", + "Attributes:\n", + "\tage: 50\n", + "\tjob: work\n", + "Person: Hilda\n", + "Attributes:\n", + "\tage: 45\n", + "\tjob: influencer\n", + "Person: Timmy\n", + "Attributes:\n", + "\tage: 18\n", + "\tjob: education\n", + "Person: Bobby\n", + "Attributes:\n", + "\tage: 6\n", + "\tjob: education\n" + ] + } + ], "source": [ "print_attributes(smiths, [\"age\", \"job\"])" ] @@ -786,13 +999,24 @@ "start_time": "2020-05-18T14:30:52.843946Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:24.291763Z", - "iopub.status.busy": "2023-09-22T10:52:24.291667Z", - "iopub.status.idle": "2023-09-22T10:52:24.656261Z", - "shell.execute_reply": "2023-09-22T10:52:24.655942Z" + "iopub.execute_input": "2024-04-05T15:21:57.487807Z", + "iopub.status.busy": "2024-04-05T15:21:57.487629Z", + "iopub.status.idle": "2024-04-05T15:21:58.104762Z", + "shell.execute_reply": "2024-04-05T15:21:58.104187Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "smiths.plot()" ] @@ -806,10 +1030,10 @@ "start_time": "2020-05-18T14:30:53.809433Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:24.657734Z", - "iopub.status.busy": "2023-09-22T10:52:24.657615Z", - "iopub.status.idle": "2023-09-22T10:52:24.659914Z", - "shell.execute_reply": "2023-09-22T10:52:24.659567Z" + "iopub.execute_input": "2024-04-05T15:21:58.107868Z", + "iopub.status.busy": "2024-04-05T15:21:58.107665Z", + "iopub.status.idle": "2024-04-05T15:21:58.111505Z", + "shell.execute_reply": "2024-04-05T15:21:58.110857Z" } }, "outputs": [], @@ -834,13 +1058,24 @@ "start_time": "2020-05-18T14:30:53.821595Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:24.661496Z", - "iopub.status.busy": "2023-09-22T10:52:24.661385Z", - "iopub.status.idle": "2023-09-22T10:52:24.970477Z", - "shell.execute_reply": "2023-09-22T10:52:24.970193Z" + "iopub.execute_input": "2024-04-05T15:21:58.113467Z", + "iopub.status.busy": "2024-04-05T15:21:58.113327Z", + "iopub.status.idle": "2024-04-05T15:21:58.659617Z", + "shell.execute_reply": "2024-04-05T15:21:58.656014Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "hhld_apply(smiths, policy_remove_higher_education).plot()" ] @@ -875,10 +1110,10 @@ "start_time": "2020-05-18T14:30:54.860512Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:24.971975Z", - "iopub.status.busy": "2023-09-22T10:52:24.971864Z", - "iopub.status.idle": "2023-09-22T10:52:24.974317Z", - "shell.execute_reply": "2023-09-22T10:52:24.973986Z" + "iopub.execute_input": "2024-04-05T15:21:58.670468Z", + "iopub.status.busy": "2024-04-05T15:21:58.669929Z", + "iopub.status.idle": "2024-04-05T15:21:58.675840Z", + "shell.execute_reply": "2024-04-05T15:21:58.674964Z" } }, "outputs": [], @@ -902,14 +1137,38 @@ "start_time": "2020-05-18T14:30:54.869565Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:24.975777Z", - "iopub.status.busy": "2023-09-22T10:52:24.975671Z", - "iopub.status.idle": "2023-09-22T10:52:24.977713Z", - "shell.execute_reply": "2023-09-22T10:52:24.977430Z" + "iopub.execute_input": "2024-04-05T15:21:58.679255Z", + "iopub.status.busy": "2024-04-05T15:21:58.679024Z", + "iopub.status.idle": "2024-04-05T15:21:58.682365Z", + "shell.execute_reply": "2024-04-05T15:21:58.681916Z" }, "scrolled": false }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Household: Household: 1\n", + "Person: Steve\n", + "Attributes:\n", + "\twfh: True\n", + "\tcare_constrained: False\n", + "Person: Hilda\n", + "Attributes:\n", + "\twfh: True\n", + "\tcare_constrained: False\n", + "Person: Timmy\n", + "Attributes:\n", + "\twfh: False\n", + "\tcare_constrained: False\n", + "Person: Bobby\n", + "Attributes:\n", + "\twfh: False\n", + "\tcare_constrained: False\n" + ] + } + ], "source": [ "print_attributes(smiths, [\"wfh\", \"care_constrained\"])" ] @@ -923,10 +1182,10 @@ "start_time": "2020-05-18T14:30:54.881288Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:24.979080Z", - "iopub.status.busy": "2023-09-22T10:52:24.978980Z", - "iopub.status.idle": "2023-09-22T10:52:24.981194Z", - "shell.execute_reply": "2023-09-22T10:52:24.980929Z" + "iopub.execute_input": "2024-04-05T15:21:58.684857Z", + "iopub.status.busy": "2024-04-05T15:21:58.684668Z", + "iopub.status.idle": "2024-04-05T15:21:58.688446Z", + "shell.execute_reply": "2024-04-05T15:21:58.688075Z" } }, "outputs": [], @@ -969,13 +1228,24 @@ "start_time": "2020-05-18T14:30:54.893529Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:24.982580Z", - "iopub.status.busy": "2023-09-22T10:52:24.982491Z", - "iopub.status.idle": "2023-09-22T10:52:25.269797Z", - "shell.execute_reply": "2023-09-22T10:52:25.269476Z" + "iopub.execute_input": "2024-04-05T15:21:58.690391Z", + "iopub.status.busy": "2024-04-05T15:21:58.690230Z", + "iopub.status.idle": "2024-04-05T15:21:59.144705Z", + "shell.execute_reply": "2024-04-05T15:21:59.143945Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "hhld_apply(smiths, policy_remove_any_education).plot()" ] @@ -997,13 +1267,37 @@ "start_time": "2020-05-18T14:30:55.802682Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:25.271262Z", - "iopub.status.busy": "2023-09-22T10:52:25.271157Z", - "iopub.status.idle": "2023-09-22T10:52:25.273727Z", - "shell.execute_reply": "2023-09-22T10:52:25.273363Z" + "iopub.execute_input": "2024-04-05T15:21:59.147134Z", + "iopub.status.busy": "2024-04-05T15:21:59.146941Z", + "iopub.status.idle": "2024-04-05T15:21:59.151407Z", + "shell.execute_reply": "2024-04-05T15:21:59.150944Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Household: Household: 1\n", + "Person: Steve\n", + "Attributes:\n", + "\twfh: False\n", + "\tcare_constrained: True\n", + "Person: Hilda\n", + "Attributes:\n", + "\twfh: False\n", + "\tcare_constrained: True\n", + "Person: Timmy\n", + "Attributes:\n", + "\twfh: False\n", + "\tcare_constrained: False\n", + "Person: Bobby\n", + "Attributes:\n", + "\twfh: False\n", + "\tcare_constrained: False\n" + ] + } + ], "source": [ "smiths[\"Steve\"].attributes[\"wfh\"] = False\n", "smiths[\"Steve\"].attributes[\"care_constrained\"] = True\n", @@ -1034,13 +1328,24 @@ "start_time": "2020-05-18T14:30:55.812661Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:25.275061Z", - "iopub.status.busy": "2023-09-22T10:52:25.274961Z", - "iopub.status.idle": "2023-09-22T10:52:25.578126Z", - "shell.execute_reply": "2023-09-22T10:52:25.577803Z" + "iopub.execute_input": "2024-04-05T15:21:59.154165Z", + "iopub.status.busy": "2024-04-05T15:21:59.153892Z", + "iopub.status.idle": "2024-04-05T15:21:59.632789Z", + "shell.execute_reply": "2024-04-05T15:21:59.632333Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "hhld_apply(smiths, policy_remove_any_education).plot()" ] @@ -1064,10 +1369,10 @@ "start_time": "2020-05-18T14:30:56.821467Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:25.579895Z", - "iopub.status.busy": "2023-09-22T10:52:25.579783Z", - "iopub.status.idle": "2023-09-22T10:52:25.581788Z", - "shell.execute_reply": "2023-09-22T10:52:25.581524Z" + "iopub.execute_input": "2024-04-05T15:21:59.636074Z", + "iopub.status.busy": "2024-04-05T15:21:59.635474Z", + "iopub.status.idle": "2024-04-05T15:21:59.639209Z", + "shell.execute_reply": "2024-04-05T15:21:59.638711Z" } }, "outputs": [], @@ -1084,13 +1389,24 @@ "start_time": "2020-05-18T14:30:56.829208Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:25.583260Z", - "iopub.status.busy": "2023-09-22T10:52:25.583161Z", - "iopub.status.idle": "2023-09-22T10:52:25.945241Z", - "shell.execute_reply": "2023-09-22T10:52:25.944952Z" + "iopub.execute_input": "2024-04-05T15:21:59.642130Z", + "iopub.status.busy": "2024-04-05T15:21:59.641754Z", + "iopub.status.idle": "2024-04-05T15:22:00.212271Z", + "shell.execute_reply": "2024-04-05T15:22:00.211706Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "hhld_apply(smiths, policy_remove_leisure).plot()" ] @@ -1114,13 +1430,43 @@ "start_time": "2020-05-18T14:30:57.886571Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:25.946877Z", - "iopub.status.busy": "2023-09-22T10:52:25.946751Z", - "iopub.status.idle": "2023-09-22T10:52:25.949063Z", - "shell.execute_reply": "2023-09-22T10:52:25.948692Z" + "iopub.execute_input": "2024-04-05T15:22:00.214791Z", + "iopub.status.busy": "2024-04-05T15:22:00.214586Z", + "iopub.status.idle": "2024-04-05T15:22:00.217852Z", + "shell.execute_reply": "2024-04-05T15:22:00.217436Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Person: Timmy\n", + "{'age': 18, 'job': 'education', 'gender': 'male', 'wfh': False, 'care_constrained': False}\n", + "0:\tActivity(act:home, location:a, time:00:00:00 --> 08:00:00, duration:8:00:00)\n", + "1:\tLeg(mode:walk, area:a --> b, time:08:00:00 --> 08:05:00, duration:0:05:00)\n", + "2:\tActivity(act:sport, location:b, time:08:05:00 --> 08:55:00, duration:0:50:00)\n", + "3:\tLeg(mode:walk, area:b --> a, time:08:55:00 --> 09:00:00, duration:0:05:00)\n", + "4:\tActivity(act:home, location:a, time:09:00:00 --> 10:00:00, duration:1:00:00)\n", + "5:\tLeg(mode:bike, area:a --> b, time:10:00:00 --> 11:00:00, duration:1:00:00)\n", + "6:\tActivity(act:education, location:b, time:11:00:00 --> 13:00:00, duration:2:00:00)\n", + "7:\tLeg(mode:bike, area:b --> c, time:13:00:00 --> 13:05:00, duration:0:05:00)\n", + "8:\tActivity(act:shop, location:c, time:13:05:00 --> 13:30:00, duration:0:25:00)\n", + "9:\tLeg(mode:bike, area:c --> b, time:13:30:00 --> 13:35:00, duration:0:05:00)\n", + "10:\tActivity(act:education, location:b, time:13:35:00 --> 15:00:00, duration:1:25:00)\n", + "11:\tLeg(mode:bike, area:b --> d, time:15:00:00 --> 15:10:00, duration:0:10:00)\n", + "12:\tActivity(act:leisure, location:d, time:15:10:00 --> 18:00:00, duration:2:50:00)\n", + "13:\tLeg(mode:bike, area:d --> a, time:18:00:00 --> 18:20:00, duration:0:20:00)\n", + "14:\tActivity(act:home, location:a, time:18:20:00 --> 20:00:00, duration:1:40:00)\n", + "15:\tLeg(mode:car, area:a --> b, time:20:00:00 --> 20:20:00, duration:0:20:00)\n", + "16:\tActivity(act:shop_1, location:b, time:20:20:00 --> 20:50:00, duration:0:30:00)\n", + "17:\tLeg(mode:walk, area:b --> b, time:20:50:00 --> 21:00:00, duration:0:10:00)\n", + "18:\tActivity(act:shop_2, location:b, time:21:00:00 --> 21:50:00, duration:0:50:00)\n", + "19:\tLeg(mode:car, area:b --> a, time:21:50:00 --> 22:10:00, duration:0:20:00)\n", + "20:\tActivity(act:home, location:a, time:22:10:00 --> 00:00:00, duration:1:50:00)\n" + ] + } + ], "source": [ "smiths[\"Timmy\"].print()" ] @@ -1134,10 +1480,10 @@ "start_time": "2020-05-18T14:30:57.898179Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:25.950393Z", - "iopub.status.busy": "2023-09-22T10:52:25.950297Z", - "iopub.status.idle": "2023-09-22T10:52:25.952140Z", - "shell.execute_reply": "2023-09-22T10:52:25.951890Z" + "iopub.execute_input": "2024-04-05T15:22:00.219832Z", + "iopub.status.busy": "2024-04-05T15:22:00.219636Z", + "iopub.status.idle": "2024-04-05T15:22:00.222762Z", + "shell.execute_reply": "2024-04-05T15:22:00.222341Z" } }, "outputs": [], @@ -1154,13 +1500,43 @@ "start_time": "2020-05-18T14:30:57.910569Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:25.953504Z", - "iopub.status.busy": "2023-09-22T10:52:25.953411Z", - "iopub.status.idle": "2023-09-22T10:52:25.977225Z", - "shell.execute_reply": "2023-09-22T10:52:25.976960Z" + "iopub.execute_input": "2024-04-05T15:22:00.224695Z", + "iopub.status.busy": "2024-04-05T15:22:00.224529Z", + "iopub.status.idle": "2024-04-05T15:22:00.230314Z", + "shell.execute_reply": "2024-04-05T15:22:00.229920Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Person: Timmy\n", + "{'age': 18, 'job': 'education', 'gender': 'male', 'wfh': False, 'care_constrained': False}\n", + "0:\tActivity(act:home, location:a, time:00:00:00 --> 08:00:00, duration:8:00:00)\n", + "1:\tLeg(mode:walk, area:a --> a, time:08:00:00 --> 08:05:00, duration:0:05:00)\n", + "2:\tActivity(act:sport, location:a, time:08:05:00 --> 08:55:00, duration:0:50:00)\n", + "3:\tLeg(mode:walk, area:a --> a, time:08:55:00 --> 09:00:00, duration:0:05:00)\n", + "4:\tActivity(act:home, location:a, time:09:00:00 --> 10:00:00, duration:1:00:00)\n", + "5:\tLeg(mode:bike, area:a --> b, time:10:00:00 --> 11:00:00, duration:1:00:00)\n", + "6:\tActivity(act:education, location:b, time:11:00:00 --> 13:00:00, duration:2:00:00)\n", + "7:\tLeg(mode:bike, area:b --> c, time:13:00:00 --> 13:05:00, duration:0:05:00)\n", + "8:\tActivity(act:shop, location:c, time:13:05:00 --> 13:30:00, duration:0:25:00)\n", + "9:\tLeg(mode:bike, area:c --> b, time:13:30:00 --> 13:35:00, duration:0:05:00)\n", + "10:\tActivity(act:education, location:b, time:13:35:00 --> 15:00:00, duration:1:25:00)\n", + "11:\tLeg(mode:bike, area:b --> d, time:15:00:00 --> 15:10:00, duration:0:10:00)\n", + "12:\tActivity(act:leisure, location:d, time:15:10:00 --> 18:00:00, duration:2:50:00)\n", + "13:\tLeg(mode:bike, area:d --> a, time:18:00:00 --> 18:20:00, duration:0:20:00)\n", + "14:\tActivity(act:home, location:a, time:18:20:00 --> 20:00:00, duration:1:40:00)\n", + "15:\tLeg(mode:car, area:a --> b, time:20:00:00 --> 20:20:00, duration:0:20:00)\n", + "16:\tActivity(act:shop_1, location:b, time:20:20:00 --> 20:50:00, duration:0:30:00)\n", + "17:\tLeg(mode:walk, area:b --> b, time:20:50:00 --> 21:00:00, duration:0:10:00)\n", + "18:\tActivity(act:shop_2, location:b, time:21:00:00 --> 21:50:00, duration:0:50:00)\n", + "19:\tLeg(mode:car, area:b --> a, time:21:50:00 --> 22:10:00, duration:0:20:00)\n", + "20:\tActivity(act:home, location:a, time:22:10:00 --> 00:00:00, duration:1:50:00)\n" + ] + } + ], "source": [ "hhld_apply(smiths, policy_move_sport)[\"Timmy\"].print()" ] @@ -1184,10 +1560,10 @@ "start_time": "2020-05-18T14:30:57.936365Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:25.978498Z", - "iopub.status.busy": "2023-09-22T10:52:25.978404Z", - "iopub.status.idle": "2023-09-22T10:52:25.980545Z", - "shell.execute_reply": "2023-09-22T10:52:25.980321Z" + "iopub.execute_input": "2024-04-05T15:22:00.232211Z", + "iopub.status.busy": "2024-04-05T15:22:00.232060Z", + "iopub.status.idle": "2024-04-05T15:22:00.235547Z", + "shell.execute_reply": "2024-04-05T15:22:00.235080Z" } }, "outputs": [], @@ -1215,10 +1591,10 @@ "start_time": "2020-05-18T14:30:57.944411Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:25.981776Z", - "iopub.status.busy": "2023-09-22T10:52:25.981696Z", - "iopub.status.idle": "2023-09-22T10:52:25.984424Z", - "shell.execute_reply": "2023-09-22T10:52:25.984179Z" + "iopub.execute_input": "2024-04-05T15:22:00.237664Z", + "iopub.status.busy": "2024-04-05T15:22:00.237456Z", + "iopub.status.idle": "2024-04-05T15:22:00.240836Z", + "shell.execute_reply": "2024-04-05T15:22:00.240492Z" } }, "outputs": [], @@ -1241,13 +1617,38 @@ "start_time": "2020-05-18T14:30:57.952183Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:25.985705Z", - "iopub.status.busy": "2023-09-22T10:52:25.985628Z", - "iopub.status.idle": "2023-09-22T10:52:25.988356Z", - "shell.execute_reply": "2023-09-22T10:52:25.988092Z" + "iopub.execute_input": "2024-04-05T15:22:00.243055Z", + "iopub.status.busy": "2024-04-05T15:22:00.242838Z", + "iopub.status.idle": "2024-04-05T15:22:00.247632Z", + "shell.execute_reply": "2024-04-05T15:22:00.247278Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{0: {'male': 0.0, 'female': 0.0, 'other': 0.0},\n", + " 1: {'male': 0.01, 'female': 0.01, 'other': 0.01},\n", + " 2: {'male': 0.02, 'female': 0.02, 'other': 0.02},\n", + " 3: {'male': 0.03, 'female': 0.03, 'other': 0.03},\n", + " 4: {'male': 0.04, 'female': 0.04, 'other': 0.04},\n", + " 5: {'male': 0.05, 'female': 0.05, 'other': 0.05},\n", + " 6: {'male': 0.06, 'female': 0.06, 'other': 0.06},\n", + " 7: {'male': 0.07, 'female': 0.07, 'other': 0.07},\n", + " 8: {'male': 0.08, 'female': 0.08, 'other': 0.08},\n", + " 9: {'male': 0.09, 'female': 0.09, 'other': 0.09},\n", + " 10: {'male': 0.1, 'female': 0.1, 'other': 0.1},\n", + " 11: {'male': 0.11, 'female': 0.11, 'other': 0.11},\n", + " 12: {'male': 0.12, 'female': 0.12, 'other': 0.12},\n", + " 13: {'male': 0.13, 'female': 0.13, 'other': 0.13},\n", + " 14: {'male': 0.14, 'female': 0.14, 'other': 0.14}}" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "dict(list(vulnerable_distribution.items())[0:15])" ] @@ -1261,10 +1662,10 @@ "start_time": "2020-05-18T14:30:57.961888Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:25.989642Z", - "iopub.status.busy": "2023-09-22T10:52:25.989555Z", - "iopub.status.idle": "2023-09-22T10:52:25.991320Z", - "shell.execute_reply": "2023-09-22T10:52:25.991087Z" + "iopub.execute_input": "2024-04-05T15:22:00.249533Z", + "iopub.status.busy": "2024-04-05T15:22:00.249364Z", + "iopub.status.idle": "2024-04-05T15:22:00.252192Z", + "shell.execute_reply": "2024-04-05T15:22:00.251779Z" } }, "outputs": [], @@ -1290,13 +1691,37 @@ "start_time": "2020-05-18T14:30:57.969964Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:25.992534Z", - "iopub.status.busy": "2023-09-22T10:52:25.992453Z", - "iopub.status.idle": "2023-09-22T10:52:25.994082Z", - "shell.execute_reply": "2023-09-22T10:52:25.993846Z" + "iopub.execute_input": "2024-04-05T15:22:00.254808Z", + "iopub.status.busy": "2024-04-05T15:22:00.254569Z", + "iopub.status.idle": "2024-04-05T15:22:00.257561Z", + "shell.execute_reply": "2024-04-05T15:22:00.257171Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Household: Household: 1\n", + "Person: Steve\n", + "Attributes:\n", + "\tage: 50\n", + "\tgender: male\n", + "Person: Hilda\n", + "Attributes:\n", + "\tage: 45\n", + "\tgender: female\n", + "Person: Timmy\n", + "Attributes:\n", + "\tage: 18\n", + "\tgender: male\n", + "Person: Bobby\n", + "Attributes:\n", + "\tage: 6\n", + "\tgender: female\n" + ] + } + ], "source": [ "print_attributes(smiths, [\"age\", \"gender\"])" ] @@ -1310,13 +1735,24 @@ "start_time": "2020-05-18T14:30:57.982743Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:25.995218Z", - "iopub.status.busy": "2023-09-22T10:52:25.995138Z", - "iopub.status.idle": "2023-09-22T10:52:26.341900Z", - "shell.execute_reply": "2023-09-22T10:52:26.341649Z" + "iopub.execute_input": "2024-04-05T15:22:00.259989Z", + "iopub.status.busy": "2024-04-05T15:22:00.259794Z", + "iopub.status.idle": "2024-04-05T15:22:00.740975Z", + "shell.execute_reply": "2024-04-05T15:22:00.739298Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "smiths.plot()" ] @@ -1330,13 +1766,24 @@ "start_time": "2020-05-18T14:30:58.923828Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:26.343444Z", - "iopub.status.busy": "2023-09-22T10:52:26.343341Z", - "iopub.status.idle": "2023-09-22T10:52:26.648658Z", - "shell.execute_reply": "2023-09-22T10:52:26.648378Z" + "iopub.execute_input": "2024-04-05T15:22:00.746132Z", + "iopub.status.busy": "2024-04-05T15:22:00.745797Z", + "iopub.status.idle": "2024-04-05T15:22:01.305764Z", + "shell.execute_reply": "2024-04-05T15:22:01.304439Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "hhld_apply(smiths, policy_remove_health).plot()" ] @@ -1360,10 +1807,10 @@ "start_time": "2020-05-18T14:30:59.746261Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:26.650048Z", - "iopub.status.busy": "2023-09-22T10:52:26.649953Z", - "iopub.status.idle": "2023-09-22T10:52:26.651764Z", - "shell.execute_reply": "2023-09-22T10:52:26.651490Z" + "iopub.execute_input": "2024-04-05T15:22:01.310106Z", + "iopub.status.busy": "2024-04-05T15:22:01.309820Z", + "iopub.status.idle": "2024-04-05T15:22:01.313563Z", + "shell.execute_reply": "2024-04-05T15:22:01.312849Z" } }, "outputs": [], @@ -1380,13 +1827,24 @@ "start_time": "2020-05-18T14:30:59.752296Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:26.653087Z", - "iopub.status.busy": "2023-09-22T10:52:26.652991Z", - "iopub.status.idle": "2023-09-22T10:52:26.998016Z", - "shell.execute_reply": "2023-09-22T10:52:26.997733Z" + "iopub.execute_input": "2024-04-05T15:22:01.315820Z", + "iopub.status.busy": "2024-04-05T15:22:01.315646Z", + "iopub.status.idle": "2024-04-05T15:22:01.812927Z", + "shell.execute_reply": "2024-04-05T15:22:01.812256Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "hhld_apply(smiths, PersonPolicy(RemoveActivity([\"work\"]), 1)).plot()" ] @@ -1410,13 +1868,37 @@ "start_time": "2020-05-18T14:31:00.760583Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:26.999746Z", - "iopub.status.busy": "2023-09-22T10:52:26.999611Z", - "iopub.status.idle": "2023-09-22T10:52:27.002418Z", - "shell.execute_reply": "2023-09-22T10:52:27.002007Z" + "iopub.execute_input": "2024-04-05T15:22:01.815669Z", + "iopub.status.busy": "2024-04-05T15:22:01.815484Z", + "iopub.status.idle": "2024-04-05T15:22:01.819994Z", + "shell.execute_reply": "2024-04-05T15:22:01.819529Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Household: Household: 1\n", + "Person: Steve\n", + "Attributes:\n", + "\twfh: True\n", + "\tkey_worker: False\n", + "Person: Hilda\n", + "Attributes:\n", + "\twfh: False\n", + "\tkey_worker: False\n", + "Person: Timmy\n", + "Attributes:\n", + "\twfh: False\n", + "\tkey_worker: False\n", + "Person: Bobby\n", + "Attributes:\n", + "\twfh: False\n", + "\tkey_worker: False\n" + ] + } + ], "source": [ "smiths[\"Steve\"].attributes[\"wfh\"] = True\n", "smiths[\"Steve\"].attributes[\"key_worker\"] = False\n", @@ -1439,10 +1921,10 @@ "start_time": "2020-05-18T14:31:00.775316Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:27.003849Z", - "iopub.status.busy": "2023-09-22T10:52:27.003743Z", - "iopub.status.idle": "2023-09-22T10:52:27.005445Z", - "shell.execute_reply": "2023-09-22T10:52:27.005173Z" + "iopub.execute_input": "2024-04-05T15:22:01.822584Z", + "iopub.status.busy": "2024-04-05T15:22:01.822384Z", + "iopub.status.idle": "2024-04-05T15:22:01.834056Z", + "shell.execute_reply": "2024-04-05T15:22:01.833593Z" } }, "outputs": [], @@ -1459,10 +1941,10 @@ "start_time": "2020-05-18T14:31:00.784905Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:27.006698Z", - "iopub.status.busy": "2023-09-22T10:52:27.006605Z", - "iopub.status.idle": "2023-09-22T10:52:27.008372Z", - "shell.execute_reply": "2023-09-22T10:52:27.008106Z" + "iopub.execute_input": "2024-04-05T15:22:01.836689Z", + "iopub.status.busy": "2024-04-05T15:22:01.836509Z", + "iopub.status.idle": "2024-04-05T15:22:01.839630Z", + "shell.execute_reply": "2024-04-05T15:22:01.839133Z" } }, "outputs": [], @@ -1481,13 +1963,24 @@ "start_time": "2020-05-18T14:31:00.794946Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:27.009717Z", - "iopub.status.busy": "2023-09-22T10:52:27.009620Z", - "iopub.status.idle": "2023-09-22T10:52:27.317746Z", - "shell.execute_reply": "2023-09-22T10:52:27.317289Z" + "iopub.execute_input": "2024-04-05T15:22:01.842395Z", + "iopub.status.busy": "2024-04-05T15:22:01.842048Z", + "iopub.status.idle": "2024-04-05T15:22:02.320779Z", + "shell.execute_reply": "2024-04-05T15:22:02.320401Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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qzZo1qlu3ripXrqw2bdroq6++Utu2bXX8+HEVKlRI69ev16effqratWs/83ocUby9vRUcHKxff/1VVatWlY+Pj3x9fWM8xYhZ9p+6/vyZkujr16xZU5kzZ1a9evWUN29eRUZGateuXRo5cqS8vLzUrVu3OD3fgAEDtHDhQlWuXFkff/yxfHx8NGvWLC1atEjDhw+3uUi49OionUaNGumtt97S9evXNWDAALm5ualv377xblNiuXTqqMO+dlyWc1BQkOrXr6+BAwcqMDBQM2fO1PLly/XZZ59Zr93Yo0cPzZgxQ3Xq1NEnn3yi4OBgLVq0SOPHj9c777xjczHmp8mRI4fc3d01a9Ys5cuXT15eXgoKCorz91ZiOnDJvG0RCfXaz/qsr1Gjhl5++WW9//77un37tkqWLKk///xT3333XbT5mzVrpo8//ljNmzdX7969de/ePY0ZM0YRERE281WoUEGtW7fWkCFDdP78edWtW1eurq7auXOnPDw89O6778bp926hQoUkSZ999plq1aolJycnFS5cOMYdHxJivQQQSwaApzpx4oTh4eFuSDL1n4eHu3HixIl4tWHatGmGJGPr1q0x3l+nTh0jODjYevvu3btGnz59jODgYMPZ2dkIDAw03nnnHePq1as2jwsODjbq1KkT7fkkGZ07d7aZduzYMUOSMWLECJvpu3fvNl577TXD39/fcHZ2NgICAowqVaoYEydOjFdbE8OJEycMNzc309cBNze3eK8DUdq2bWt4enraTKtYsaJRoECBGOffsGGDUbZsWcPDw8Pw8/MzOnToYOzYscOQZEybNi3a/F9//bUhyXB3dzeuX78e43OuWbPGqFOnjuHj42M4OzsbmTJlMurUqWPMmzfPOk/UOnvs2LF4tzUhnThxwvBw9zB9HZBkeLh7vPBnwdP+HTt2zDh27JjRvn17I1OmTIazs7Ph5+dnlCtXzhgyZIj1eaLez1HrwL1794yOHTsahQsXNtKkSWO4u7sbefLkMQYMGGDcvn3b+rjIyEhj+PDhRvbs2Q03NzejZMmSxsqVK42KFSsaFStWtM63atUqQ5LNOvG42KxDZnr0vZFE1heP+K0vhQoVMmrVqmWMHz/eWLlypfHHH38Yn3/+uREYGGh4eXkZe/bsMQzj6d8DTy7TAwcOGN7e3kbu3LmNmTNnGr///rvRsmVLQ5IxfPhw63xRyz5LlixGgwYNjIULFxqzZs0ycubMaXh7extHjhyJUzu2bt1qzJs3z5g3b56RJUsWI3/+/Nbbx48fj3O/JBbWmaSxzqxbt85wd3c3QkJCjJUrVxobN260+fe07zUzJJXx6aN1Jn5j1Od9J02ePNlYuHChUatWLSNTpkyGi4uL4e/vb9SuXdtYt26dzXNdvXrV6Natm5E1a1bD2dnZ8Pf3N+rUqWMcOHDAOs/ly5eNjh07GoGBgUbq1KmN4OBgo2/fvsa9e/dsnkuKPo6N8scffxjFihUzXF1dDUlG27Zt49zuxJAc1oc5c+YYLVq0MHLlymV4eXkZzs7ORtasWY3WrVsb+/bts84X288QwzCMvXv3GvXq1TPSpk1ruLi4GEWKFIk2fo36DPnuu++Mrl27Gn5+foarq6tRoUIFY9u2bXFuR2I6ceKE4Z4Evivc4/k9YRhxX84//vijUaBAAcPFxcUICQkxvvjiixj7pUWLFkaGDBkMZ2dnI0+ePMaIESOMiIgI6zxP+y0a5fvvvzfy5s1rODs7G5KMAQMGxKt9Ce3RbxDz39se7i++LeJZn/WGYRjXrl0z2rdvb6RLl87w8PAwqlevbhw4cCDG5fH7778bRYsWNdzd3Y3s2bMb48aNMwYMGGBItps3IyIijFGjRhkFCxY0XFxcjLRp0xply5Y1fvvtN+s8sf29Gx4ebnTo0MHw8/MzLBaLIf33WzU4ODja98GLrpdJaT0EkjKLYTx2nCWAaE6ePGn6Rat9fX2fexFEJB7WASSFdUBiPXAUjr6+zJ07V7/++qu2bt2qsLAwhYeHKzAwUBUrVlTfvn2VL18+SY9OAVCwYEEtXLjQ5vFRp+tYvXq1ddpff/2lfv36ae3atbp7967y5cun7t27q127dtZ5Vq9ercqVK+u7777T1q1b9f333+vGjRsqXbq0Ro0apRIlSsSpHe3atdP06dNjvG/atGk2r2021plKksxdZwYOHKhBgwY99f5Vq1YlqVPROPo6g4TF+hA/UZ8h8+bN06uvvmp2nOdKCsvZHsv4ad8VKVFKWeYAEB8UNQAAAGA6R9u4BPOxzgB4EXyGJE0UNQAAscGFwgEAAAAAAAAAgEPgQuEAAABwCIZhRLsY5JOcnJysF4wGWGcAPE2lSpXEiSuSnuPHj5sdAQDgADj9FAAAABxC1KlCniWpXS8D5mKdAQAAAJIfihoAAABwCDdv3tTBgwefOU+2bNmUIUMGOyVCUsc6AwAAACQ/FDUAAAAAAAAAAIBD4ELhAAAAAAAAAADAIVDUAAAAAAAAAAAADoGiBgAAAAAAAAAAcAgUNQAAAAAAAAAAgEOgqAEAAAAAAAAAABwCRQ0AAAAAAAAAAOAQKGoAAAAAAAAAAACHQFEDAAAAAAAAAAA4BIoaAAAAAAAAAADAIVDUAAAAAAAAAAAADoGiBgAAAAAAAAAAcAgUNQAAAAAAAAAAgEOgqAEAAAAAAAAAABwCRQ0AAAAAAAAAAOAQKGoAAAAAAAAAAACH8P8UpaWZrfvhzwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "hhld_apply(\n", " smiths, PersonPolicy(RemoveActivity([\"work\"]), 1, PersonAttributeFilter(conditions))\n", @@ -1503,13 +1996,37 @@ "start_time": "2020-05-18T14:31:01.798454Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:27.319250Z", - "iopub.status.busy": "2023-09-22T10:52:27.319148Z", - "iopub.status.idle": "2023-09-22T10:52:27.321642Z", - "shell.execute_reply": "2023-09-22T10:52:27.321345Z" + "iopub.execute_input": "2024-04-05T15:22:02.323129Z", + "iopub.status.busy": "2024-04-05T15:22:02.322954Z", + "iopub.status.idle": "2024-04-05T15:22:02.327180Z", + "shell.execute_reply": "2024-04-05T15:22:02.326705Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Household: Household: 1\n", + "Person: Steve\n", + "Attributes:\n", + "\twfh: False\n", + "\tkey_worker: True\n", + "Person: Hilda\n", + "Attributes:\n", + "\twfh: False\n", + "\tkey_worker: False\n", + "Person: Timmy\n", + "Attributes:\n", + "\twfh: False\n", + "\tkey_worker: False\n", + "Person: Bobby\n", + "Attributes:\n", + "\twfh: False\n", + "\tkey_worker: False\n" + ] + } + ], "source": [ "smiths[\"Steve\"].attributes[\"wfh\"] = False\n", "smiths[\"Steve\"].attributes[\"key_worker\"] = True\n", @@ -1532,13 +2049,24 @@ "start_time": "2020-05-18T14:31:01.810329Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:27.322937Z", - "iopub.status.busy": "2023-09-22T10:52:27.322838Z", - "iopub.status.idle": "2023-09-22T10:52:27.634238Z", - "shell.execute_reply": "2023-09-22T10:52:27.633961Z" + "iopub.execute_input": "2024-04-05T15:22:02.329435Z", + "iopub.status.busy": "2024-04-05T15:22:02.329263Z", + "iopub.status.idle": "2024-04-05T15:22:02.874098Z", + "shell.execute_reply": "2024-04-05T15:22:02.873564Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "hhld_apply(\n", " smiths, PersonPolicy(RemoveActivity([\"work\"]), 1, PersonAttributeFilter(conditions))\n", @@ -1564,10 +2092,10 @@ "start_time": "2020-05-18T14:31:03.523889Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:27.635811Z", - "iopub.status.busy": "2023-09-22T10:52:27.635698Z", - "iopub.status.idle": "2023-09-22T10:52:27.637673Z", - "shell.execute_reply": "2023-09-22T10:52:27.637366Z" + "iopub.execute_input": "2024-04-05T15:22:02.876929Z", + "iopub.status.busy": "2024-04-05T15:22:02.876564Z", + "iopub.status.idle": "2024-04-05T15:22:02.879686Z", + "shell.execute_reply": "2024-04-05T15:22:02.879222Z" } }, "outputs": [], @@ -1586,13 +2114,24 @@ "start_time": "2020-05-18T14:31:03.532344Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:27.639031Z", - "iopub.status.busy": "2023-09-22T10:52:27.638927Z", - "iopub.status.idle": "2023-09-22T10:52:27.998419Z", - "shell.execute_reply": "2023-09-22T10:52:27.998141Z" + "iopub.execute_input": "2024-04-05T15:22:02.882107Z", + "iopub.status.busy": "2024-04-05T15:22:02.881886Z", + "iopub.status.idle": "2024-04-05T15:22:03.356413Z", + "shell.execute_reply": "2024-04-05T15:22:03.355999Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "hhld_apply(smiths, policy_reduced_work_activity).plot()" ] @@ -1622,10 +2161,10 @@ "start_time": "2020-05-18T14:31:05.264145Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:28.000020Z", - "iopub.status.busy": "2023-09-22T10:52:27.999906Z", - "iopub.status.idle": "2023-09-22T10:52:28.001841Z", - "shell.execute_reply": "2023-09-22T10:52:28.001564Z" + "iopub.execute_input": "2024-04-05T15:22:03.358909Z", + "iopub.status.busy": "2024-04-05T15:22:03.358657Z", + "iopub.status.idle": "2024-04-05T15:22:03.362223Z", + "shell.execute_reply": "2024-04-05T15:22:03.361603Z" } }, "outputs": [], @@ -1645,10 +2184,10 @@ "start_time": "2020-05-18T14:31:05.271249Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:28.003102Z", - "iopub.status.busy": "2023-09-22T10:52:28.003016Z", - "iopub.status.idle": "2023-09-22T10:52:28.006378Z", - "shell.execute_reply": "2023-09-22T10:52:28.006059Z" + "iopub.execute_input": "2024-04-05T15:22:03.364344Z", + "iopub.status.busy": "2024-04-05T15:22:03.364193Z", + "iopub.status.idle": "2024-04-05T15:22:03.371057Z", + "shell.execute_reply": "2024-04-05T15:22:03.370638Z" } }, "outputs": [], @@ -1665,13 +2204,24 @@ "start_time": "2020-05-18T14:31:05.281467Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:28.007660Z", - "iopub.status.busy": "2023-09-22T10:52:28.007560Z", - "iopub.status.idle": "2023-09-22T10:52:28.292256Z", - "shell.execute_reply": "2023-09-22T10:52:28.291932Z" + "iopub.execute_input": "2024-04-05T15:22:03.373341Z", + "iopub.status.busy": "2024-04-05T15:22:03.373162Z", + "iopub.status.idle": "2024-04-05T15:22:03.842455Z", + "shell.execute_reply": "2024-04-05T15:22:03.841835Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "smiths_shop.plot()" ] @@ -1685,10 +2235,10 @@ "start_time": "2020-05-18T14:31:06.179418Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:28.293966Z", - "iopub.status.busy": "2023-09-22T10:52:28.293861Z", - "iopub.status.idle": "2023-09-22T10:52:28.295819Z", - "shell.execute_reply": "2023-09-22T10:52:28.295545Z" + "iopub.execute_input": "2024-04-05T15:22:03.845620Z", + "iopub.status.busy": "2024-04-05T15:22:03.845264Z", + "iopub.status.idle": "2024-04-05T15:22:03.848688Z", + "shell.execute_reply": "2024-04-05T15:22:03.848205Z" } }, "outputs": [], @@ -1707,13 +2257,37 @@ "start_time": "2020-05-18T14:31:06.189316Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:28.297163Z", - "iopub.status.busy": "2023-09-22T10:52:28.297066Z", - "iopub.status.idle": "2023-09-22T10:52:28.298944Z", - "shell.execute_reply": "2023-09-22T10:52:28.298636Z" + "iopub.execute_input": "2024-04-05T15:22:03.851060Z", + "iopub.status.busy": "2024-04-05T15:22:03.850909Z", + "iopub.status.idle": "2024-04-05T15:22:03.854644Z", + "shell.execute_reply": "2024-04-05T15:22:03.854183Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Person: Steve\n", + "{'age': 50, 'job': 'work', 'gender': 'male', 'wfh': False, 'care_constrained': True, 'key_worker': True}\n", + "0:\tActivity(act:home, location:a, time:00:00:00 --> 05:00:00, duration:5:00:00)\n", + "1:\tLeg(mode:car, area:a --> b, time:05:00:00 --> 06:00:00, duration:1:00:00)\n", + "2:\tActivity(act:work, location:b, time:06:00:00 --> 12:00:00, duration:6:00:00)\n", + "3:\tLeg(mode:walk, area:b --> c, time:12:00:00 --> 12:10:00, duration:0:10:00)\n", + "4:\tActivity(act:leisure, location:c, time:12:10:00 --> 12:50:00, duration:0:40:00)\n", + "5:\tLeg(mode:walk, area:c --> b, time:12:50:00 --> 13:00:00, duration:0:10:00)\n", + "6:\tActivity(act:work, location:b, time:13:00:00 --> 18:00:00, duration:5:00:00)\n", + "7:\tLeg(mode:car, area:b --> a, time:18:00:00 --> 19:00:00, duration:1:00:00)\n", + "8:\tActivity(act:home, location:a, time:19:00:00 --> 20:00:00, duration:1:00:00)\n", + "9:\tLeg(mode:car, area:a --> b, time:20:00:00 --> 20:20:00, duration:0:20:00)\n", + "10:\tActivity(act:shop_1, location:b, time:20:20:00 --> 20:50:00, duration:0:30:00)\n", + "11:\tLeg(mode:walk, area:b --> b, time:20:50:00 --> 21:00:00, duration:0:10:00)\n", + "12:\tActivity(act:shop_2, location:b, time:21:00:00 --> 21:50:00, duration:0:50:00)\n", + "13:\tLeg(mode:car, area:b --> a, time:21:50:00 --> 22:10:00, duration:0:20:00)\n", + "14:\tActivity(act:home, location:a, time:22:10:00 --> 00:00:00, duration:1:50:00)\n" + ] + } + ], "source": [ "smiths_shop.people[person_with_shopping].print()" ] @@ -1735,10 +2309,10 @@ "start_time": "2020-05-18T14:31:06.200250Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:28.300432Z", - "iopub.status.busy": "2023-09-22T10:52:28.300335Z", - "iopub.status.idle": "2023-09-22T10:52:28.302110Z", - "shell.execute_reply": "2023-09-22T10:52:28.301811Z" + "iopub.execute_input": "2024-04-05T15:22:03.856671Z", + "iopub.status.busy": "2024-04-05T15:22:03.856499Z", + "iopub.status.idle": "2024-04-05T15:22:03.859472Z", + "shell.execute_reply": "2024-04-05T15:22:03.859027Z" } }, "outputs": [], @@ -1758,10 +2332,10 @@ "start_time": "2020-05-18T14:31:06.213291Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:28.303395Z", - "iopub.status.busy": "2023-09-22T10:52:28.303294Z", - "iopub.status.idle": "2023-09-22T10:52:28.306622Z", - "shell.execute_reply": "2023-09-22T10:52:28.306331Z" + "iopub.execute_input": "2024-04-05T15:22:03.862070Z", + "iopub.status.busy": "2024-04-05T15:22:03.861886Z", + "iopub.status.idle": "2024-04-05T15:22:03.866477Z", + "shell.execute_reply": "2024-04-05T15:22:03.866061Z" } }, "outputs": [], @@ -1778,13 +2352,24 @@ "start_time": "2020-05-18T14:31:06.225669Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:28.308020Z", - "iopub.status.busy": "2023-09-22T10:52:28.307920Z", - "iopub.status.idle": "2023-09-22T10:52:28.592039Z", - "shell.execute_reply": "2023-09-22T10:52:28.591762Z" + "iopub.execute_input": "2024-04-05T15:22:03.868857Z", + "iopub.status.busy": "2024-04-05T15:22:03.868636Z", + "iopub.status.idle": "2024-04-05T15:22:04.375756Z", + "shell.execute_reply": "2024-04-05T15:22:04.375148Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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GDZQjRw7NnDlTCxYskI+Pjxo2bMhkpR0knHHx77M1oqKiFBYWpurVq8tisWj9+vU2j1WsWFE5cuRI0X5h69at6tu3r3r06KEVK1bo+eefTxTL7du3FR4erk8++URLlizRa6+9lj6NRiJ79+5V5cqVtXv3bo0dO1ZLly5VkyZN1KNHjwcWoBK0b99eixcv1uDBg7Vq1SpNmzZN9erV04ULF1Idz4ABAxQbG6vJkydryZIl8vf3Z19hJ5llcimpWJE+MsOY8fX1TTQhIklVqlTRjRs3dPHixRS9HpIvqe8icXFxku5dMrV169YqVKiQ5s2bp2XLlmnw4ME2R1hfvXpVNWrU0GeffaZXXnlFS5Ys0eTJk1WsWDHrARu3bt1S7dq1NWvWLPXp00fLli1Tu3btNHr0aLVq1SpRTIsXL9akSZM0ePBgrVy5UqGhoVqxYoUk6dVXX9WGDRu0YcMGvfvuu3boocwvNDRUmzZtUo8ePbRp0ybduXPngevu2LFDb775pnr37q3vvvtOZcuW1auvvqqff/7Zus7+/ftVrVo17dmzR+PHj9eiRYv05JNPKiIiIskzAgYOHKjDhw9r2rRpmjZtmk6ePKlatWrp8OHD6dLerCol23n79u3q1auXevfurW+//VbVqlVTz5499cEHH1jXOXfunKpVq6ZVq1Zp2LBh+v7771WvXj299dZb6t69e6LXHD9+vNasWaMPPvhAy5cvV1BQkGbMmCFJGjRokPVz3blz57RvfBb3sP18wlxTwgFN3377rapWrapGjRo91ntGRESoZ8+eqly5subPn6958+apWbNm1mKElLx5jXfffdd6GcqEMbJhwwYFBgYm+b4pHZeffvqpVq9erXHjxmnOnDm6fv26GjdurMuXLz9W+5H1ONY1DYA08rDLiAQHB0u6d0r+ypUrNXr0aPXt21eSVL9+feXPn1+tW7fWrFmzbCYfL1y4oI0bNypv3rySpKCgIJUvX15Tp07VwYMHrZcwslgsatGihX788UfrP46uXbuqVKlSWrNmjfXLccOGDXX+/HkNHDhQHTp0YKLCTi5evKiFCxeqTp06NssHDRpk/d0wDFWvXl0lS5ZUWFiYdu7cqbJly8rX11fPPfecZs6cqffee8+6zVatWqWTJ0/qlVdekXTvklY9e/a0Ho2ToHHjxqpYsaIGDhyoTZs22aG1WVdYWJiyZcumtWvX6uWXX9aFCxe0e/dujRkzRl5eXqpYsaKioqLUuHFjHTt2TEeOHNGLL76Y4v3C2bNntXfvXhUrlvSlui5evKjmzZvryJEjWr9+vcqVK2eX9uOePn36yNvbW7/88ov1urD169fX7du3NXLkSPXo0UO5cyd9vf9ff/1VnTt3ttnezZs3f6x4ChcurIULF1r/Zl9hP6GhoZo2bZp69Oihtm3bqmLFinJxcUly3YTJpf79++uJJ57QtGnT9Oqrr6pIkSKqWbOmpH8ml/z9/TV+/HjlyZNHs2fPVkREhM6cOaO3337b5jUHDhyoihUratq0abp8+bKGDBmiWrVqadu2bSpUyLzrxePBMvOYiYqKkp+fH2f7pKOkvos4OTnp7t27+u2332QYhiZPnqycOf+5f8i/j4odN26c9uzZo9WrV6tevXrW5f8uVsycOVM7d+7UggUL9OKLL0q69z/Oy8tL/fr10+rVq1W/fn3r+teuXdOuXbts/u8lfK/Jly+f3S/DmNmNHDlSf/zxhyZMmKAJEybIxcVFlStXVtOmTdW9e3eb+xeeP39ev/76q/X6/jVr1tRPP/2kuXPnWvchQ4YM0d9//62oqCjlz59f0r184dKlSxo6dKj++9//2ownPz8/ffvtt9bCZo0aNVS0aFGNGDGCs4bTUEq288mTJ7Vt2zbr94FGjRrp7NmzGjZsmLp27SpPT099+OGHOnHihDZt2qQqVapIujdvEBcXp8mTJ6tXr1423zvc3d21cuVKm/9Pf//9t6R7eSef6/TzsP38ypUrFRUVpY8//lg9evSQdG//7OrqqnfeeSdV77d+/Xp9+eWXeueddzR8+HDr8meffdZmveTMaxQuXFhPPPHEA9txv5SOS29vby1dulROTk6S7s2dValSRcuXL1ebNm1S1X5kTcySIkuaNWuWoqOjE/3UqFHDuk7CDaTvP63uxRdfVPbs2RMdIVu+fHlr4i9JJUuWlHTvMiP/vidDwvKYmBhJ0sGDB/XHH3+obdu2kmRTyW/cuLFOnTql/fv3p1HL8Si5c+dOVNCQpMOHDys8PFwBAQFycnKSi4uLwsLCJEn79u2zrvfKK6/o+PHjNpegmTFjhgICAqxHXvz222+6ePGiOnbsaLO94+Pj9eyzzyo6Otrm9E+kvdy5c6tcuXLWMzXWrVsnJycnVa9eXdK9okfCfTT+fT+NlO4XypYt+8CCxpEjRxQaGqorV65o48aNFDTs7NatW/rpp5/UsmVLeXp6Jtr33rp166GnQVepUkVffPGFhg8fro0bNz70yLvkuv9MHvYV9jNy5EjVqFFDEyZMUNWqVZU9e3ZVr15dI0eO1LVr12zWPX/+vJYvX6727durQYMGmjVrlnx8fDR37lzrOv+eXGrfvr0aN26suXPnqlGjRho6dGiiI9ESJpeee+45tW3bVj/++KNu3rypESNG2KX9SLnMOmamTZumtWvXatCgQdbJBqS9pL6LJBSpEy4N89JLL2nBggU6ceJEoucvX75cxYoVsylo3G/NmjXKnj17opu+J+Qw9+csderUeWAhH2kvT548Wr9+vaKjozVy5Eg1b95cBw4c0IABA1SmTBmbS9aWL1/e5obF7u7uKlasmPX7pHRve9etW9da0EgQERGhGzduaMOGDTbLw8PDbc7UCg4OVrVq1RLdVw6PJyXbuVSpUom+D4SHh+vKlSvaunWrpHvb+cknn7ROHCeIiIiQYRjW7yoJmjVr9sCCO9LXw/bzCZ+zhDmgBOHh4al+v+XLl0uSunXr9tD1kjuvkRIpHZdNmjSxyTHKli0rSTb7NCA5KGogSypZsqQqVaqU6OffR69cuHBBzs7O1mvJJrBYLAoICEh0iREfHx+bv11dXR+6POHme2fOnJEkvfXWW3JxcbH5Sbj00b+THaSvpE6pvHbtmp555hlt2rRJw4cP19q1axUdHa1FixZJks2lxBo1aqTAwEDrab1//fWXvv/+e3Xo0MH6jzthm7/wwguJtvmoUaNkGAaXfLCD2rVr68CBAzp58qSioqL01FNPWY+WSriMx+XLlxUVFSVnZ2fVqFEjxfuFB52iK0mbN2/WgQMH1Lp1a+XLly/tG4iHunDhgu7evWs9au7fP40bN5b08H3v/Pnz1bFjR02bNk2hoaHy8fFRhw4ddPr06VTHdP94YV9hP0wuIaUy45hZvny5unXrphdeeEFvvPFGql8Hj5bUd5GnnnpK0r2j8BcvXqy7d++qQ4cOypcvn0qXLq2vvvrK+vxz5849Mne4cOGCAgICEl1izN/fX87OzinKWZB+KlWqpH79+mnhwoU6efKkevfuraNHj9pcMipPnjyJnufm5mbzHeTChQtJbsOgoCDr4/8WEBCQaN2kclmkjeRs5wdtE+mf7ZfS7czn2jwP288nfKe8/7Od1BhIrnPnzsnJyemhr5GSeY2USOm4vL/dbm5uj/X+yLq4/BTwAHny5NHdu3d17tw5mwlMwzB0+vRp61FUjyvhHgsDBgxI8vq2klS8ePE0eS88WlLXll6zZo1OnjyptWvXWo9ikJToxtDSvVNK27dvr/Hjx+vSpUuaO3eubt++bb30lPTPNk84ujMpCad7Iv3Url1bH374odauXau1a9daJ7IlWc/a+vnnn603EPfy8krxfiGp8ZSgdevWCggI0DvvvKP4+HibU4GR/nLnzm39vD7oiKaCBQs+8Pm+vr4aN26cxo0bp9jYWH3//ffq37+/zp49a70Gubu7e5I32j1//rx1P/Bv948X9hX2l/ClU5Lu3Lmjfv366aOPPtLo0aOtEw/2nFzasWNH6hsDu8gsY2blypVq1aqV6tevrzlz5jz0/xfSX/PmzdW8eXPdvn1bGzdu1IgRIxQeHq6QkBCFhobKz89Px48ff+hr5MmTR5s2bZJhGDbb8+zZs7p7926i/0Nsc/O5uLgoMjJSH330kXbv3p2i5+bJk8d6P5V/O3nypCQl2t5JHYRx+vTpJPdXSFsP2s4P2ibSP/9HUrqd+VxnTAnfKS9cuGDzmUtqDDzs+8S/+fn5KS4uTqdPn35gMSsl8xopkdJxCaQVztQAHqBu3bqS7t3Q+d+++eYbXb9+3fr44ypevLiKFi2qHTt2JHn2SKVKleTt7Z0m74XUSUgGE44gSPDZZ58luf4rr7yiW7du6auvvtIXX3yh0NBQlShRwvp49erVlStXLu3du/eB2zzhjB6kn5o1a8rJyUlff/219uzZo1q1alkfy5kzp/UGrUePHrXeWDyt9wuDBg3SuHHjNHjwYA0YMODxGoQU8fT0VO3atbVt2zaVLVs2yc9hcr/YFyhQQN27d1f9+vWtlweQpJCQEO3cudNm3QMHDiT7koLsK8yVMOkgicklJIujjpmVK1eqRYsWCgsL0zfffMN+JQNxc3NTWFiYRo0aJUnWm8E3atRIBw4cSHRJj3+rW7eurl27psWLF9ssnzVrlvXx5Ly/xNGz6SGpz7v0z+VfEgqayVW3bl3rhOW/zZo1S56enokOjvjqq69kGIb175iYGP322282+TAeX0q28549exIVpufOnStvb29VrFhR0r3tvHfvXpt8U7q3nS0Wi/U7y8PwuTZfwnaaM2eOzfJ/X5YyQUhIiM6ePWs9g1u6d1+UlStX2qyXcKnrSZMmPfB9UzKvkZJxkhbjEkgNztRAiuw7YO5lLuz5/vXr11fDhg3Vr18/XblyRdWrV9fOnTsVGRmpChUqqH379mn2Xp999pkaNWqkhg0bKiIiQnnz5tXFixe1b98+bd261ebGsRnB/deKzuzvXa1aNeXOnVtdunRRZGSkXFxcNGfOnAceDVmiRAmFhoZqxIgROnbsmKZMmWLzuJeXlyZMmKCOHTvq4sWLeuGFF+Tv769z585px44dOnfu3EOTkYwg9nysw79/jhw5VLFiRS1evFjZsmWz3k8jQVhYmMaNGyfpn8QzPfYLPXv2lJeXl/7zn//o2rVrGj9+fIY6qurQoUMO/95r1qzR0aNHEy3/+OOPVaNGDT3zzDN6/fXXFRISoqtXr+rgwYNasmTJAyeLLl++rNq1ays8PFwlSpSQt7e3oqOjtWLFCpsz7tq3b6927dqpa9euev755xUTE6PRo0cnunzZgzjivuKPI3865HufOnUqyaPaHmdy6dtvv9XJkydtnvuwyaU+ffpYP/sJk0sdOnRIaVMcyvGDfzns+2eWMbNq1Sq1aNFCNWrU0OLFixNNdGQ0+45dfvRKDvD+u3fv1t27dxMtL1y4sCZMmKDjx4+rbt26ypcvny5duqSPP/7Y5rrnvXr10vz589W8eXP1799fVapU0c2bN7Vu3To999xzql27tjp06KBPP/1UHTt21NGjR1WmTBn98ssvev/999W4ceOH3o8jgbe3t4KDg/Xdd9+pbt268vHxka+vr0JCQtKkHx7X+WOHHfb9GzZsqHz58qlp06YqUaKE4uPjtX37do0dO1ZeXl7q2bNnil4vMjJSS5cuVe3atTV48GD5+Phozpw5WrZsmUaPHm1zmWXp3hk7LVu21GuvvabLly8rMjJS7u7uGfIgmz/OmzsH8Tjvn5LtHBQUpGbNmmnIkCEKDAzU7NmztXr1ao0aNcp6j87evXtr1qxZatKkid577z0FBwdr2bJlmjhxol5//fUH3svv3woXLiwPDw/NmTNHJUuWlJeXl4KCglL8fys9xcaa9/0jrd77Yfv5Bg0aqGbNmnr77bd1/fp1VapUSb/++qu+/PLLROu3bt1agwcPVps2bdS3b1/dunVL48ePV1xcnM16zzzzjNq3b6/hw4frzJkzeu655+Tm5qZt27bJ09NTb7zxRormNcqUKSNJGjVqlBo1aiQnJyeVLVs2yQMf0mJcAqliAMkQExNjeHp6GJJM//H09DBiYmJS1Y4ZM2YYkozo6OgkH2/SpIkRHBxs/fvmzZtGv379jODgYMPFxcUIDAw0Xn/9deOvv/6yeV5wcLDRpEmTRK8nyejWrZvNsiNHjhiSjDFjxtgs37Fjh/HSSy8Z/v7+houLixEQEGDUqVPHmDx5cqramh5iYmIMd3d308eAu7t7qsdAgo4dOxrZs2e3WRYWFmaUKlUqyfV/++03IzQ01PD09DT8/PyMzp07G1u3bjUkGTNmzEi0/pQpUwxJhoeHh3H58uUkX3PdunVGkyZNDB8fH8PFxcXImzev0aRJE2PhwoXWdRLG7JEjR1Ld1rQUExNjeHp4mj4GJBmeHp6PPQ7efvttQ5JRqVKlRI8tXrzYkGS4uroa169fty5/3P2CYSS9b/jqq68MZ2dn45VXXjHi4uIeq11p4d5+3/xt7emZ+u2c8Pl50M+RI0eMI0eOGJ06dTLy5s1ruLi4GH5+fka1atWM4cOHW18nYb+d8Fm/deuW0aVLF6Ns2bJGjhw5DA8PD6N48eJGZGSkzViJj483Ro8ebRQqVMhwd3c3KlWqZKxZs8YICwszwsLCrOtFRUUZkmw++/+WnH2F2Rx9vJQpU8Zo1KiRMXHiRGPNmjXGjz/+aHzwwQdGYGCg4eXlZezcudMwjAd/ru/fpn/88Yfh7e1tFCtWzJg9e7bxww8/GG3btjUkGaNHj7aul7Dt8+fPbzRv3txYunSpMWfOHKNIkSKGt7e3cfDgwRS1Izo62li4cKGxcOFCI3/+/MaTTz5p/fvo0aMp7pf0khnyyswwZtavX294eHgYISEhxpo1a4wNGzbY/DwofzFDZhgzhvHo/0tTp041li5dajRq1MjImzev4erqavj7+xuNGzc21q9fb/Naf/31l9GzZ0+jQIEChouLi+Hv7280adLE+OOPP6zrXLhwwejSpYsRGBhoODs7G8HBwcaAAQOMW7du2byWlDgvSfDjjz8aFSpUMNzc3AxJRseOHVPV9rQUExNjeGSA/zmSDI9U/t+ZP3++ER4ebhQtWtTw8vIyXFxcjAIFChjt27c39u7da10vufsQwzCMXbt2GU2bNjVy5sxpuLq6GuXKlUv0PSVhH/Lll18aPXr0MPz8/Aw3NzfjmWeeMX7//fcUtyM93fvekUE+9x6p+9yndDt//fXXRqlSpQxXV1cjJCTE+PDDD5Psl/DwcCNPnjyGi4uLUbx4cWPMmDE23x8eNOeQ4KuvvjJKlChhuLi4GJKMyMjIFLctPTh6PmkYydvPG4ZhXLp0yejUqZORK1cuw9PT06hfv77xxx9/JLk9fvjhB6N8+fKGh4eHUahQIeOTTz4xIiMjDcl2SjcuLs746KOPjNKlSxuurq5Gzpw5jdDQUGPJkiXWdZI7r3H79m2jc+fOhp+fn2GxWAzpnzmJ4ODgRP8LHndcZqRxCMdhMYx/nXMIPERsbGyGuGG1r6+vzc0WYV8ZYRwwBsyVEcaAxDiwh4ywrdnOjsORx8uCBQv03XffKTo6WqdOndLt27cVGBiosLAwDRgwQCVLlpR07xIApUuX1tKlS22en3C5jrVr11qX7d69WwMHDtTPP/+smzdvqmTJkurVq5ciIiKs66xdu1a1a9fWl19+qejoaH311Ve6cuWKqlSpoo8++sh6Q8nkioiI0MyZM5N8bMaMGTbvbbaMMF6krD1mhgwZoqFDhz7w8aioqAx1KRpHHzNIW4yH1EnYhyxcuFAvvPCC2eE8UlbZzg/6X5EVZYRt7mifayCroqgBAAAAmMDRJpdgPsYMgMfBPiRjoqgBACnHjcIBAAAAAAAAAIBD4EbhAAAAQAZlGEaim0Hez8nJyXrDaIAxA+BBatWqJS7WkfEcPXrU7BAAwOFw+SkAAAAgg0q4VMjDZLT7ZcBcjBkAAABkdhQ1AAAAgAzq6tWr2r9//0PXKViwoPLkyWOniJDRMWYAAACQ2VHUAAAAAAAAAAAADoEbhQMAAAAAAAAAAIdAUQMAAAAAAAAAADgEihoAAAAAAAAAAMAhUNQAAAAAAAAAAAAOgaIGAAAAAAAAAABwCBQ1AAAAAAAAAACAQ6CoAQAAAAAAAAAAHAJFDQAAAAAAAAAA4BAoagAAAAAAAAAAAIdAUQMAAAAAAAAAADgEihoAAAAAAAAAAMAhUNQAAAAAAAAAAAAOgaIGAAAAAAAAAABwCBQ1AAAAAAAAAACAQ6CoAQAAAAAAAAAAHML/AwQsLLnEvxQPAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "smiths_shop.plot()" ] @@ -1798,13 +2383,37 @@ "start_time": "2020-05-18T14:31:07.219891Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:28.593583Z", - "iopub.status.busy": "2023-09-22T10:52:28.593450Z", - "iopub.status.idle": "2023-09-22T10:52:28.595688Z", - "shell.execute_reply": "2023-09-22T10:52:28.595408Z" + "iopub.execute_input": "2024-04-05T15:22:04.379192Z", + "iopub.status.busy": "2024-04-05T15:22:04.378963Z", + "iopub.status.idle": "2024-04-05T15:22:04.382018Z", + "shell.execute_reply": "2024-04-05T15:22:04.381602Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Person: Steve\n", + "{'age': 50, 'job': 'work', 'gender': 'male', 'wfh': False, 'care_constrained': True, 'key_worker': True}\n", + "0:\tActivity(act:home, location:a, time:00:00:00 --> 05:00:00, duration:5:00:00)\n", + "1:\tLeg(mode:car, area:a --> b, time:05:00:00 --> 06:00:00, duration:1:00:00)\n", + "2:\tActivity(act:work, location:b, time:06:00:00 --> 12:00:00, duration:6:00:00)\n", + "3:\tLeg(mode:walk, area:b --> c, time:12:00:00 --> 12:10:00, duration:0:10:00)\n", + "4:\tActivity(act:leisure, location:c, time:12:10:00 --> 12:50:00, duration:0:40:00)\n", + "5:\tLeg(mode:walk, area:c --> b, time:12:50:00 --> 13:00:00, duration:0:10:00)\n", + "6:\tActivity(act:work, location:b, time:13:00:00 --> 18:00:00, duration:5:00:00)\n", + "7:\tLeg(mode:car, area:b --> a, time:18:00:00 --> 19:00:00, duration:1:00:00)\n", + "8:\tActivity(act:home, location:a, time:19:00:00 --> 20:00:00, duration:1:00:00)\n", + "9:\tLeg(mode:car, area:a --> b, time:20:00:00 --> 20:20:00, duration:0:20:00)\n", + "10:\tActivity(act:shop_1, location:b, time:20:20:00 --> 20:50:00, duration:0:30:00)\n", + "11:\tLeg(mode:walk, area:b --> b, time:20:50:00 --> 21:00:00, duration:0:10:00)\n", + "12:\tActivity(act:shop_2, location:b, time:21:00:00 --> 21:50:00, duration:0:50:00)\n", + "13:\tLeg(mode:car, area:b --> a, time:21:50:00 --> 22:10:00, duration:0:20:00)\n", + "14:\tActivity(act:home, location:a, time:22:10:00 --> 00:00:00, duration:1:50:00)\n" + ] + } + ], "source": [ "smiths.people[person_with_shopping].print()" ] @@ -1818,13 +2427,37 @@ "start_time": "2020-05-18T14:31:07.236334Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:28.596950Z", - "iopub.status.busy": "2023-09-22T10:52:28.596856Z", - "iopub.status.idle": "2023-09-22T10:52:28.599061Z", - "shell.execute_reply": "2023-09-22T10:52:28.598628Z" + "iopub.execute_input": "2024-04-05T15:22:04.384432Z", + "iopub.status.busy": "2024-04-05T15:22:04.384252Z", + "iopub.status.idle": "2024-04-05T15:22:04.387384Z", + "shell.execute_reply": "2024-04-05T15:22:04.387000Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Person: Steve\n", + "{'age': 50, 'job': 'work', 'gender': 'male', 'wfh': False, 'care_constrained': True, 'key_worker': True}\n", + "0:\tActivity(act:home, location:a, time:00:00:00 --> 05:00:00, duration:5:00:00)\n", + "1:\tLeg(mode:car, area:a --> b, time:05:00:00 --> 06:00:00, duration:1:00:00)\n", + "2:\tActivity(act:work, location:b, time:06:00:00 --> 12:00:00, duration:6:00:00)\n", + "3:\tLeg(mode:walk, area:b --> c, time:12:00:00 --> 12:10:00, duration:0:10:00)\n", + "4:\tActivity(act:leisure, location:c, time:12:10:00 --> 12:50:00, duration:0:40:00)\n", + "5:\tLeg(mode:walk, area:c --> b, time:12:50:00 --> 13:00:00, duration:0:10:00)\n", + "6:\tActivity(act:work, location:b, time:13:00:00 --> 18:00:00, duration:5:00:00)\n", + "7:\tLeg(mode:car, area:b --> a, time:18:00:00 --> 19:00:00, duration:1:00:00)\n", + "8:\tActivity(act:home, location:a, time:19:00:00 --> 20:00:00, duration:1:00:00)\n", + "9:\tLeg(mode:walk, area:a --> a, time:20:00:00 --> 20:20:00, duration:0:20:00)\n", + "10:\tActivity(act:shop_1, location:a, time:20:20:00 --> 20:50:00, duration:0:30:00)\n", + "11:\tLeg(mode:walk, area:a --> a, time:20:50:00 --> 21:00:00, duration:0:10:00)\n", + "12:\tActivity(act:shop_2, location:a, time:21:00:00 --> 21:50:00, duration:0:50:00)\n", + "13:\tLeg(mode:walk, area:a --> a, time:21:50:00 --> 22:10:00, duration:0:20:00)\n", + "14:\tActivity(act:home, location:a, time:22:10:00 --> 00:00:00, duration:1:50:00)\n" + ] + } + ], "source": [ "smiths_shop.people[person_with_shopping].print()" ] @@ -1846,10 +2479,10 @@ "start_time": "2020-05-18T14:31:07.248593Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:28.600584Z", - "iopub.status.busy": "2023-09-22T10:52:28.600469Z", - "iopub.status.idle": "2023-09-22T10:52:28.604414Z", - "shell.execute_reply": "2023-09-22T10:52:28.604161Z" + "iopub.execute_input": "2024-04-05T15:22:04.389574Z", + "iopub.status.busy": "2024-04-05T15:22:04.389396Z", + "iopub.status.idle": "2024-04-05T15:22:04.396932Z", + "shell.execute_reply": "2024-04-05T15:22:04.396400Z" } }, "outputs": [], @@ -1899,7 +2532,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.8" + "version": "3.10.13" }, "latex_envs": { "LaTeX_envs_menu_present": true, diff --git a/examples/06_travel_plots.ipynb b/examples/06_travel_plots.ipynb index 3a8f2b22..a53b0ade 100644 --- a/examples/06_travel_plots.ipynb +++ b/examples/06_travel_plots.ipynb @@ -15,25 +15,13 @@ "execution_count": 1, "metadata": { "execution": { - "iopub.execute_input": "2024-04-04T10:40:27.216105Z", - "iopub.status.busy": "2024-04-04T10:40:27.216105Z", - "iopub.status.idle": "2024-04-04T10:40:27.447104Z", - "shell.execute_reply": "2024-04-04T10:40:27.447104Z" + "iopub.execute_input": "2024-04-05T15:21:47.835489Z", + "iopub.status.busy": "2024-04-05T15:21:47.835349Z", + "iopub.status.idle": "2024-04-05T15:21:48.700814Z", + "shell.execute_reply": "2024-04-05T15:21:48.700406Z" } }, - "outputs": [ - { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'pam'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[1], line 3\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mos\u001b[39;00m\n\u001b[1;32m----> 3\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m read\n", - "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'pam'" - ] - } - ], + "outputs": [], "source": [ "import os\n", "\n", @@ -49,10 +37,10 @@ "start_time": "2020-10-06T10:20:37.225346Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:15.714795Z", - "iopub.status.busy": "2023-09-22T10:52:15.714674Z", - "iopub.status.idle": "2023-09-22T10:52:15.722167Z", - "shell.execute_reply": "2023-09-22T10:52:15.721841Z" + "iopub.execute_input": "2024-04-05T15:21:48.703556Z", + "iopub.status.busy": "2024-04-05T15:21:48.703197Z", + "iopub.status.idle": "2024-04-05T15:21:48.714546Z", + "shell.execute_reply": "2024-04-05T15:21:48.714089Z" } }, "outputs": [], @@ -89,13 +77,193 @@ "start_time": "2020-10-06T10:20:37.239908Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:15.723742Z", - "iopub.status.busy": "2023-09-22T10:52:15.723655Z", - "iopub.status.idle": "2023-09-22T10:52:16.113986Z", - "shell.execute_reply": "2023-09-22T10:52:16.113518Z" + "iopub.execute_input": "2024-04-05T15:21:48.716956Z", + "iopub.status.busy": "2024-04-05T15:21:48.716760Z", + "iopub.status.idle": "2024-04-05T15:21:49.002943Z", + "shell.execute_reply": "2024-04-05T15:21:49.002437Z" } }, - 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modepurpseqfreqstart_timeend_timestart_locationend_locationgeometrydistanceservice_idroute_ido_stopd_stopnetwork_routepidhid
0ptwork1None1900-01-01 07:24:521900-01-01 07:24:52(515226.0, 188222.0)(529652.0, 183897.0)LINESTRING (-0.33843 51.58109, -0.13193 51.53909)15060.381834NoneNoneNoneNone[]census_0census_0
1ptNone2None1900-01-01 14:50:521900-01-01 14:50:52(529652.0, 183897.0)(515226.0, 188222.0)LINESTRING (-0.13193 51.53909, -0.33843 51.58109)15060.381834NoneNoneNoneNone[]census_0census_0
2ptwork1None1900-01-01 08:27:331900-01-01 08:27:33(542920.0, 174494.0)(534457.0, 181724.0)LINESTRING (0.05545 51.45140, -0.06352 51.51844)11130.825172NoneNoneNoneNone[]census_1census_1
3ptNone2None1900-01-01 17:45:331900-01-01 17:45:33(534457.0, 181724.0)(542920.0, 174494.0)LINESTRING (-0.06352 51.51844, 0.05545 51.45140)11130.825172NoneNoneNoneNone[]census_1census_1
4ptwork1None1900-01-01 07:01:091900-01-01 07:01:09(535063.0, 163365.0)(531998.0, 166080.0)LINESTRING (-0.06179 51.35332, -0.10477 51.37843)4094.563469NoneNoneNoneNone[]census_10census_10
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"iopub.execute_input": "2023-09-22T10:52:16.115873Z", - "iopub.status.busy": "2023-09-22T10:52:16.115732Z", - "iopub.status.idle": "2023-09-22T10:52:16.117794Z", - "shell.execute_reply": "2023-09-22T10:52:16.117301Z" + "iopub.execute_input": "2024-04-05T15:21:49.005394Z", + "iopub.status.busy": "2024-04-05T15:21:49.005187Z", + "iopub.status.idle": "2024-04-05T15:21:49.008255Z", + "shell.execute_reply": "2024-04-05T15:21:49.007791Z" } }, "outputs": [], @@ -216,7 +384,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.8" + "version": "3.10.13" }, "latex_envs": { "LaTeX_envs_menu_present": true, diff --git a/examples/07_travel_survey_to_matsim.ipynb b/examples/07_travel_survey_to_matsim.ipynb index 2cffb8b8..364cfcb2 100644 --- a/examples/07_travel_survey_to_matsim.ipynb +++ b/examples/07_travel_survey_to_matsim.ipynb @@ -36,25 +36,13 @@ "start_time": "2020-11-23T09:58:59.245038Z" }, "execution": { - "iopub.execute_input": "2024-04-04T10:40:28.890257Z", - "iopub.status.busy": "2024-04-04T10:40:28.890257Z", - "iopub.status.idle": "2024-04-04T10:40:29.594732Z", - "shell.execute_reply": "2024-04-04T10:40:29.594732Z" + "iopub.execute_input": "2024-04-05T15:21:50.445969Z", + "iopub.status.busy": "2024-04-05T15:21:50.445803Z", + "iopub.status.idle": "2024-04-05T15:21:51.337383Z", + "shell.execute_reply": "2024-04-05T15:21:51.336754Z" } }, - "outputs": [ - { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'pam'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[1], line 6\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mgeopandas\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mgp\u001b[39;00m\n\u001b[0;32m 5\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mpandas\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mpd\u001b[39;00m\n\u001b[1;32m----> 6\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m read, write\n\u001b[0;32m 7\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcore\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Population\n\u001b[0;32m 8\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mplot\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mstats\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m plot_activity_times, plot_leg_times\n", - "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'pam'" - ] - } - ], + "outputs": [], "source": [ "import os\n", "from copy import deepcopy\n", @@ -73,10 +61,10 @@ "execution_count": 2, "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:18.426400Z", - "iopub.status.busy": "2023-09-22T10:52:18.426259Z", - "iopub.status.idle": "2023-09-22T10:52:18.428276Z", - "shell.execute_reply": "2023-09-22T10:52:18.427954Z" + "iopub.execute_input": "2024-04-05T15:21:51.340746Z", + "iopub.status.busy": "2024-04-05T15:21:51.340483Z", + "iopub.status.idle": "2024-04-05T15:21:51.343868Z", + "shell.execute_reply": "2024-04-05T15:21:51.343352Z" } }, "outputs": [], @@ -93,10 +81,10 @@ "start_time": "2020-11-23T09:59:00.357541Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:18.429789Z", - "iopub.status.busy": "2023-09-22T10:52:18.429655Z", - "iopub.status.idle": "2023-09-22T10:52:18.431790Z", - "shell.execute_reply": "2023-09-22T10:52:18.431516Z" + "iopub.execute_input": "2024-04-05T15:21:51.346474Z", + "iopub.status.busy": "2024-04-05T15:21:51.346274Z", + "iopub.status.idle": "2024-04-05T15:21:51.349724Z", + "shell.execute_reply": "2024-04-05T15:21:51.349248Z" } }, "outputs": [], @@ -148,13 +136,169 @@ "start_time": "2020-11-23T09:59:01.049612Z" }, "execution": { - 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" + ], + "text/plain": [ + " id name geometry\n", + "0 530.0 West Midlands POLYGON ((-1.95366 52.66273, -1.95457 52.66264...\n", + "1 550.0 West Yorkshire POLYGON ((-1.87994 53.95590, -1.87982 53.95681..." + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "areas = gp.read_file(area_path)\n", "areas.head()" @@ -590,13 +1700,34 @@ "start_time": "2020-11-23T09:59:32.383388Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:18.628557Z", - "iopub.status.busy": "2023-09-22T10:52:18.628463Z", - "iopub.status.idle": "2023-09-22T10:52:18.687301Z", - "shell.execute_reply": "2023-09-22T10:52:18.687006Z" + "iopub.execute_input": "2024-04-05T15:21:51.700995Z", + "iopub.status.busy": "2024-04-05T15:21:51.700787Z", + "iopub.status.idle": "2024-04-05T15:21:51.794441Z", + "shell.execute_reply": "2024-04-05T15:21:51.794055Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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hMjISt27dwpo1azBnzhyDyzt96UpxHeK/vUy9iSyUulkHjVbHzJhHRoW0uLgYcXFxqK6uhqenJ6KiopCRkQF/f38olUrcuHEDO3fuRHV1Ndzd3TFmzBicOHECYWFh+jYKCwsNtpyrV68Gj8fD6tWrUVJSAk9PT8TExGDdunU9t5ZGUqi1FFALVipTYnNqDuJnDIGVlel3e2nc3Xas2H0R/71U2gOVkf6IxwM+eDocM4aJ4Sq07ZXPoIcId1OIl5OpSyAmxHHAyv9kIS45AzoTdzOjkLaDbj0jAHCjvB5pN9u/hNgXKKSEdEKpMe0fbAppO8poKBQCYPowL8wa3nZf9b7CzsUgxgwR0zGpJdv/2gSUyZSQuNmb/AwvhbQNWh2Hg1llpi6DmIittRVCxU4Y7isydSkAKKSt1DaqsWRHJq6W0PNDLdVQH2fwGenIANAxaStFtQoKqIUrrWvCsp3ncL7gjskvvwAU0lZMfbqdmF5VvQpHsivwzN9O44WdZ5FbZdo7oiikv7hYeAf/PluEnafzTV0KYUjazSosTjmD2kbT3QhOx6QA/vKTFH87dhtNGq2pSyEMKqlrwtr917Fp4UiTfL7Fb0lP367GptQcCijp0HcXS/C/y6bpy23RIZUrNXhx5zlTl0H6ide+vmiSx1BYdEid7WwgcWPjUQKkf8gu6/sz/xYdUgAY5Ck0dQmkH7laIoeyjUOjJrW21y7XWPz9pMV3FJjwIZsPjyVscrLjY9mEQVBomiF2tkNBjQLfXyrBu3PCcOpWNTbMa38I2/t19Ttr8Wd3B7o6YMYwLxy+XmHqUkg/Ua9sbvMxl29/l4VRfq7Q6jhY92B/X4vf3QWAMQFupi6BmIFGtRYnb1Xj7e+yUCHvuecFUUgBuvxCetQ354owaUMaNqf2zEOlKaQAnhzpiyfCvMAz/ZhTxEyomnW4Wd4zQ8Ja/DEpAPi5O+DzxY/iSnEdnv17JuqVbD2wh7DL18Ue44Lc4epgAx8Xe/i62MPHxR4DnARwtu+Zx1RQSO/jLbJHo4oCSrpusJcjPp7ftbO5D4t2d+9TIVdCxwGj/V3hbuQwjrSrbJkq5O0/naGnUEjvM8zbGX5uDvjqxUj8+/fjuhS8ORE+SH1jEjLfngpRD+3ekP6jqr73Q0q7u/exsuLhi9+OgYBvjSBPR7jY2+COQtNquUAPIRaN9YOTHR+xY/0AAH87dhuyptbLEvPmbNf7EaIt6QOCPB31/141KxT8Xy5K21jz4OXc8hS3wQMc8eKkQfqAAsDVUnr6miWKDnbv9c+gLWkHFo7xQ3SQB7Q6DhI3B2h1HH7KrsAj/q6tln1qpC9Sr1fQM2QsyGh/V7w/d3ivfw5tSTshcXNAgIcQ1lY82PKtMCvcG17Odq2WmzbMC5sWRMDOhn6llmLWcDF4fXDGkL5RPejXI3xw4A8TIbQ1zSMbSd9SqPumpxqFtIcFeToyM14r6V2Hr5f3yedQSHtYg6oZN3qoOxhhW15VI+oUvT9AGYW0h/14tZwuxViIMF8RXBx659ml96OQ9rCrJXQpxhK4ONjgH78d0yefRSHtYdQ53zLUKTTQ9tHo9hTSHvZslB9cHKh7oCV473/X++RzKKQ97BE/V5xc+ThC6dGJZu/b88X46NCNXv8cCmkvcBTwYcPQU7lI7/nbsdsoqlX06mfQN6mXcDCLQRhJJ3Qc8K9eHjCbQtpLlk0YZOoSSB/5V3oBKut7buCxB1FIewkNum05GtVafPTjzV4bHJvugukl4b4ivDolGBVyJSrrVTieU2Xqkkgv2DBvBHxd7FGvbIZaq4OdVc/32zZqS5qYmAgej2cwicVig9dDQ0MhFArh6uqKadOmITMzs9N26+rqsHz5cnh7e8POzg5Dhw7FwYMHjV8bhvB4PMQ/MQQfzY/Am9NDYMunnZbeMNDVHoEepttr8XC0xfhgD8wcLoadTe/cWGH0ljQsLAxHjhzR/2xtfa+wkJAQbN26FYMGDUJTUxM2b96MGTNm4NatW/D09GyzPbVajenTp2PAgAHYs2cPBg4ciKKiIjg5mc8ljAiJC7YvHo0Xd52DRmuZJ5Tu3sLnLhTg8dABOHW7Glodh4Kahz8zOtTbGTueexTWPB5+96/zcLG3QdrNvttjGehqD3Vz7/9/Gh1SPp9vsPW836JFiwx+3rRpE1JSUnDlyhVMnTq1zffs2LEDtbW1OH36NGxsWjoB+Pv7G1sW8yYPGYDlU4Kx5YjU1KWYhLtQgC9+OwYDXe3hYNvytatTqPHP9AIkn8iFvIOeWvY21gYDmAv4VnjriSFYGh2gv9S195XxuNOoxgc/3MCFwju4XdWA+w8RA9wdkPLcGBTWKLD2wHXcrmrs9jqNG+SOmcPbzkJPMnofTCqVwsfHB4GBgYiNjUVubm6by6nVamzfvh0ikQgREe0Pebhv3z6MGzcOy5cvh5eXF4YPH47169dDq+34Xj2VSgW5XG4wse6lSYPgI2p9w7glKKlrQmZerT6gAODiYIvXpg7G+qfDDZ6d4iS4t4yXswCvPh4MG+uW1x/1d8X+1yZg2cRBra5Fuwpt8eG8EUh98zH847djsWLqYAzyEGLzwggc/eNkBHk6YkroABxcMRGj/Fy6tT4B7g7wcraDqrn37yk1aksaGRmJXbt2ISQkBBUVFVi7di2io6Nx7do1uLu3jPWyf/9+xMbGQqFQwNvbG6mpqfDw8Gi3zdzcXBw9ehTPPvssDh48CKlUiuXLl6O5uRn/93//1+77kpKS8O677xpTvsk52PLxxvQQvLXniqlLMQm/dp4F++sRPqiUq/De/ut4fnwgVkwdjPTcajjb2SBqkDvK5UqUyZpQUKPA334zGo6Czr+2k0I8MSnEE29MD2n1moBvjbeeGILn/3EWSs3DDXfjaMfHK1OCIOD3/g3+3Xr0YWNjI4KCgvCnP/0Jb775pn5eWVkZqqurkZycjKNHjyIzMxMDBgxos42QkBAolUrk5eXpj283bdqEjz76CGVlZe1+tkqlgkp1bzhFuVwOiURi9KMP+5pWx2HG5uM9srvVn0wf5oUtC0dC2EHAjt6oQNQgd4OtbW9669vL+PZ8sdHv41vxsGLqYLw2dXC3Pr9PHn0oFAoRHh4OqVRqMC84OBjBwcGIiorC4MGDkZKSgoSEhDbb8Pb2ho2NjcEJqKFDh6K8vBxqtRq2tm3frycQCCAQCLpTvklYW/GQOCcMS3ecQR/dRGFSVjwg6elwLBzj1+myj4d69UFF95Qb+eSz56IDMDbQDSMlLvBxse+lqlrr1nUBlUqF7OxseHt7t7sMx3EGW7wHjR8/Hrdu3YJOd2+3IycnB97e3u0GtL+bONgTf1/6qH6IUHPm6mCLp0YNNHUZbQr3FXV5QHMbax6eGuWLX4V792lAASNDGh8fj+PHjyMvLw+ZmZmYN28e5HI5li5disbGRrz99tvIyMhAQUEBLly4gGXLlqG4uBjz58/Xt7FkyRKDrerLL7+MmpoarFixAjk5OThw4ADWr1+P5cuX99xaMujxUC98EjuqRx82y6ImjRbFd3q3A/rDmjd6IA6/MQlfLovU37XU1n/HUG9n/LBiEiIkLn1b4C+M2t0tLi5GXFwcqqur4enpiaioKGRkZMDf3x9KpRI3btzAzp07UV1dDXd3d4wZMwYnTpxAWFiYvo3CwkJYWd372yCRSHD48GG88cYbGDFiBHx9fbFixQqsXLmy59aSUVGD3HFq5ePYmZ6Pz47fxsOfHWCXQq3F9TI5Bt036Dgr7tbk5WyHA3+YiDsKNZq1HN7ffx0npFXwdXXA7x8bhLkjfU1aZ7dOHLGkqwfhrNpxMg9rD1w3u+PUlyYNwqqZobDqZ3sMqmZtr5+57ep3lvqqMeL5CYGYNbz9Y/v+6M3pIf0yoAD65NJKV1FIGRI1yM3UJfQYJzs+nhrl2y8Dyhq6C4Yh4QNdwLfiobkf7fPa21hj2jAvhIqdYG9jjQiJC+qVGng4CiBpp/MCMQ6FlCEjJS749+/HYcXuiyiqbTJZHb4u9tj7SjRs+Vaw5Vth4ecZyGpjqNKXJg3Cy48FwdXIBy4T41BIGfOInysO/mEiYrdn4HqZ3CRnfCMD3TDgvodSvTkjBF9lFsLGmge+lRX41jyU1Snh5+ZAAe0DFFIGOdnZ4MAfJuLQtXJ8f7EEP1ztm2eO3PXgqBJThgzAlCFtd+skvY9OHDHsiTAxxge3f3NCbxg8wBHLJtL4TCyhkDJuUB+OOjA73BvfvRLdayMMkIdDu7uMG+zlhNkjvJFb1YjsMjkcbK3x9q+GYpCHEKu+y0JhD4z5Gip2wqpZoZhMu7RMoh5H/USjqhnLdp7DK1OCMHFwy1A0pXVNeHHXOVwrbf+GdycBHwm/GoqvzhRgcsgA1DSq4eJgg3P5tZgd7o3wgSKMkrjS9UwT6Op3lkLaz8maNJjw4dF2HxS1Yd4ILHhU0sdVka6gboEWQmRvg7/EjYJ9G8eRj4cOoICaAQqpGZgyZABOrJwCoW1LUKOD3OHv7oAPng43cWWkJ9CJIzPh4SjAu3OHw8XeBtOGeUHdrKOxfs0EhdSMzBt9bwQECqj5oP9JQhhHISWEcRRSQhhHISWEcRRSQhhHISWEcRRSQhhHISWEcRRSQhhHISWEcRRSQhhHISWEcRRSQhhHISWEcRRSQhhHISWEcRRSQhhHISWEcRRSQhhHISWEcRRSQhhHISWEcRRSQhhHISWEcRRSQhhHISWEcUaFNDExETwez2ASi8UGr4eGhkIoFMLV1RXTpk1DZmZml9vfvXs3eDwennzySWPKIsSsGb0lDQsLQ1lZmX7KysrSvxYSEoKtW7ciKysLJ0+eREBAAGbMmIGqqqpO2y0oKEB8fDwmTpxobEmEmDWjH9jE5/MNtp73W7RokcHPmzZtQkpKCq5cuYKpU6e226ZWq8Wzzz6Ld999FydOnEBdXZ2xZRFitozekkqlUvj4+CAwMBCxsbHIzc1tczm1Wo3t27dDJBIhIiKiwzbfe+89eHp64oUXXuhyHSqVCnK53GAixBwZFdLIyEjs2rULhw4dQnJyMsrLyxEdHY2amhr9Mvv374ejoyPs7OywefNmpKamwsPDo902T506hZSUFCQnJxtVeFJSEkQikX6SSOiJ1sRMcd3Q0NDAeXl5cRs3bjSYJ5VKufT0dO7555/nAgICuIqKijbfL5fLuYCAAO7gwYP6eUuXLuXmzp3b6WcrlUpOJpPpp6KiIg4AJ5PJurNKhPQZmUzWpe9stx4iLBQKER4eDqlUajAvODgYwcHBiIqKwuDBg5GSkoKEhIRW7799+zby8/MRExOjn6fT6QC0HPvevHkTQUFBbX62QCCAQCDoTvmE9AvdCqlKpUJ2dnaHZ2Q5joNKpWrztdDQUIOzwwCwevVq1NfX45NPPqFdWEJgZEjj4+MRExMDPz8/VFZWYu3atZDL5Vi6dCkaGxuxbt06zJkzB97e3qipqcG2bdtQXFyM+fPn69tYsmQJfH19kZSUBDs7OwwfPtzgM1xcXACg1XxCLJVRIS0uLkZcXByqq6vh6emJqKgoZGRkwN/fH0qlEjdu3MDOnTtRXV0Nd3d3jBkzBidOnEBYWJi+jcLCQlhZUUcnQrqKx3EcZ+oieoJcLodIJIJMJoOzs7OpyyGkU139ztImjRDGUUgJYRyFlBDGUUgJYRyFlBDGUUgJYRyFlBDGUUgJYRyFlBDGUUgJYRyFlBDGUUgJYRyFlBDGUUgJYRyFlBDGUUgJYRyFlBDGUUgJYRyFlBDGUUgJYRyFlBDGUUgJYRyFlBDGUUgJYRyFlBDGUUgJYRyFlBDGUUgJYRyFlBDGUUgJYRyFlBDGUUgJYRyFlBDGUUgJYRyFlBDGUUgJYRyFlBDGUUgJYRyFlBDGUUgJYRyFlBDGGRXSxMRE8Hg8g0ksFhu8HhoaCqFQCFdXV0ybNg2ZmZkdtpmcnIyJEyfC1dVV/54zZ8483NoQYoaM3pKGhYWhrKxMP2VlZelfCwkJwdatW5GVlYWTJ08iICAAM2bMQFVVVbvtHTt2DHFxcUhLS0N6ejr8/PwwY8YMlJSUPNwaEWJuOCO88847XERERJeXl8lkHADuyJEjXX5Pc3Mz5+TkxO3cudOY0vSfJZPJjHofIabS1e+s0VtSqVQKHx8fBAYGIjY2Frm5uW0up1arsX37dohEIkRERHS5fYVCAY1GAzc3tw6XU6lUkMvlBhMh5siokEZGRmLXrl04dOgQkpOTUV5ejujoaNTU1OiX2b9/PxwdHWFnZ4fNmzcjNTUVHh4eXf6MVatWwdfXF9OmTetwuaSkJIhEIv0kkUiMWRVC+o/ubK4bGho4Ly8vbuPGjQbzpFIpl56ezj3//PNcQEAAV1FR0aX2PvzwQ87V1ZW7fPlyp8sqlUpOJpPpp6KiItrdJf1Kr+3u3k8oFCI8PBxSqdRgXnBwMKKiopCSkgI+n4+UlJRO2/r444+xfv16HD58GCNGjOh0eYFAAGdnZ4OJEHPUrZCqVCpkZ2fD29u73WU4joNKpeqwnY8++gjvv/8+fvzxRzz66KPdKYkQs2NUSOPj43H8+HHk5eUhMzMT8+bNg1wux9KlS9HY2Ii3334bGRkZKCgowIULF7Bs2TIUFxdj/vz5+jaWLFmChIQE/c8bNmzA6tWrsWPHDgQEBKC8vBzl5eVoaGjoubUkpB/jG7NwcXEx4uLiUF1dDU9PT0RFRSEjIwP+/v5QKpW4ceMGdu7cierqari7u2PMmDE4ceIEwsLC9G0UFhbCyure34Zt27ZBrVZj3rx5Bp/1zjvvIDExsXtrR4gZ4HEcx5m6iJ4gl8shEokgk8no+JT0C139zlLfXUIYRyElhHEUUkIYRyElhHEUUkIYRyElhHEUUkIYRyElhHEUUkIYRyElhHEUUkIYRyElhHEUUkIYRyElhHEUUkIYRyElhHEUUkIYRyElhHEUUkIYRyElhHEUUkIYRyElhHEUUkIYRyElhHEUUkIYRyElhHEUUkIYRyElhHEUUkIYRyElhHEUUkIYRyElhHEUUkIYRyElhHEUUkIYRyElhHEUUkIYRyElhHEUUkIYRyElhHEUUkIYZ1RIExMTwePxDCaxWGzwemhoKIRCIVxdXTFt2jRkZmZ22u5//vMfDBs2DAKBAMOGDcPevXuNXxNCzJTRW9KwsDCUlZXpp6ysLP1rISEh2Lp1K7KysnDy5EkEBARgxowZqKqqare99PR0LFy4EIsXL8bly5exePFiLFiwoEvhJsQS8DiO47q6cGJiIr7//ntcunSpS8vL5XKIRCIcOXIEU6dObXOZhQsXQi6X44cfftDPmzlzJlxdXfH11193tTT9Z8lkMjg7O3f5fYSYSle/s0ZvSaVSKXx8fBAYGIjY2Fjk5ua2uZxarcb27dshEokQERHRbnvp6emYMWOGwbwnnngCp0+f7rAOlUoFuVxuMBFijowKaWRkJHbt2oVDhw4hOTkZ5eXliI6ORk1NjX6Z/fv3w9HREXZ2dti8eTNSU1Ph4eHRbpvl5eXw8vIymOfl5YXy8vIOa0lKSoJIJNJPEonEmFUhpN8wKqSzZs3CM888g/DwcEybNg0HDhwAAOzcuVO/zJQpU3Dp0iWcPn0aM2fOxIIFC1BZWdlhuzwez+BnjuNazXtQQkICZDKZfioqKjJmVQjpN7p1CUYoFCI8PBxSqdRgXnBwMKKiopCSkgI+n4+UlJR22xCLxa22mpWVla22rg8SCARwdnY2mAgxR90KqUqlQnZ2Nry9vdtdhuM4qFSqdl8fN24cUlNTDeYdPnwY0dHR3SmNEPPBGeGPf/wjd+zYMS43N5fLyMjgfv3rX3NOTk5cfn4+19DQwCUkJHDp6elcfn4+d/78ee6FF17gBAIBd/XqVX0bixcv5latWqX/+dSpU5y1tTX3wQcfcNnZ2dwHH3zA8fl8LiMjw5jSOJlMxgHgZDKZUe8jxFS6+p3lGxPo4uJixMXFobq6Gp6enoiKikJGRgb8/f2hVCpx48YN7Ny5E9XV1XB3d8eYMWNw4sQJhIWF6dsoLCyEldW9DXh0dDR2796N1atXY82aNQgKCsI333yDyMjInvo7REi/ZtR1UpbRdVLS3/TadVJCSN+ikBLCOAopIYyjkBLCOAopIYyjkBLCOAopIYyjkBLCOAopIYyjkBLCOAopIYyjkBLCOAopIYyjkBLCOAopIYyjkBLCOAopIYyjkBLCOAopIYyjkBLCOAopIYyjkBLCOAopIYyjkBLCOAopIYyjkBLCOAopIYyjkBLCOAopIYyjkBLCOAopIYyjkBLCOAopIYyjkBLCOAopIYyjkBLCOAopIYyjkBLCOAopIYyjkBLCOAopIYwzKqSJiYng8XgGk1gsBgBoNBqsXLkS4eHhEAqF8PHxwZIlS1BaWtppu1u2bMGQIUNgb28PiUSCN954A0ql8uHWiBAzwzf2DWFhYThy5Ij+Z2trawCAQqHAhQsXsGbNGkRERODOnTt4/fXXMWfOHJw7d67d9r788kusWrUKO3bsQHR0NHJycvDcc88BADZv3mxseYSYHaNDyufz9VvP+4lEIqSmphrM+/TTTzF27FgUFhbCz8+vzfbS09Mxfvx4LFq0CAAQEBCAuLg4nDlzxtjSCDFLRh+TSqVS+Pj4IDAwELGxscjNzW13WZlMBh6PBxcXl3aXmTBhAs6fP68PZW5uLg4ePIjZs2d3WIdKpYJcLjeYCDFLnBEOHjzI7dmzh7ty5QqXmprKPfbYY5yXlxdXXV3datmmpiZu9OjR3LPPPttpu3/5y184Gxsbjs/ncwC4l19+udP3vPPOOxyAVpNMJjNmlQgxGZlM1qXvrFEhfVBDQwPn5eXFbdy40WC+Wq3m5s6dy40aNarTAtLS0jgvLy8uOTmZu3LlCvfdd99xEomEe++99zp8n1Kp5GQymX4qKiqikJJ+pashNfqY9H5CoRDh4eGQSqX6eRqNBgsWLEBeXh6OHj0KZ2fnDttYs2YNFi9ejGXLlgEAwsPD0djYiJdeegl//vOfYWXV9h65QCCAQCDoTvmE9Avduk6qUqmQnZ0Nb29vAPcCKpVKceTIEbi7u3fahkKhaBVEa2trcC1b+e6UR4hZMGpLGh8fj5iYGPj5+aGyshJr166FXC7H0qVL0dzcjHnz5uHChQvYv38/tFotysvLAQBubm6wtbUFACxZsgS+vr5ISkoCAMTExGDTpk0YNWoUIiMjcevWLaxZswZz5szRX94hxJIZFdLi4mLExcWhuroanp6eiIqKQkZGBvz9/ZGfn499+/YBAEaOHGnwvrS0NEyePBkAUFhYaLDlXL16NXg8HlavXo2SkhJ4enoiJiYG69at696aEWImeJyZ7FPK5XKIRCLIZLJOj4MJYUFXv7PUd5cQxlFICWEchZQQxlFICWEchZQQxlFICWEchZQQxlFICWEchZQQxlFICWEchZQQxlFICWEchZQQxlFICWEchZQQxlFICWEchZQQxlFICWEchZQQxlFICWEchZQQxlFICWEchZQQxlFICWEchZQQxlFICWEchZQQxlFICWEchZQBfz+Ri1uV9fqfaxvVJqyGsIZCyoA6hQZLUs6gQq7E30/k4ultp1DbqEZhjQLnC2pNXR4xMaOeT0p6nk7Hwd3RFqUyJSZtSINaqwPHAbP/cgIVciXCB7rg+1eiwePxTF0qMREKqYmpmnV4b/91/b/vKpMpMczbGf9dPt5UpRFG0O6uidnbWsNJ0PbfypsV9fj+YkkfV0RYQ1tSE5IpNDiTXwu5srnN17U6Dm/tuQylRovYsX59XB1hBYW0HfVKDWysrVCn0MDd0RY21t3b6WhSa3Gzoh5FtQr843Q+mrU6XCuVo7NDTT83Bzw+dEC3Ppv0bxTSNnAchyU7zuBiYR0AYMk4fwwRO+GZRwbCzsba6Lb2XS7Fyv9cgVKjA9+Kh2Yd16X38njAhnkjMMDJzthVIGaEQnofuVKDZi2HtBuV+oACwK70AgAADzwsijRut/O9/dfxxal8/c9dDSgAcByQ8F0Wvl8+Hg629F9lqeh//hc6HYeo9T9Boda2u0yFXGlUm//KKMDO0/ndqiunogG//9cFfBo3CiJ7m261RfonOruLll3Sf5zOh3UnB4iXiurafU2puRduaUU9otb/hHf2XYMRG852/ZxThV99cgIFNY3db4z0Oxa/JT2TV4u9F0vw9ZnCTpc9Ia3Chh9v4HeTgiByaNmq/ZxThfhvL6NB1YxHA9zw+BBPOAj4KDdyq9uZkromLP/qAr5/ZTz43TyJRfoXiw+prEmDf58r6tKyOg7Yduw2BjgJ8Nz4QADAptQcVNarALQE9uecKjjZ8WFtxYO2Jzaj97laIscXp/Lx4qRBPdouYZtRf5ITExPB4/EMJrFYDADQaDRYuXIlwsPDIRQK4ePjgyVLlqC0tLTTduvq6rB8+XJ4e3vDzs4OQ4cOxcGDBx9ujYx0ofCO0WFKPpGHrUel+PPeLDSoWl/jrFc293hA7zqeU9Ur7RJ2Gb0lDQsLw5EjR/Q/W1u3XJJQKBS4cOEC1qxZg4iICNy5cwevv/465syZg3PnzrXbnlqtxvTp0zFgwADs2bMHAwcORFFREZycnB5idTpXWa9EZm4tYiJ8sOHHG/gqs/Pd3AeV1DXh48M5vVBd54Z6t/970ek4nCu4g3MFtZg02BPDfUV9WBnpLUaHlM/n67ee9xOJREhNTTWY9+mnn2Ls2LEoLCyEn1/bly527NiB2tpanD59GjY2Lcd5/v7+xpbVZXvOF2PDjzfx9xO5uFws67XP6Q08HjBvtKTVfK2Ow2fHb2PP+WLkVbecXNrw401EBrrhzekhiBzk3telkh5k9BkIqVQKHx8fBAYGIjY2Frm5ue0uK5PJwOPx4OLi0u4y+/btw7hx47B8+XJ4eXlh+PDhWL9+PbTa9i+FAIBKpYJcLjeYuuKVycEIcHfodwEFgOggdwwRt96Srj+YjY8O3dQH9K7MvFrEJmfg1a8uoEzW1Fdlkh5mVEgjIyOxa9cuHDp0CMnJySgvL0d0dDRqampaLatUKrFq1SosWrQIzs7O7baZm5uLPXv2QKvV4uDBg1i9ejU2btyIdevWdVhLUlISRCKRfpJIWm9h2tNfdwPP5t3B0RsVBvPyqxuxKz2/3fdwHLD/Shle++piL1dHeguP47iHPsPR2NiIoKAg/OlPf8Kbb76pn6/RaDB//nwUFhbi2LFjHYY0JCQESqUSeXl5+uPbTZs24aOPPkJZWVm771OpVFCpVPqf5XI5JBIJZDJZh58HAEkHs/H5z+3vAbBMaGuNtPjJGODc0lXwlS/P42BWeafvs7Hm4bPfjMbUoV69XSLpIrlcDpFI1Ol3tlsX3IRCIcLDwyGVSvXzNBoNFixYgLy8PKSmpnYaGG9vb4SEhOgDCgBDhw5FeXk51Or2hxERCARwdnY2mDpzqagOP2SVddgpgXWNai02/nLS6p/p+V0KKABotBy2Hbvdm6WRXtKt66QqlQrZ2dmYOHEigHsBlUqlSEtLg7t75ycsxo8fj6+++go6nQ5WVi1/M3JycuDt7Q1bW9vulGcgr7oRGw/fxAlpdY+1aSrf/HJd99/nu3Z9967qBlXnCxHmGLUljY+Px/Hjx5GXl4fMzEzMmzcPcrkcS5cuRXNzM+bNm4dz587hyy+/hFarRXl5east4pIlS5CQkKD/+eWXX0ZNTQ1WrFiBnJwcHDhwAOvXr8fy5ct7bi0BBHoIIW/S9GibpvTNuSIYe6BSUKPAR4du9E5BpNcYtSUtLi5GXFwcqqur4enpiaioKGRkZMDf3x/5+fnYt28fAGDkyJEG70tLS8PkyZMBAIWFhfotJgBIJBIcPnwYb7zxBkaMGAFfX1+sWLECK1eu7N6atWHbb0bjwJVS7D5ThMp6VZsdEczdX9NuY8qQAXg0wM3UpZAu6taJI5Z09SAcaLmbJSO3Bit2X+qb4hgzyEMIL2c7/GtZJKytaIAzU+mTE0f9lZezHWYN94aAb5Grj9zqRmTk1eA/54tNXQrpAovtYF9Q0wgHW2uDEfosyb9eiMT4YA9Tl0G6wDI3JQCCBzhi2UTLvZvk7b1ZqFPQSPn9gcWGlMfjIb+69U3UQ7yc4Otib4KK+lZBjQK3qxpMXQbpAovd3QWAWeFiSNwcEOLliGM3qxDmK8L4IHfUK5vx5LZTRl/i6G/mf5aO6CAP/GtZpKlLIR2w6JA+HuqFx0NbusnNHO6tn//tQ1yD7I90HHDyVjUaVc0QtjNANzE9i93d7cjl4jpTl9CnHrx7hrCFQtqGMJ/+eZfMw0r6IRtypfn0xjI3FNI2dDSspzk6fbsGQhrXl1kU0jZYW1gnnIiBLrCwVe5XKKQP2H+lFBtTTTN+kankVTci8X/XcNIM7hAyRxTS++y/Uoo3vrmE+naecmauZE0a7EovwIrdF/GXn6Sdv4H0KQrpfZztbGDHN+6BTOakSaNFfk0jdL00HCl5OHS24D6TQjwRPlCE07dbj9lkrmytrfD+k2HggYfxgz0sordVf0MhRcvDfHOrG+BkZ4OCGoWpy+lTTnZ8TAkdQI9XZJjFhrReqcE/Mwpw6Gp5vxzes6fUNKqxLe02Vs8eSs+YYZRFhvRsfi1W7rmCXOppAwAtTx7X6bD2yXBTl0LaYHF/Ou8+5pACauibs0WorO/ZJ8GRnmFxIeXxeFgS5Y9OHkVqcTRaDv8+a9zog6RvWFxIgZbrgpZwl4uxvj5TRJdfGGSRIZ0w2AMTB9PQIQ8qqWvCoWtdG2yb9B2LDKmDLR+vTxts6jKYtOHQTSjUltXjinUWGVIAeMTPFS4ONqYugzl51Y1473/XTV0GuY/FhpTH40FjoSMFdmb32aKHergy6R0WG1IAGBdEx6XteXtvFnafoaCywKJD+ub0ELgLe+6hUOaGnsLGBosO6TAfZ7w4yXLH3u0MdW5gg0WHVKFuxj/TC0xdBrOUGh2kFfV98lkaLZ0faI9Fh/SktBoldU2mLoNpWx7iJvDFKZl4fOMxFNXeu6PohLSq3Us7edWNmLnlZ8gUNBhaWyw6pNJKGsG9MweulGHT4ZtGvadR1YzcqkYkfJeFS0V1uFXZgMUpZ/D4x8ex8fBNnC+4AwDQ6TgU1SrwbHIGblc14u29WZApNK16Pel0HHaczMOxm5WQNWlwJq8WB7PKemwdWWeRd8HcVVBDney74u8n8xAX6QdvUec3hB+6Vo6LRXUAWgbezsyrwRNhYgBAuVyJT4/ewqdHb+lvLr9/T+ZAVhl+uFqGEC8nHPzDRFj98ljGkromfPjjDYOHaznYWmNMgBs8nQQ9tZrMssjnk971VWYh3t6b1cuVmYexgW7Y/WKUPjhtqZArMeHDo9Bou/+V8hHZ4alHfMEDDweyytocwPsRPxd8uuiRfjuaBD2ftAvCfLoW5rtsra3At9CH7p7Jq8W6g9kdLvPhjzd6JKAAUCpT4q9pt7E17Va7I+xfKKzDtI3Hzb6/sUWHdIjYCbZdGI2AxwM+mjcCVxJn4HePtX3J5u6tb3Y25vsr/VdGgcFZ2KSD2ZApNKiQK7HlSA6+v1jS5zU1abSwszHvwePM9xvVBXY21ogOdu90uQWjJZj/qAR2NtZ47fHBcH2gz+/80QNxfvV0fLUsEgf+MNFsH3GvatbhT3uu/HKrH4fdZ4sQmXQE4z84ii1HpDDVXW7P/+MsPjkiNduzwxYdUgCYE+HT7mt2NlaYNVyMd+eG3TfPGkPEThDaWkPsbAd3oS2srXhwE9oiOtgDsiYNtDoOVjzAz82hL1ahT+29WIKn/noKC7dnQNakgVKjQ7OJ70HV6jhsPpKDX/3lBDJzzW+kR4s+uwsAM4eLse5ANmoaDZ96PXGwB7Y9+wic7FrfKfP+3OHQchyCPB1x9EYlfsqu0L8W5uMMKx4Q4uWE716Jxp/3XsVeE+wG9qbc6kYmh58pqWvC/66UInJQ53tH/YnFh9TBlo/0hKk4Ia3CgStlSM+tQfAAR2yNazugADDYy0n/by9nO8TctzXmgYcXJw7C3JG+cLDlI2FWKDydBPjf5VKUyaibXW8bN8j8bpqw6Eswfen9/deRcjLP1GWYNQHfChfWTO83D0SmSzCMiYnwgY2lPa6tj00I9ug3ATUGhbSPjJS4YNfzkYgdIzF1KWZrzsj2TwL2Z0aFNDExETwez2ASi1u6fGk0GqxcuRLh4eEQCoXw8fHBkiVLUFpa2uX2d+/eDR6PhyeffNKolegPGlTNuF3VgB+umveFd1MJFTvhV+Hepi6jVxi9bxAWFoYjR47of7a2brmQrFAocOHCBaxZswYRERG4c+cOXn/9dcyZMwfnzp3rtN2CggLEx8dj4sSJxpbEpAq5Ei4ONii+04SE77KQXSaHulln0P+0K9yEtqh94MwzaW1ckDtszPQxGUaHlM/n67ee9xOJREhNTTWY9+mnn2Ls2LEoLCyEn59fu21qtVo8++yzePfdd3HixAnU1dUZWxZTiu8o8PS206hr0sDZjo/qhocP2TcvRWH9wWw0abTwdXGAslmLA1fK4OfmgCdH+uBs/h1k5NVY/DjCe84V47XHB8PNDEfaMDqkUqkUPj4+EAgEiIyMxPr16zFoUNtd5WQyGXg8HlxcXDps87333oOnpydeeOEFnDhxokt1qFQqqFQq/c9yubzL69DbrHg8PDXKF+cK7uhvy3oYj4V4YrCXE7747Vj9vAZVM5zt+Fg1cyhEv/R8ulxUh7P5tVh7oOO+teasXtWMb84W4eXJQaYupccZtX8QGRmJXbt24dChQ0hOTkZ5eTmio6NRU9O6l4dSqcSqVauwaNGiDk8vnzp1CikpKUhOTjaq8KSkJIhEIv0kkbBzQsbHxR4JvxqK//v1sIdu4xE/F6yePbTVfEcBH0lPj9AHFAAiJC4I9BA+9GeZC3M9e25USGfNmoVnnnkG4eHhmDZtGg4cOAAA2Ll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" + ], + "text/plain": [ + " TripID SurveyYear DayID IndividualID HouseholdID PSUID PersNo \\\n", + "0 1 2002 2 1 1 1 1 \n", + "1 2 2002 2 1 1 1 1 \n", + "2 3 2002 2 1 1 1 1 \n", + "3 4 2002 2 1 1 1 1 \n", + "4 5 2002 3 1 1 1 1 \n", + "\n", + " TravDay seq ShortWalkTrip_B01ID ... mode TripPurpose_B04ID oact \\\n", + "0 2 1 2 ... 4 7 23 \n", + "1 2 2 2 ... 4 6 10 \n", + "2 2 3 2 ... 4 7 8 \n", + "3 2 4 2 ... 12 7 10 \n", + "4 3 1 2 ... 4 7 23 \n", + "\n", + " dact tst tet ozone dzone participation hh_weight \n", + "0 10 675 683 530 550 1 1 \n", + "1 8 720 735 530 550 1 1 \n", + "2 10 770 780 530 550 1 1 \n", + "3 23 1110 1130 530 550 1 1 \n", + "4 10 760 770 530 550 1 1 \n", + "\n", + "[5 rows x 21 columns]" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "clean_travel_diaries.head()" ] @@ -688,13 +2028,22 @@ "start_time": "2020-11-23T10:04:57.992403Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:18.704638Z", - "iopub.status.busy": "2023-09-22T10:52:18.704551Z", - "iopub.status.idle": "2023-09-22T10:52:18.706238Z", - "shell.execute_reply": "2023-09-22T10:52:18.706018Z" + "iopub.execute_input": "2024-04-05T15:21:51.823387Z", + "iopub.status.busy": "2024-04-05T15:21:51.823204Z", + "iopub.status.idle": "2024-04-05T15:21:51.826225Z", + "shell.execute_reply": "2024-04-05T15:21:51.825726Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "149\n", + "149\n" + ] + } + ], "source": [ "print(len(travel_diaries))\n", "print(len(clean_travel_diaries))" @@ -719,10 +2068,10 @@ "start_time": "2020-11-23T10:04:58.185590Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:18.707463Z", - "iopub.status.busy": "2023-09-22T10:52:18.707373Z", - "iopub.status.idle": "2023-09-22T10:52:18.712506Z", - "shell.execute_reply": "2023-09-22T10:52:18.712252Z" + "iopub.execute_input": "2024-04-05T15:21:51.828256Z", + "iopub.status.busy": "2024-04-05T15:21:51.828077Z", + "iopub.status.idle": "2024-04-05T15:21:51.834322Z", + "shell.execute_reply": "2024-04-05T15:21:51.833950Z" } }, "outputs": [], @@ -797,13 +2146,22 @@ "start_time": "2020-11-23T10:04:58.468222Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:18.713808Z", - "iopub.status.busy": "2023-09-22T10:52:18.713704Z", - "iopub.status.idle": "2023-09-22T10:52:18.718981Z", - "shell.execute_reply": "2023-09-22T10:52:18.718716Z" + "iopub.execute_input": "2024-04-05T15:21:51.836625Z", + "iopub.status.busy": "2024-04-05T15:21:51.836436Z", + "iopub.status.idle": "2024-04-05T15:21:51.844432Z", + "shell.execute_reply": "2024-04-05T15:21:51.843962Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/6n/0h9tynqn581fxsytcc863h94tm217b/T/ipykernel_94296/963563098.py:13: DeprecationWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n", + " trips = clean_travel_diaries.groupby(\"IndividualID\", group_keys=False).apply(reweight)\n" + ] + } + ], "source": [ "# reweight and split ids for unique days\n", "\n", @@ -831,13 +2189,213 @@ "start_time": "2020-11-23T10:07:34.516529Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:18.720275Z", - "iopub.status.busy": "2023-09-22T10:52:18.720190Z", - "iopub.status.idle": "2023-09-22T10:52:18.725908Z", - "shell.execute_reply": "2023-09-22T10:52:18.725657Z" + "iopub.execute_input": "2024-04-05T15:21:51.846545Z", + "iopub.status.busy": "2024-04-05T15:21:51.846349Z", + "iopub.status.idle": "2024-04-05T15:21:51.855723Z", + "shell.execute_reply": "2024-04-05T15:21:51.855338Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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5 rows × 24 columns

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" + ], + "text/plain": [ + " TripID SurveyYear DayID IndividualID HouseholdID PSUID PersNo \\\n", + "0 1 2002 2 1 1 1 1 \n", + "1 2 2002 2 1 1 1 1 \n", + "2 3 2002 2 1 1 1 1 \n", + "3 4 2002 2 1 1 1 1 \n", + "4 5 2002 3 1 1 1 1 \n", + "\n", + " TravDay seq ShortWalkTrip_B01ID ... dact tst tet ozone dzone \\\n", + "0 2 1 2 ... visit 675 683 530 550 \n", + "1 2 2 2 ... other 720 735 530 550 \n", + "2 2 3 2 ... visit 770 780 530 550 \n", + "3 2 4 2 ... home 1110 1130 530 550 \n", + "4 3 1 2 ... visit 760 770 530 550 \n", + "\n", + " participation hh_weight freq pid hid \n", + "0 1 1 0.2 1_2 1_2 \n", + "1 1 1 0.2 1_2 1_2 \n", + "2 1 1 0.2 1_2 1_2 \n", + "3 1 1 0.2 1_2 1_2 \n", + "4 1 1 0.2 1_3 1_3 \n", + "\n", + "[5 rows x 24 columns]" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "trips.head()" ] @@ -851,10 +2409,10 @@ "start_time": "2020-11-23T10:07:34.712210Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:18.727170Z", - "iopub.status.busy": "2023-09-22T10:52:18.727081Z", - "iopub.status.idle": "2023-09-22T10:52:18.730027Z", - "shell.execute_reply": "2023-09-22T10:52:18.729786Z" + "iopub.execute_input": "2024-04-05T15:21:51.857706Z", + "iopub.status.busy": "2024-04-05T15:21:51.857532Z", + "iopub.status.idle": "2024-04-05T15:21:51.862512Z", + "shell.execute_reply": "2024-04-05T15:21:51.862112Z" } }, "outputs": [], @@ -899,13 +2457,30 @@ "start_time": "2020-11-23T10:07:34.767754Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:18.731234Z", - "iopub.status.busy": "2023-09-22T10:52:18.731150Z", - "iopub.status.idle": "2023-09-22T10:52:18.741950Z", - "shell.execute_reply": "2023-09-22T10:52:18.741697Z" + "iopub.execute_input": "2024-04-05T15:21:51.864639Z", + "iopub.status.busy": "2024-04-05T15:21:51.864478Z", + "iopub.status.idle": "2024-04-05T15:21:51.881740Z", + "shell.execute_reply": "2024-04-05T15:21:51.881250Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Building mapping.\n", + "Trimming target.\n", + "Building expanded data 0/3\r" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Done\n" + ] + } + ], "source": [ "hhs = expand_days(trips, hh_in, trips_on=\"HouseholdID\", target_on=\"HouseholdID\", new_id=\"hid\")" ] @@ -919,13 +2494,256 @@ "start_time": "2020-11-23T10:58:31.915713Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:18.743284Z", - "iopub.status.busy": "2023-09-22T10:52:18.743186Z", - "iopub.status.idle": "2023-09-22T10:52:18.748301Z", - "shell.execute_reply": "2023-09-22T10:52:18.748035Z" + "iopub.execute_input": "2024-04-05T15:21:51.884137Z", + "iopub.status.busy": "2024-04-05T15:21:51.883944Z", + "iopub.status.idle": "2024-04-05T15:21:51.893063Z", + "shell.execute_reply": "2024-04-05T15:21:51.892591Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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hid
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5 rows × 33 columns

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" + ], + "text/plain": [ + " HouseholdID SurveyYear PSUID W2 OutCom_B02ID HHIncome2002_B02ID \\\n", + "hid \n", + "1_6 1 2002 1 1 1 2 \n", + "1_1 1 2002 1 1 1 2 \n", + "1_2 1 2002 1 1 1 2 \n", + "1_3 1 2002 1 1 1 2 \n", + "1_7 1 2002 1 1 1 2 \n", + "\n", + " AddressType_B01ID Ten1_B02ID Landlord_B01ID ResLength_B01ID ... \\\n", + "hid ... \n", + "1_6 3 1 -10 3 ... \n", + "1_1 3 1 -10 3 ... \n", + "1_2 3 1 -10 3 ... \n", + "1_3 3 1 -10 3 ... \n", + "1_7 3 1 -10 3 ... \n", + "\n", + " NumCarVan WalkBus_B01ID Getbus_B01ID WalkRail_B01ID \\\n", + "hid \n", + "1_6 2 1 5 1 \n", + "1_1 2 1 5 1 \n", + "1_2 2 1 5 1 \n", + "1_3 2 1 5 1 \n", + "1_7 2 1 5 1 \n", + "\n", + " WalkRailAlt_B01ID HRPWorkStat_B02ID HRPSEGWorkStat_B01ID \\\n", + "hid \n", + "1_6 -9 1 3 \n", + "1_1 -9 1 3 \n", + "1_2 -9 1 3 \n", + "1_3 -9 1 3 \n", + "1_7 -9 1 3 \n", + "\n", + " HHoldOAClass2011_B03ID Settlement2011EW_B03ID Settlement2011EW_B04ID \n", + "hid \n", + "1_6 -10 1 1 \n", + "1_1 -10 1 1 \n", + "1_2 -10 1 1 \n", + "1_3 -10 1 1 \n", + "1_7 -10 1 1 \n", + "\n", + "[5 rows x 33 columns]" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "hhs.head()" ] @@ -939,13 +2757,30 @@ "start_time": "2020-11-23T10:58:31.993216Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:18.749546Z", - "iopub.status.busy": "2023-09-22T10:52:18.749454Z", - "iopub.status.idle": "2023-09-22T10:52:18.763483Z", - "shell.execute_reply": "2023-09-22T10:52:18.763233Z" + "iopub.execute_input": "2024-04-05T15:21:51.895691Z", + "iopub.status.busy": "2024-04-05T15:21:51.895458Z", + "iopub.status.idle": "2024-04-05T15:21:51.917419Z", + "shell.execute_reply": "2024-04-05T15:21:51.917052Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Building mapping.\n", + "Trimming target.\n", + "Building expanded data 0/7\r" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Done\n" + ] + } + ], "source": [ "people = expand_days(\n", " trips, persons_in, trips_on=\"IndividualID\", target_on=\"IndividualID\", new_id=\"pid\"\n", @@ -961,13 +2796,256 @@ "start_time": "2020-11-23T12:10:07.762160Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:18.764803Z", - "iopub.status.busy": "2023-09-22T10:52:18.764706Z", - "iopub.status.idle": "2023-09-22T10:52:18.770110Z", - "shell.execute_reply": "2023-09-22T10:52:18.769724Z" + "iopub.execute_input": "2024-04-05T15:21:51.919705Z", + "iopub.status.busy": "2024-04-05T15:21:51.919522Z", + "iopub.status.idle": "2024-04-05T15:21:51.929213Z", + "shell.execute_reply": "2024-04-05T15:21:51.928746Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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pid
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" + ], + "text/plain": [ + " SurveyYear IndividualID HouseholdID PSUID VehicleID PersNo \\\n", + "pid \n", + "1_6 2002 1 1 1 1 1 \n", + "1_2 2002 1 1 1 1 1 \n", + "1_3 2002 1 1 1 1 1 \n", + "1_7 2002 1 1 1 1 1 \n", + "1_5 2002 1 1 1 1 1 \n", + "\n", + " Age_B01ID OfPenAge_B01ID Sex_B01ID EdAttn1_B01ID ... \\\n", + "pid ... \n", + "1_6 13 2 2 -10 ... \n", + "1_2 13 2 2 -10 ... \n", + "1_3 13 2 2 -10 ... \n", + "1_7 13 2 2 -10 ... \n", + "1_5 13 2 2 -10 ... \n", + "\n", + " CarAccess_B01ID DrivDisable_B01ID WkPlace_B01ID ES2000_B01ID \\\n", + "pid \n", + "1_6 2 -9 1 7 \n", + "1_2 2 -9 1 7 \n", + "1_3 2 -9 1 7 \n", + "1_7 2 -9 1 7 \n", + "1_5 2 -9 1 7 \n", + "\n", + " NSSec_B03ID SC_B01ID Stat_B01ID SVise_B01ID EcoStat_B02ID \\\n", + "pid \n", + "1_6 2 3 1 2 2 \n", + "1_2 2 3 1 2 2 \n", + "1_3 2 3 1 2 2 \n", + "1_7 2 3 1 2 2 \n", + "1_5 2 3 1 2 2 \n", + "\n", + " PossHom_B01ID \n", + "pid \n", + "1_6 2 \n", + "1_2 2 \n", + "1_3 2 \n", + "1_7 2 \n", + "1_5 2 \n", + "\n", + "[5 rows x 23 columns]" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "people.head()" ] @@ -991,10 +3069,10 @@ "start_time": "2020-11-23T12:10:07.963560Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:18.771486Z", - "iopub.status.busy": "2023-09-22T10:52:18.771407Z", - "iopub.status.idle": "2023-09-22T10:52:18.773465Z", - "shell.execute_reply": "2023-09-22T10:52:18.773224Z" + "iopub.execute_input": "2024-04-05T15:21:51.931536Z", + "iopub.status.busy": "2024-04-05T15:21:51.931343Z", + "iopub.status.idle": "2024-04-05T15:21:51.935030Z", + "shell.execute_reply": "2024-04-05T15:21:51.934431Z" } }, "outputs": [], @@ -1012,14 +3090,81 @@ "start_time": "2020-11-23T12:10:08.014383Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:18.774712Z", - "iopub.status.busy": "2023-09-22T10:52:18.774624Z", - "iopub.status.idle": "2023-09-22T10:52:18.802747Z", - "shell.execute_reply": "2023-09-22T10:52:18.802465Z" + "iopub.execute_input": "2024-04-05T15:21:51.937827Z", + "iopub.status.busy": "2024-04-05T15:21:51.937619Z", + "iopub.status.idle": "2024-04-05T15:21:51.981494Z", + "shell.execute_reply": "2024-04-05T15:21:51.981135Z" }, "scrolled": true }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using from-to activity parser using 'oact' and 'dact' columns\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Adding pid->hh mapping to persons_attributes from trips.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n", + " Unable to load household area ('hzone') - not found in trips_diary or unable to build from attributes.\n", + " Pam will try to infer home location from activities, but this behaviour is not recommended.\n", + " \n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using freq of 'None' for all trips.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using freq of 'None' for all households.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " Person pid:2_5 hid:1_5 plan does not start with 'home' activity: work\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " Person pid:2_6 hid:1_6 plan does not start with 'home' activity: work\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " Person pid:3_6 hid:1_6 plan does not start with 'home' activity: education\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " Person pid:2_7 hid:1_7 plan does not start with 'home' activity: work\n" + ] + } + ], "source": [ "population = read.load_travel_diary(\n", " trips=trips, persons_attributes=people, hhs_attributes=hhs, trip_freq_as_person_freq=True\n", @@ -1035,10 +3180,10 @@ "start_time": "2020-11-23T12:10:17.804047Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:18.804103Z", - "iopub.status.busy": "2023-09-22T10:52:18.804023Z", - "iopub.status.idle": "2023-09-22T10:52:18.806311Z", - "shell.execute_reply": "2023-09-22T10:52:18.806053Z" + "iopub.execute_input": "2024-04-05T15:21:51.983596Z", + "iopub.status.busy": "2024-04-05T15:21:51.983401Z", + "iopub.status.idle": "2024-04-05T15:21:51.987476Z", + "shell.execute_reply": "2024-04-05T15:21:51.986928Z" } }, "outputs": [], @@ -1055,10 +3200,10 @@ "start_time": "2020-11-23T12:10:18.001901Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:18.807657Z", - "iopub.status.busy": "2023-09-22T10:52:18.807557Z", - "iopub.status.idle": "2023-09-22T10:52:18.809508Z", - "shell.execute_reply": "2023-09-22T10:52:18.809273Z" + "iopub.execute_input": "2024-04-05T15:21:51.989665Z", + "iopub.status.busy": "2024-04-05T15:21:51.989486Z", + "iopub.status.idle": "2024-04-05T15:21:51.992624Z", + "shell.execute_reply": "2024-04-05T15:21:51.992252Z" } }, "outputs": [], @@ -1078,13 +3223,24 @@ "start_time": "2020-11-23T12:10:18.067138Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:18.810682Z", - "iopub.status.busy": "2023-09-22T10:52:18.810600Z", - "iopub.status.idle": "2023-09-22T10:52:18.819549Z", - "shell.execute_reply": "2023-09-22T10:52:18.819284Z" + "iopub.execute_input": "2024-04-05T15:21:51.994584Z", + "iopub.status.busy": "2024-04-05T15:21:51.994415Z", + "iopub.status.idle": "2024-04-05T15:21:51.997928Z", + "shell.execute_reply": "2024-04-05T15:21:51.997553Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "3.285714285714285" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "population.size # this also accounts for the weighting" ] @@ -1098,13 +3254,27 @@ "start_time": "2020-11-23T12:10:18.119285Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:18.820824Z", - "iopub.status.busy": "2023-09-22T10:52:18.820737Z", - "iopub.status.idle": "2023-09-22T10:52:18.822736Z", - "shell.execute_reply": "2023-09-22T10:52:18.822496Z" + "iopub.execute_input": "2024-04-05T15:21:51.999950Z", + "iopub.status.busy": "2024-04-05T15:21:51.999762Z", + "iopub.status.idle": "2024-04-05T15:21:52.003438Z", + "shell.execute_reply": "2024-04-05T15:21:52.003072Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'num_households': 18,\n", + " 'num_people': 39,\n", + " 'num_activities': 175,\n", + " 'num_legs': 136}" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "population.stats" ] @@ -1118,13 +3288,24 @@ "start_time": "2020-11-23T12:10:18.176008Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:18.823930Z", - "iopub.status.busy": "2023-09-22T10:52:18.823829Z", - "iopub.status.idle": "2023-09-22T10:52:18.826094Z", - "shell.execute_reply": "2023-09-22T10:52:18.825845Z" + "iopub.execute_input": "2024-04-05T15:21:52.005317Z", + "iopub.status.busy": "2024-04-05T15:21:52.005146Z", + "iopub.status.idle": "2024-04-05T15:21:52.008727Z", + "shell.execute_reply": "2024-04-05T15:21:52.008401Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'education', 'escort', 'home', 'medical', 'other', 'shop', 'visit', 'work'}" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "population.activity_classes" ] @@ -1138,13 +3319,24 @@ "start_time": "2020-11-23T12:10:18.222929Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:18.827265Z", - "iopub.status.busy": "2023-09-22T10:52:18.827182Z", - "iopub.status.idle": "2023-09-22T10:52:18.829105Z", - "shell.execute_reply": "2023-09-22T10:52:18.828867Z" + "iopub.execute_input": "2024-04-05T15:21:52.010593Z", + "iopub.status.busy": "2024-04-05T15:21:52.010424Z", + "iopub.status.idle": "2024-04-05T15:21:52.013879Z", + "shell.execute_reply": "2024-04-05T15:21:52.013555Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'car', 'pt', 'walk'}" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "population.mode_classes" ] @@ -1158,14 +3350,36 @@ "start_time": "2020-11-23T12:10:18.277070Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:18.830248Z", - "iopub.status.busy": "2023-09-22T10:52:18.830159Z", - "iopub.status.idle": "2023-09-22T10:52:19.413074Z", - "shell.execute_reply": "2023-09-22T10:52:19.412809Z" + "iopub.execute_input": "2024-04-05T15:21:52.015955Z", + "iopub.status.busy": "2024-04-05T15:21:52.015678Z", + "iopub.status.idle": "2024-04-05T15:21:52.919850Z", + "shell.execute_reply": "2024-04-05T15:21:52.919486Z" }, "scrolled": false }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plot_leg_times(population)" ] @@ -1200,10 +3436,10 @@ "start_time": "2020-11-23T12:10:21.693486Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:19.639382Z", - "iopub.status.busy": "2023-09-22T10:52:19.639284Z", - "iopub.status.idle": "2023-09-22T10:52:19.640962Z", - "shell.execute_reply": "2023-09-22T10:52:19.640698Z" + "iopub.execute_input": "2024-04-05T15:21:53.257050Z", + "iopub.status.busy": "2024-04-05T15:21:53.256792Z", + "iopub.status.idle": "2024-04-05T15:21:53.259233Z", + "shell.execute_reply": "2024-04-05T15:21:53.258847Z" } }, "outputs": [], @@ -1220,13 +3456,41 @@ "start_time": "2020-11-25T10:58:14.237045Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:19.642332Z", - "iopub.status.busy": "2023-09-22T10:52:19.642233Z", - "iopub.status.idle": "2023-09-22T10:52:19.724244Z", - "shell.execute_reply": "2023-09-22T10:52:19.723958Z" + "iopub.execute_input": "2024-04-05T15:21:53.261208Z", + "iopub.status.busy": "2024-04-05T15:21:53.261015Z", + "iopub.status.idle": "2024-04-05T15:21:53.426292Z", + "shell.execute_reply": "2024-04-05T15:21:53.425950Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Household: 1_4\n", + "{'HouseholdID': 1, 'SurveyYear': 2002, 'PSUID': 1, 'W2': 1, 'OutCom_B02ID': 1, 'HHIncome2002_B02ID': 2, 'AddressType_B01ID': 3, 'Ten1_B02ID': 1, 'Landlord_B01ID': -10, 'ResLength_B01ID': 3, 'HHoldCountry_B01ID': 1, 'HHoldGOR_B02ID': 7, 'HHoldNumAdults': 2, 'HHoldNumChildren': 2, 'HHoldNumPeople': 4, 'HHoldStruct_B02ID': 5, 'NumLicHolders': 2, 'HHoldEmploy_B01ID': 5, 'NumVehicles': 2, 'NumBike': 0, 'NumCar': 2, 'NumMCycle': 0, 'NumVanLorry': 0, 'NumCarVan': 2, 'WalkBus_B01ID': 1, 'Getbus_B01ID': 5, 'WalkRail_B01ID': 1, 'WalkRailAlt_B01ID': -9, 'HRPWorkStat_B02ID': 1, 'HRPSEGWorkStat_B01ID': 3, 'HHoldOAClass2011_B03ID': -10, 'Settlement2011EW_B03ID': 1, 'Settlement2011EW_B04ID': 1}\n", + "Person: 2_4\n", + "{'SurveyYear': 2002, 'IndividualID': 2, 'HouseholdID': 1, 'PSUID': 1, 'VehicleID': '2', 'PersNo': 2, 'Age_B01ID': 13, 'OfPenAge_B01ID': 2, 'Sex_B01ID': 1, 'EdAttn1_B01ID': -10, 'EdAttn2_B01ID': -10, 'EdAttn3_B01ID': -10, 'DrivLic_B02ID': 1, 'CarAccess_B01ID': 2, 'DrivDisable_B01ID': -9, 'WkPlace_B01ID': 1, 'ES2000_B01ID': 7, 'NSSec_B03ID': 3, 'SC_B01ID': 4, 'Stat_B01ID': 1, 'SVise_B01ID': 2, 'EcoStat_B02ID': 1, 'PossHom_B01ID': 2}\n", + "0:\tActivity(act:home, location:530, time:00:00:00 --> 16:00:00, duration:16:00:00)\n", + "1:\tLeg(mode:car, area:530 --> 550, time:16:00:00 --> 16:02:00, duration:0:02:00)\n", + "2:\tActivity(act:shop, location:550, time:16:02:00 --> 16:10:00, duration:0:08:00)\n", + "3:\tLeg(mode:car, area:550 --> 550, time:16:10:00 --> 16:12:00, duration:0:02:00)\n", + "4:\tActivity(act:home, location:550, time:16:12:00 --> 17:55:00, duration:1:43:00)\n", + "5:\tLeg(mode:car, area:550 --> 550, time:17:55:00 --> 17:58:00, duration:0:03:00)\n", + "6:\tActivity(act:work, location:550, time:17:58:00 --> 00:00:00, duration:6:02:00)\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "hh = population.random_household()\n", "hh.print()\n", @@ -1242,13 +3506,24 @@ "start_time": "2020-11-25T10:58:58.698118Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:19.725897Z", - "iopub.status.busy": "2023-09-22T10:52:19.725789Z", - "iopub.status.idle": "2023-09-22T10:52:19.727934Z", - "shell.execute_reply": "2023-09-22T10:52:19.727704Z" + "iopub.execute_input": "2024-04-05T15:21:53.428313Z", + "iopub.status.busy": "2024-04-05T15:21:53.428135Z", + "iopub.status.idle": "2024-04-05T15:21:53.431386Z", + "shell.execute_reply": "2024-04-05T15:21:53.430945Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'education', 'escort', 'home', 'medical', 'other', 'shop', 'visit', 'work'}" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "population.activity_classes" ] @@ -1272,10 +3547,10 @@ "start_time": "2020-11-23T12:10:22.120024Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:19.729325Z", - "iopub.status.busy": "2023-09-22T10:52:19.729227Z", - "iopub.status.idle": "2023-09-22T10:52:19.751158Z", - "shell.execute_reply": "2023-09-22T10:52:19.750872Z" + "iopub.execute_input": "2024-04-05T15:21:53.433317Z", + "iopub.status.busy": "2024-04-05T15:21:53.433172Z", + "iopub.status.idle": "2024-04-05T15:21:53.481949Z", + "shell.execute_reply": "2024-04-05T15:21:53.481500Z" } }, "outputs": [], @@ -1306,13 +3581,24 @@ "start_time": "2020-11-23T12:10:26.315503Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:19.752769Z", - "iopub.status.busy": "2023-09-22T10:52:19.752673Z", - "iopub.status.idle": "2023-09-22T10:52:19.754927Z", - "shell.execute_reply": "2023-09-22T10:52:19.754680Z" + "iopub.execute_input": "2024-04-05T15:21:53.484612Z", + "iopub.status.busy": "2024-04-05T15:21:53.484407Z", + "iopub.status.idle": "2024-04-05T15:21:53.488449Z", + "shell.execute_reply": "2024-04-05T15:21:53.488012Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "6.214285714285718" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "population_sample.size" ] @@ -1342,10 +3628,10 @@ "execution_count": 45, "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:19.756240Z", - "iopub.status.busy": "2023-09-22T10:52:19.756135Z", - "iopub.status.idle": "2023-09-22T10:52:19.758468Z", - "shell.execute_reply": "2023-09-22T10:52:19.758191Z" + "iopub.execute_input": "2024-04-05T15:21:53.490704Z", + "iopub.status.busy": "2024-04-05T15:21:53.490513Z", + "iopub.status.idle": "2024-04-05T15:21:53.494484Z", + "shell.execute_reply": "2024-04-05T15:21:53.494040Z" } }, "outputs": [], @@ -1381,10 +3667,10 @@ "execution_count": 46, "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:19.759759Z", - "iopub.status.busy": "2023-09-22T10:52:19.759663Z", - "iopub.status.idle": "2023-09-22T10:52:19.920272Z", - "shell.execute_reply": "2023-09-22T10:52:19.919978Z" + "iopub.execute_input": "2024-04-05T15:21:53.497001Z", + "iopub.status.busy": "2024-04-05T15:21:53.496805Z", + "iopub.status.idle": "2024-04-05T15:21:53.527835Z", + "shell.execute_reply": "2024-04-05T15:21:53.527428Z" } }, "outputs": [], @@ -1398,13 +3684,27 @@ "execution_count": 47, "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:19.921898Z", - "iopub.status.busy": "2023-09-22T10:52:19.921814Z", - "iopub.status.idle": "2023-09-22T10:52:19.925677Z", - "shell.execute_reply": "2023-09-22T10:52:19.925296Z" + "iopub.execute_input": "2024-04-05T15:21:53.530301Z", + "iopub.status.busy": "2024-04-05T15:21:53.530114Z", + "iopub.status.idle": "2024-04-05T15:21:53.535504Z", + "shell.execute_reply": "2024-04-05T15:21:53.535124Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/svg+xml": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "sampler.sample(530, None)" ] @@ -1414,10 +3714,10 @@ "execution_count": 48, "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:19.927101Z", - "iopub.status.busy": "2023-09-22T10:52:19.926995Z", - "iopub.status.idle": "2023-09-22T10:52:20.025318Z", - "shell.execute_reply": "2023-09-22T10:52:20.025006Z" + "iopub.execute_input": "2024-04-05T15:21:53.537869Z", + "iopub.status.busy": "2024-04-05T15:21:53.537668Z", + "iopub.status.idle": "2024-04-05T15:21:53.642095Z", + "shell.execute_reply": "2024-04-05T15:21:53.641499Z" } }, "outputs": [], @@ -1434,13 +3734,43 @@ "start_time": "2020-11-24T18:51:18.545189Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:20.026843Z", - "iopub.status.busy": "2023-09-22T10:52:20.026767Z", - "iopub.status.idle": "2023-09-22T10:52:20.123260Z", - "shell.execute_reply": "2023-09-22T10:52:20.122939Z" + "iopub.execute_input": "2024-04-05T15:21:53.644424Z", + "iopub.status.busy": "2024-04-05T15:21:53.644243Z", + "iopub.status.idle": "2024-04-05T15:21:53.770047Z", + "shell.execute_reply": "2024-04-05T15:21:53.769675Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Person: 2_7_1\n", + "{'SurveyYear': 2002, 'IndividualID': 2, 'HouseholdID': 1, 'PSUID': 1, 'VehicleID': '2', 'PersNo': 2, 'Age_B01ID': 13, 'OfPenAge_B01ID': 2, 'Sex_B01ID': 1, 'EdAttn1_B01ID': -10, 'EdAttn2_B01ID': -10, 'EdAttn3_B01ID': -10, 'DrivLic_B02ID': 1, 'CarAccess_B01ID': 2, 'DrivDisable_B01ID': -9, 'WkPlace_B01ID': 1, 'ES2000_B01ID': 7, 'NSSec_B03ID': 3, 'SC_B01ID': 4, 'Stat_B01ID': 1, 'SVise_B01ID': 2, 'EcoStat_B02ID': 1, 'PossHom_B01ID': 2}\n", + "0:\tActivity(act:work, location:POINT (414048.93555820326 293172.88327221776), time:00:00:00 --> 05:45:00, duration:5:45:00)\n", + "1:\tLeg(mode:car, area:POINT (414048.93555820326 293172.88327221776) --> POINT (420610.5860599916 411636.7024491086), time:05:45:00 --> 05:48:00, duration:0:03:00)\n", + "2:\tActivity(act:home, location:POINT (420610.5860599916 411636.7024491086), time:05:48:00 --> 14:30:00, duration:8:42:00)\n", + "3:\tLeg(mode:car, area:POINT (420610.5860599916 411636.7024491086) --> POINT (408972.8550773945 448442.45591133967), time:14:30:00 --> 14:47:00, duration:0:17:00)\n", + "4:\tActivity(act:escort, location:POINT (408972.8550773945 448442.45591133967), time:14:47:00 --> 15:00:00, duration:0:13:00)\n", + "5:\tLeg(mode:car, area:POINT (408972.8550773945 448442.45591133967) --> POINT (403169.4387876878 417483.48085058795), time:15:00:00 --> 15:15:00, duration:0:15:00)\n", + "6:\tActivity(act:escort, location:POINT (403169.4387876878 417483.48085058795), time:15:15:00 --> 15:23:00, duration:0:08:00)\n", + "7:\tLeg(mode:car, area:POINT (403169.4387876878 417483.48085058795) --> POINT (420610.5860599916 411636.7024491086), time:15:23:00 --> 15:33:00, duration:0:10:00)\n", + "8:\tActivity(act:home, location:POINT (420610.5860599916 411636.7024491086), time:15:33:00 --> 21:51:00, duration:6:18:00)\n", + "9:\tLeg(mode:car, area:POINT (420610.5860599916 411636.7024491086) --> POINT (442873.50833292294 421061.950670316), time:21:51:00 --> 21:54:00, duration:0:03:00)\n", + "10:\tActivity(act:work, location:POINT (442873.50833292294 421061.950670316), time:21:54:00 --> 00:00:00, duration:2:06:00)\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "person = population_sample.random_person()\n", "person.plot()\n", @@ -1473,10 +3803,10 @@ "start_time": "2020-11-24T18:52:28.634010Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:20.124961Z", - "iopub.status.busy": "2023-09-22T10:52:20.124838Z", - "iopub.status.idle": "2023-09-22T10:52:20.324022Z", - "shell.execute_reply": "2023-09-22T10:52:20.323721Z" + "iopub.execute_input": "2024-04-05T15:21:53.772180Z", + "iopub.status.busy": "2024-04-05T15:21:53.771987Z", + "iopub.status.idle": "2024-04-05T15:21:54.243508Z", + "shell.execute_reply": "2024-04-05T15:21:54.242940Z" } }, "outputs": [], @@ -1506,7 +3836,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.8" + "version": "3.10.13" }, "toc": { "base_numbering": 1, diff --git a/examples/08_toy_matsim_population.ipynb b/examples/08_toy_matsim_population.ipynb index b3771dcd..fc25b736 100644 --- a/examples/08_toy_matsim_population.ipynb +++ b/examples/08_toy_matsim_population.ipynb @@ -50,25 +50,13 @@ "id": "activated-hartford", "metadata": { "execution": { - "iopub.execute_input": "2024-04-04T10:40:31.123270Z", - "iopub.status.busy": "2024-04-04T10:40:31.123270Z", - "iopub.status.idle": "2024-04-04T10:40:32.124253Z", - "shell.execute_reply": "2024-04-04T10:40:32.124253Z" + "iopub.execute_input": "2024-04-05T15:21:55.642428Z", + "iopub.status.busy": "2024-04-05T15:21:55.642240Z", + "iopub.status.idle": "2024-04-05T15:21:56.520540Z", + "shell.execute_reply": "2024-04-05T15:21:56.519722Z" } }, - "outputs": [ - { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'pam'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[1], line 7\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mnumpy\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mnp\u001b[39;00m\n\u001b[0;32m 6\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mpandas\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mpd\u001b[39;00m\n\u001b[1;32m----> 7\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mactivity\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Activity, Leg\n\u001b[0;32m 8\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcore\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Household, Person, Population\n\u001b[0;32m 9\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mplot\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mstats\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m plot_activity_times\n", - "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'pam'" - ] - } - ], + "outputs": [], "source": [ "import os\n", "\n", @@ -104,10 +92,10 @@ "id": "apart-phrase", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:22.418237Z", - "iopub.status.busy": "2023-09-22T10:52:22.418099Z", - "iopub.status.idle": "2023-09-22T10:52:22.420411Z", - "shell.execute_reply": "2023-09-22T10:52:22.420100Z" + "iopub.execute_input": "2024-04-05T15:21:56.525236Z", + "iopub.status.busy": "2024-04-05T15:21:56.524360Z", + "iopub.status.idle": "2024-04-05T15:21:56.528392Z", + "shell.execute_reply": "2024-04-05T15:21:56.527966Z" } }, "outputs": [], @@ -132,14 +120,35 @@ "id": "sunrise-trustee", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:22.421839Z", - "iopub.status.busy": "2023-09-22T10:52:22.421735Z", - "iopub.status.idle": "2023-09-22T10:52:22.643669Z", - "shell.execute_reply": "2023-09-22T10:52:22.643396Z" + "iopub.execute_input": "2024-04-05T15:21:56.542960Z", + "iopub.status.busy": "2024-04-05T15:21:56.542350Z", + "iopub.status.idle": "2024-04-05T15:21:56.778959Z", + "shell.execute_reply": "2024-04-05T15:21:56.778504Z" }, "scrolled": false }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Read the file and plot the boundary\n", "boundary = gp.read_file(network_bb_path)\n", @@ -164,14 +173,42 @@ "id": "bound-jewel", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:22.645153Z", - "iopub.status.busy": "2023-09-22T10:52:22.645054Z", - "iopub.status.idle": "2023-09-22T10:52:23.321267Z", - "shell.execute_reply": "2023-09-22T10:52:23.320944Z" + "iopub.execute_input": "2024-04-05T15:21:56.781383Z", + "iopub.status.busy": "2024-04-05T15:21:56.781127Z", + "iopub.status.idle": "2024-04-05T15:21:58.295661Z", + "shell.execute_reply": "2024-04-05T15:21:58.295130Z" }, "scrolled": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "EPSG:27700\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Plot boundary area in lsoas\n", "lsoas = gp.read_file(lsoas_path)\n", @@ -199,13 +236,34 @@ "id": "afraid-reverse", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:23.324042Z", - "iopub.status.busy": "2023-09-22T10:52:23.323913Z", - "iopub.status.idle": "2023-09-22T10:52:23.481604Z", - "shell.execute_reply": "2023-09-22T10:52:23.481290Z" + "iopub.execute_input": "2024-04-05T15:21:58.299770Z", + "iopub.status.busy": "2024-04-05T15:21:58.299583Z", + "iopub.status.idle": "2024-04-05T15:21:58.516043Z", + "shell.execute_reply": "2024-04-05T15:21:58.515673Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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LSOA_NAMEMSOA_CODEMSOA_NAMESTWARDCODESTWARDNAMELA_CODELA_NAMEgeometry
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activityareadistance_to_nearest_educationdistance_to_nearest_medicaldistance_to_nearest_shopdistance_to_nearest_transitfloor_areaidlevelsunitsgeometry
0home574617.965594516.74396277.712882466.0597451148.010848226082.01.0POINT (524877.659 179721.080)
1home66143.055807115.674294125.537224286.017738198.03683195743.01.0POINT (527830.357 174758.729)
2home10354.946075214.53228541.57287193.975944412.016402208804.01.0POINT (526060.994 178970.515)
3home192164.455318216.217139111.674214180.452314768.017413925884.01.0POINT (526698.625 178513.841)
4home123173.648285249.190465188.276309139.258340246.09844466262.01.0POINT (526369.238 179166.396)
\n", + "
" + ], + "text/plain": [ + " activity area distance_to_nearest_education distance_to_nearest_medical \\\n", + "0 home 574 617.965594 516.743962 \n", + "1 home 66 143.055807 115.674294 \n", + "2 home 103 54.946075 214.532285 \n", + "3 home 192 164.455318 216.217139 \n", + "4 home 123 173.648285 249.190465 \n", + "\n", + " distance_to_nearest_shop distance_to_nearest_transit floor_area \\\n", + "0 77.712882 466.059745 1148.0 \n", + "1 125.537224 286.017738 198.0 \n", + "2 41.572871 93.975944 412.0 \n", + "3 111.674214 180.452314 768.0 \n", + "4 188.276309 139.258340 246.0 \n", + "\n", + " id levels units geometry \n", + "0 1084822608 2.0 1.0 POINT (524877.659 179721.080) \n", + "1 368319574 3.0 1.0 POINT (527830.357 174758.729) \n", + "2 1640220880 4.0 1.0 POINT (526060.994 178970.515) \n", + "3 1741392588 4.0 1.0 POINT (526698.625 178513.841) \n", + "4 984446626 2.0 1.0 POINT (526369.238 179166.396) " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "facilities_path = \"data/londinium_facilities_sample.geojson\"\n", "facilities = gp.read_file(facilities_path)\n", @@ -275,13 +589,34 @@ "id": "bfe9aa12", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:23.625377Z", - "iopub.status.busy": "2023-09-22T10:52:23.625290Z", - "iopub.status.idle": "2023-09-22T10:52:23.809560Z", - "shell.execute_reply": "2023-09-22T10:52:23.809258Z" + "iopub.execute_input": "2024-04-05T15:21:59.091453Z", + "iopub.status.busy": "2024-04-05T15:21:59.091253Z", + "iopub.status.idle": "2024-04-05T15:21:59.364160Z", + "shell.execute_reply": "2024-04-05T15:21:59.363768Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "education = facilities[facilities[\"activity\"] == \"education\"]\n", "medical = facilities[facilities[\"activity\"] == \"medical\"]\n", @@ -303,13 +638,24 @@ "id": "9f214048", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:23.811259Z", - "iopub.status.busy": "2023-09-22T10:52:23.811154Z", - "iopub.status.idle": "2023-09-22T10:52:23.814326Z", - "shell.execute_reply": "2023-09-22T10:52:23.814034Z" + "iopub.execute_input": "2024-04-05T15:21:59.366250Z", + "iopub.status.busy": "2024-04-05T15:21:59.366074Z", + "iopub.status.idle": "2024-04-05T15:21:59.370639Z", + "shell.execute_reply": "2024-04-05T15:21:59.370201Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "306" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "lsoas_clipped.crs = \"EPSG:27700\"\n", "len(lsoas_clipped)" @@ -321,10 +667,10 @@ "id": "dc15d0c4", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:23.815798Z", - "iopub.status.busy": "2023-09-22T10:52:23.815716Z", - "iopub.status.idle": "2023-09-22T10:52:23.822010Z", - "shell.execute_reply": "2023-09-22T10:52:23.821725Z" + "iopub.execute_input": "2024-04-05T15:21:59.372792Z", + "iopub.status.busy": "2024-04-05T15:21:59.372617Z", + "iopub.status.idle": "2024-04-05T15:21:59.375658Z", + "shell.execute_reply": "2024-04-05T15:21:59.375253Z" } }, "outputs": [], @@ -338,13 +684,28 @@ "id": "2a63e39a", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:23.823415Z", - "iopub.status.busy": "2023-09-22T10:52:23.823322Z", - "iopub.status.idle": "2023-09-22T10:52:24.304008Z", - "shell.execute_reply": "2023-09-22T10:52:24.303711Z" + "iopub.execute_input": "2024-04-05T15:21:59.377959Z", + "iopub.status.busy": "2024-04-05T15:21:59.377794Z", + "iopub.status.idle": "2024-04-05T15:21:59.442380Z", + "shell.execute_reply": "2024-04-05T15:21:59.441984Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Joining facilities data to zones, this may take a while.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Building sampler, this may take a while.\n" + ] + } + ], "source": [ "# build the sampler\n", "facility_sampler = facility.FacilitySampler(\n", @@ -367,13 +728,24 @@ "id": "ada2f4d1", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:24.305529Z", - "iopub.status.busy": "2023-09-22T10:52:24.305430Z", - "iopub.status.idle": "2023-09-22T10:52:24.308282Z", - "shell.execute_reply": "2023-09-22T10:52:24.308030Z" + "iopub.execute_input": "2024-04-05T15:21:59.445051Z", + "iopub.status.busy": "2024-04-05T15:21:59.444756Z", + "iopub.status.idle": "2024-04-05T15:21:59.448926Z", + "shell.execute_reply": "2024-04-05T15:21:59.448502Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'Hammersmith and Fulham 016C'" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Create random area sample\n", "\n", @@ -403,10 +775,10 @@ "id": "5f4ce58a", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:24.309592Z", - "iopub.status.busy": "2023-09-22T10:52:24.309472Z", - "iopub.status.idle": "2023-09-22T10:52:24.311577Z", - "shell.execute_reply": "2023-09-22T10:52:24.311269Z" + "iopub.execute_input": "2024-04-05T15:21:59.451018Z", + "iopub.status.busy": "2024-04-05T15:21:59.450832Z", + "iopub.status.idle": "2024-04-05T15:21:59.455586Z", + "shell.execute_reply": "2024-04-05T15:21:59.455158Z" } }, "outputs": [], @@ -422,10 +794,10 @@ "id": "instrumental-double", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:24.313123Z", - "iopub.status.busy": "2023-09-22T10:52:24.313004Z", - "iopub.status.idle": "2023-09-22T10:52:24.319858Z", - "shell.execute_reply": "2023-09-22T10:52:24.319583Z" + "iopub.execute_input": "2024-04-05T15:21:59.457723Z", + "iopub.status.busy": "2024-04-05T15:21:59.457532Z", + "iopub.status.idle": "2024-04-05T15:21:59.469387Z", + "shell.execute_reply": "2024-04-05T15:21:59.468931Z" } }, "outputs": [], @@ -620,14 +992,337 @@ "id": "necessary-linux", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:24.321170Z", - "iopub.status.busy": "2023-09-22T10:52:24.321078Z", - "iopub.status.idle": "2023-09-22T10:52:24.359178Z", - "shell.execute_reply": "2023-09-22T10:52:24.358826Z" + "iopub.execute_input": "2024-04-05T15:21:59.471471Z", + "iopub.status.busy": "2024-04-05T15:21:59.471295Z", + "iopub.status.idle": "2024-04-05T15:21:59.514641Z", + "shell.execute_reply": "2024-04-05T15:21:59.514302Z" }, "scrolled": false }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Wandsworth 014B:home\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Westminster 023A:education\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Lambeth 012E:pub\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Lambeth 008E:home\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Wandsworth 010B:education\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Lambeth 017B:gym\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Richmond upon Thames 003A:gym\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Lambeth 001B:park\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Lambeth 007A:shop\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Westminster 019D:gym\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Lambeth 010A:education\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Wandsworth 009A:leisure\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Lambeth 016D:home\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Wandsworth 007B:gym\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Hammersmith and Fulham 021F:park\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Hammersmith and Fulham 019C:pub\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Wandsworth 012D:pub\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Wandsworth 001B:work\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Wandsworth 014E:shop\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Kensington and Chelsea 017B:education\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Hammersmith and Fulham 025B:park\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Kensington and Chelsea 020A:medical\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Kensington and Chelsea 021D:pub\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Kensington and Chelsea 008B:leisure\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Hammersmith and Fulham 019B:leisure\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Richmond upon Thames 001C:medical\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Hammersmith and Fulham 010B:work\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Westminster 019B:leisure\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Hammersmith and Fulham 012B:education\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Lambeth 015C:medical\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Lambeth 017D:medical\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Hammersmith and Fulham 014D:pub\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Lambeth 011D:work\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Lambeth 010C:park\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Westminster 020B:gym\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Wandsworth 004D:education\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Wandsworth 017B:medical\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Wandsworth 004D:medical\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Wandsworth 002E:education\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Hammersmith and Fulham 018A:pub\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Kensington and Chelsea 013D:gym\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Westminster 020C:education\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Wandsworth 004D:gym\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Hammersmith and Fulham 014C:shop\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using random sample for zone:Wandsworth 019D:gym\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'num_households': 20, 'num_people': 20, 'num_activities': 88, 'num_legs': 68}\n" + ] + } + ], "source": [ "# Create 100 agents and check the population statistics\n", "population = generate_agents(20)\n", @@ -640,13 +1335,27 @@ "id": "d0708828", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:24.360709Z", - "iopub.status.busy": "2023-09-22T10:52:24.360620Z", - "iopub.status.idle": "2023-09-22T10:52:24.363048Z", - "shell.execute_reply": "2023-09-22T10:52:24.362799Z" + "iopub.execute_input": "2024-04-05T15:21:59.516639Z", + "iopub.status.busy": "2024-04-05T15:21:59.516437Z", + "iopub.status.idle": "2024-04-05T15:21:59.519760Z", + "shell.execute_reply": "2024-04-05T15:21:59.519265Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Person: agent_5\n", + "{'subpopulation': 'high income', 'gender': 'male', 'age': '50 to 59', 'household_zone': 'Hammersmith and Fulham 019C', 'household_LSOA': 'E02000390', 'household_LAD': 'Hammersmith and Fulham'}\n", + "0:\tActivity(act:home, location:POINT (524343.4362620147 177108.19360233188), time:00:00:00 --> 06:02:00, duration:6:02:00)\n", + "1:\tLeg(mode:walk, area:POINT (524343.4362620147 177108.19360233188) --> POINT (527050.9400479832 175587.71339122538), time:06:02:00 --> 06:37:00, duration:0:35:00)\n", + "2:\tActivity(act:gym, location:POINT (527050.9400479832 175587.71339122538), time:06:37:00 --> 07:37:00, duration:1:00:00)\n", + "3:\tLeg(mode:rail, area:POINT (527050.9400479832 175587.71339122538) --> POINT (524343.4362620147 177108.19360233188), time:07:37:00 --> 07:57:00, duration:0:20:00)\n", + "4:\tActivity(act:home, location:POINT (524343.4362620147 177108.19360233188), time:07:57:00 --> 00:00:00, duration:16:03:00)\n" + ] + } + ], "source": [ "population.random_person().print()" ] @@ -657,13 +1366,29 @@ "id": "4c41c2af", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:24.364333Z", - "iopub.status.busy": "2023-09-22T10:52:24.364245Z", - "iopub.status.idle": "2023-09-22T10:52:24.366520Z", - "shell.execute_reply": "2023-09-22T10:52:24.366240Z" + "iopub.execute_input": "2024-04-05T15:21:59.521907Z", + "iopub.status.busy": "2024-04-05T15:21:59.521761Z", + "iopub.status.idle": "2024-04-05T15:21:59.525069Z", + "shell.execute_reply": "2024-04-05T15:21:59.524730Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'subpopulation': 'medium income',\n", + " 'gender': 'male',\n", + " 'age': '0 to 4',\n", + " 'household_zone': 'Kensington and Chelsea 018B',\n", + " 'household_LSOA': 'E02000594',\n", + " 'household_LAD': 'Kensington and Chelsea'}" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "population.random_person().attributes" ] @@ -683,10 +1408,10 @@ "id": "shaped-maintenance", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:24.367841Z", - "iopub.status.busy": "2023-09-22T10:52:24.367748Z", - "iopub.status.idle": "2023-09-22T10:52:24.369561Z", - "shell.execute_reply": "2023-09-22T10:52:24.369321Z" + "iopub.execute_input": "2024-04-05T15:21:59.527329Z", + "iopub.status.busy": "2024-04-05T15:21:59.527147Z", + "iopub.status.idle": "2024-04-05T15:21:59.533400Z", + "shell.execute_reply": "2024-04-05T15:21:59.533019Z" } }, "outputs": [], @@ -701,14 +1426,34 @@ "id": "soviet-treat", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:24.370817Z", - "iopub.status.busy": "2023-09-22T10:52:24.370727Z", - "iopub.status.idle": "2023-09-22T10:52:24.376440Z", - "shell.execute_reply": "2023-09-22T10:52:24.376186Z" + "iopub.execute_input": "2024-04-05T15:21:59.535418Z", + "iopub.status.busy": "2024-04-05T15:21:59.535266Z", + "iopub.status.idle": "2024-04-05T15:21:59.538211Z", + "shell.execute_reply": "2024-04-05T15:21:59.537760Z" }, "scrolled": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Person: agent_17\n", + "{'subpopulation': 'low income', 'gender': 'male', 'age': '40 to 49', 'household_zone': 'Hammersmith and Fulham 014C', 'household_LSOA': 'E02000385', 'household_LAD': 'Hammersmith and Fulham'}\n", + "0:\tActivity(act:home, location:POINT (524524.4295456774 177814.43974830746), time:00:00:00 --> 07:12:00, duration:7:12:00)\n", + "1:\tLeg(mode:rail, area:POINT (524524.4295456774 177814.43974830746) --> POINT (529142.9020819605 176914.57844477845), time:07:12:00 --> 08:04:00, duration:0:52:00)\n", + "2:\tActivity(act:education, location:POINT (529142.9020819605 176914.57844477845), time:08:04:00 --> 10:04:00, duration:2:00:00)\n", + "3:\tLeg(mode:bus, area:POINT (529142.9020819605 176914.57844477845) --> POINT (530746.7903905836 178006.64461880838), time:10:04:00 --> 11:26:00, duration:1:22:00)\n", + "4:\tActivity(act:shop, location:POINT (530746.7903905836 178006.64461880838), time:11:26:00 --> 13:26:00, duration:2:00:00)\n", + "5:\tLeg(mode:subway, area:POINT (530746.7903905836 178006.64461880838) --> POINT (523535.5622872363 177581.13204180764), time:13:26:00 --> 14:17:00, duration:0:51:00)\n", + "6:\tActivity(act:pub, location:POINT (523535.5622872363 177581.13204180764), time:14:17:00 --> 16:17:00, duration:2:00:00)\n", + "7:\tLeg(mode:bus, area:POINT (523535.5622872363 177581.13204180764) --> POINT (525599.5944321514 178654.82806090862), time:16:17:00 --> 17:43:00, duration:1:26:00)\n", + "8:\tActivity(act:gym, location:POINT (525599.5944321514 178654.82806090862), time:17:43:00 --> 19:43:00, duration:2:00:00)\n", + "9:\tLeg(mode:car, area:POINT (525599.5944321514 178654.82806090862) --> POINT (524524.4295456774 177814.43974830746), time:19:43:00 --> 20:04:00, duration:0:21:00)\n", + "10:\tActivity(act:home, location:POINT (524524.4295456774 177814.43974830746), time:20:04:00 --> 00:00:00, duration:3:56:00)\n" + ] + } + ], "source": [ "# Print random person activity plan\n", "population.random_person().print()" @@ -729,14 +1474,65 @@ "id": "uniform-business", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:24.377702Z", - "iopub.status.busy": "2023-09-22T10:52:24.377610Z", - "iopub.status.idle": "2023-09-22T10:52:24.816097Z", - "shell.execute_reply": "2023-09-22T10:52:24.815839Z" + "iopub.execute_input": "2024-04-05T15:21:59.541310Z", + "iopub.status.busy": "2024-04-05T15:21:59.541120Z", + "iopub.status.idle": "2024-04-05T15:22:00.339698Z", + "shell.execute_reply": "2024-04-05T15:22:00.339233Z" }, "scrolled": false }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "for _i in range(5):\n", " p = population.random_person()\n", @@ -758,14 +1554,25 @@ "id": "worldwide-halloween", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:24.817628Z", - "iopub.status.busy": "2023-09-22T10:52:24.817499Z", - "iopub.status.idle": "2023-09-22T10:52:25.310757Z", - "shell.execute_reply": "2023-09-22T10:52:25.310471Z" + "iopub.execute_input": "2024-04-05T15:22:00.342073Z", + "iopub.status.busy": "2024-04-05T15:22:00.341714Z", + "iopub.status.idle": "2024-04-05T15:22:01.073493Z", + "shell.execute_reply": "2024-04-05T15:22:01.073053Z" }, "scrolled": false }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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durationtrips
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" + ], + "text/plain": [ + " duration trips\n", + "0 0 to 5 min 0\n", + "1 5 to 10 min 0\n", + "2 10 to 15 min 2\n", + "3 15 to 30 min 14\n", + "4 30 to 45 min 12\n", + "5 45 to 60 min 16\n", + "6 60 to 90 min 24\n", + "7 90 to 120 min 0\n", + "8 120+ min 0" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Check the duration of trips\n", "durations = duration_counts(population)\n", @@ -804,13 +1712,34 @@ "id": "grave-holly", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:25.338201Z", - "iopub.status.busy": "2023-09-22T10:52:25.338128Z", - "iopub.status.idle": "2023-09-22T10:52:25.401793Z", - "shell.execute_reply": "2023-09-22T10:52:25.401523Z" + "iopub.execute_input": "2024-04-05T15:22:01.095474Z", + "iopub.status.busy": "2024-04-05T15:22:01.095277Z", + "iopub.status.idle": "2024-04-05T15:22:01.196038Z", + "shell.execute_reply": "2024-04-05T15:22:01.195656Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(-0.8400000000000001, 7.0)" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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550 to 100 km0
6100 to 200 km0
7200+ km0
\n", + "
" + ], + "text/plain": [ + " distance trips\n", + "0 0 to 1 km 3\n", + "1 1 to 5 km 53\n", + "2 5 to 10 km 12\n", + "3 10 to 25 km 0\n", + "4 25 to 50 km 0\n", + "5 50 to 100 km 0\n", + "6 100 to 200 km 0\n", + "7 200+ km 0" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Check the distance of trips\n", "distances = distance_counts(population)\n", @@ -854,14 +1878,35 @@ "id": "agricultural-transport", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:25.415691Z", - "iopub.status.busy": "2023-09-22T10:52:25.415589Z", - "iopub.status.idle": "2023-09-22T10:52:25.475283Z", - "shell.execute_reply": "2023-09-22T10:52:25.474945Z" + "iopub.execute_input": "2024-04-05T15:22:01.215810Z", + "iopub.status.busy": "2024-04-05T15:22:01.215589Z", + "iopub.status.idle": "2024-04-05T15:22:01.300638Z", + "shell.execute_reply": "2024-04-05T15:22:01.299805Z" }, "scrolled": false }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(-0.79, 4.0)" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.barh(distances[\"distance\"], distances[\"trips\"])\n", "plt.xlabel(\"Counts\")\n", @@ -894,10 +1939,10 @@ "id": "outstanding-range", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:25.476823Z", - "iopub.status.busy": "2023-09-22T10:52:25.476729Z", - "iopub.status.idle": "2023-09-22T10:52:25.559469Z", - "shell.execute_reply": "2023-09-22T10:52:25.559163Z" + "iopub.execute_input": "2024-04-05T15:22:01.303877Z", + "iopub.status.busy": "2024-04-05T15:22:01.303617Z", + "iopub.status.idle": "2024-04-05T15:22:01.405027Z", + "shell.execute_reply": "2024-04-05T15:22:01.404561Z" }, "scrolled": true }, @@ -921,13 +1966,34 @@ "id": "straight-horse", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:25.561071Z", - "iopub.status.busy": "2023-09-22T10:52:25.560986Z", - "iopub.status.idle": "2023-09-22T10:52:25.634190Z", - "shell.execute_reply": "2023-09-22T10:52:25.633852Z" + "iopub.execute_input": "2024-04-05T15:22:01.407446Z", + "iopub.status.busy": "2024-04-05T15:22:01.407265Z", + "iopub.status.idle": "2024-04-05T15:22:01.529783Z", + "shell.execute_reply": "2024-04-05T15:22:01.529407Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'activities count')" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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36Richmond upon Thames 003A000000000...0000000001
37Wandsworth 001B000000000...0000000001
38Wandsworth 002E000000000...0000000002
39Wandsworth 004B000000000...0000000001
40Wandsworth 004D000000000...1000000103
41Wandsworth 006B000000000...0000000011
42Wandsworth 007B000000100...0000000001
43Wandsworth 007C000000000...0000000001
44Wandsworth 009A000000000...0000000001
45Wandsworth 010B000000000...0000000001
46Wandsworth 012D000000000...0000000001
47Wandsworth 014B000000000...0000001001
48Wandsworth 014E000000000...0000000001
49Wandsworth 017B000000000...0000000001
50Wandsworth 019D000000000...0000000001
51Westminster 019B010000000...0000000001
52Westminster 019D000000000...0000000001
53Westminster 020B000000000...0000000001
54Westminster 020C000000000...0000000001
55Westminster 023A000000000...0000000001
56Westminster 024A000000000...0000000001
57Westminster 024B000000000...0000000002
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58 rows × 60 columns

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" + ], + "text/plain": [ + " Origin Hammersmith and Fulham 010B \\\n", + "0 Hammersmith and Fulham 010B 0 \n", + "1 Hammersmith and Fulham 012B 0 \n", + "2 Hammersmith and Fulham 014C 0 \n", + "3 Hammersmith and Fulham 014D 0 \n", + "4 Hammersmith and Fulham 018A 0 \n", + "5 Hammersmith and Fulham 019B 0 \n", + "6 Hammersmith and Fulham 019C 0 \n", + "7 Hammersmith and Fulham 021F 0 \n", + "8 Hammersmith and Fulham 025B 0 \n", + "9 Kensington and Chelsea 008B 0 \n", + "10 Kensington and Chelsea 009A 0 \n", + "11 Kensington and Chelsea 010A 0 \n", + "12 Kensington and Chelsea 010B 0 \n", + "13 Kensington and Chelsea 013D 0 \n", + "14 Kensington and Chelsea 016B 0 \n", + "15 Kensington and Chelsea 016E 0 \n", + "16 Kensington and Chelsea 017B 0 \n", + "17 Kensington and Chelsea 018A 0 \n", + "18 Kensington and Chelsea 018B 0 \n", + "19 Kensington and Chelsea 020A 0 \n", + "20 Kensington and Chelsea 021B 1 \n", + "21 Kensington and Chelsea 021D 0 \n", + "22 Lambeth 001B 0 \n", + "23 Lambeth 004A 0 \n", + "24 Lambeth 007A 0 \n", + "25 Lambeth 008E 0 \n", + "26 Lambeth 010A 0 \n", + "27 Lambeth 010C 0 \n", + "28 Lambeth 011D 0 \n", + "29 Lambeth 012E 0 \n", + "30 Lambeth 015C 0 \n", + "31 Lambeth 015D 0 \n", + "32 Lambeth 016D 0 \n", + "33 Lambeth 017B 0 \n", + "34 Lambeth 017D 0 \n", + "35 Richmond upon Thames 001C 0 \n", + "36 Richmond upon Thames 003A 0 \n", + "37 Wandsworth 001B 0 \n", + "38 Wandsworth 002E 0 \n", + "39 Wandsworth 004B 0 \n", + "40 Wandsworth 004D 0 \n", + "41 Wandsworth 006B 0 \n", + "42 Wandsworth 007B 0 \n", + "43 Wandsworth 007C 0 \n", + "44 Wandsworth 009A 0 \n", + "45 Wandsworth 010B 0 \n", + "46 Wandsworth 012D 0 \n", + "47 Wandsworth 014B 0 \n", + "48 Wandsworth 014E 0 \n", + "49 Wandsworth 017B 0 \n", + "50 Wandsworth 019D 0 \n", + "51 Westminster 019B 0 \n", + "52 Westminster 019D 0 \n", + "53 Westminster 020B 0 \n", + "54 Westminster 020C 0 \n", + "55 Westminster 023A 0 \n", + "56 Westminster 024A 0 \n", + "57 Westminster 024B 0 \n", + "\n", + " Hammersmith and Fulham 012B Hammersmith and Fulham 014C \\\n", + "0 0 0 \n", + "1 0 0 \n", + "2 0 0 \n", + "3 0 0 \n", + "4 0 0 \n", + "5 0 0 \n", + "6 0 0 \n", + "7 0 0 \n", + "8 0 0 \n", + "9 0 0 \n", + "10 0 0 \n", + "11 0 0 \n", + "12 0 0 \n", + "13 0 1 \n", + "14 0 0 \n", + "15 0 0 \n", + "16 0 0 \n", + "17 0 0 \n", + "18 0 0 \n", + "19 0 0 \n", + "20 0 0 \n", + "21 0 1 \n", + "22 0 0 \n", + "23 0 0 \n", + "24 0 0 \n", + "25 0 0 \n", + "26 0 0 \n", + "27 0 0 \n", + "28 0 0 \n", + "29 0 0 \n", + "30 0 0 \n", + "31 0 0 \n", + "32 0 0 \n", + "33 0 0 \n", + "34 0 0 \n", + "35 0 0 \n", + "36 0 0 \n", + "37 0 0 \n", + "38 0 0 \n", + "39 0 0 \n", + "40 0 0 \n", + "41 0 0 \n", + "42 0 0 \n", + "43 0 0 \n", + "44 0 0 \n", + "45 0 0 \n", + "46 0 0 \n", + "47 0 0 \n", + "48 0 0 \n", + "49 0 0 \n", + "50 0 0 \n", + "51 1 0 \n", + "52 0 0 \n", + "53 0 0 \n", + "54 0 0 \n", + "55 0 0 \n", + "56 0 0 \n", + "57 0 0 \n", + "\n", + " Hammersmith and Fulham 014D Hammersmith and Fulham 018A \\\n", + "0 0 0 \n", + "1 0 0 \n", + "2 0 0 \n", + "3 0 0 \n", + "4 0 0 \n", + "5 0 0 \n", + "6 0 0 \n", + "7 0 0 \n", + "8 0 0 \n", + "9 0 0 \n", + "10 0 0 \n", + "11 0 0 \n", + "12 0 0 \n", + "13 0 0 \n", + "14 0 0 \n", + "15 0 0 \n", + "16 0 0 \n", + "17 0 0 \n", + "18 0 0 \n", + "19 0 0 \n", + "20 0 0 \n", + "21 0 0 \n", + "22 0 0 \n", + "23 0 1 \n", + "24 0 0 \n", + "25 0 0 \n", + "26 0 0 \n", + "27 0 0 \n", + "28 0 0 \n", + "29 0 0 \n", + "30 0 0 \n", + "31 0 0 \n", + "32 0 0 \n", + "33 0 0 \n", + "34 1 0 \n", + "35 0 0 \n", + "36 0 0 \n", + "37 0 0 \n", + "38 0 0 \n", + "39 0 0 \n", + "40 0 0 \n", + "41 0 0 \n", + "42 0 0 \n", + "43 0 0 \n", + "44 0 0 \n", + "45 0 0 \n", + "46 0 0 \n", + "47 0 0 \n", + "48 0 0 \n", + "49 0 0 \n", + "50 0 0 \n", + "51 0 0 \n", + "52 0 0 \n", + "53 0 0 \n", + "54 0 0 \n", + "55 0 0 \n", + "56 0 0 \n", + "57 0 0 \n", + "\n", + " Hammersmith and Fulham 019B Hammersmith and Fulham 019C \\\n", + "0 0 0 \n", + "1 0 0 \n", + "2 0 0 \n", + "3 0 0 \n", + "4 0 0 \n", + "5 0 0 \n", + "6 0 0 \n", + "7 0 0 \n", + "8 0 0 \n", + "9 1 0 \n", + "10 0 0 \n", + "11 0 0 \n", + "12 0 0 \n", + "13 0 0 \n", + "14 0 0 \n", + "15 0 0 \n", + "16 0 0 \n", + "17 0 0 \n", + "18 0 0 \n", + "19 0 0 \n", + "20 0 0 \n", + "21 0 0 \n", + "22 0 0 \n", + "23 0 0 \n", + "24 0 0 \n", + "25 0 0 \n", + "26 0 1 \n", + "27 0 0 \n", + "28 0 0 \n", + "29 0 0 \n", + "30 0 0 \n", + "31 0 0 \n", + "32 0 0 \n", + "33 0 0 \n", + "34 0 0 \n", + "35 0 0 \n", + "36 0 0 \n", + "37 0 0 \n", + "38 0 0 \n", + "39 0 0 \n", + "40 0 0 \n", + "41 0 0 \n", + "42 0 1 \n", + "43 0 0 \n", + "44 0 0 \n", + "45 0 0 \n", + "46 0 0 \n", + "47 0 0 \n", + "48 0 0 \n", + "49 0 0 \n", + "50 0 0 \n", + "51 0 0 \n", + "52 0 0 \n", + "53 0 0 \n", + "54 0 0 \n", + "55 0 0 \n", + "56 0 0 \n", + "57 0 0 \n", + "\n", + " Hammersmith and Fulham 021F Hammersmith and Fulham 025B ... \\\n", + "0 0 0 ... \n", + "1 0 0 ... \n", + "2 0 0 ... \n", + "3 0 0 ... \n", + "4 0 0 ... \n", + "5 0 0 ... \n", + "6 0 0 ... \n", + "7 0 0 ... \n", + "8 0 0 ... \n", + "9 0 0 ... \n", + "10 0 0 ... \n", + "11 0 0 ... \n", + "12 0 0 ... \n", + "13 0 0 ... \n", + "14 0 0 ... \n", + "15 1 0 ... \n", + "16 0 1 ... \n", + "17 0 0 ... \n", + "18 0 0 ... \n", + "19 0 0 ... \n", + "20 0 0 ... \n", + "21 0 0 ... \n", + "22 0 0 ... \n", + "23 0 0 ... \n", + "24 0 0 ... \n", + "25 0 0 ... \n", + "26 0 0 ... \n", + "27 0 0 ... \n", + "28 0 0 ... \n", + "29 0 0 ... \n", + "30 0 0 ... \n", + "31 0 0 ... \n", + "32 0 0 ... \n", + "33 0 0 ... \n", + "34 0 0 ... \n", + "35 0 0 ... \n", + "36 0 0 ... \n", + "37 0 0 ... \n", + "38 0 0 ... \n", + "39 0 0 ... \n", + "40 0 0 ... \n", + "41 0 0 ... \n", + "42 0 0 ... \n", + "43 0 0 ... \n", + "44 0 0 ... \n", + "45 0 0 ... \n", + "46 0 0 ... \n", + "47 0 0 ... \n", + "48 0 0 ... \n", + "49 0 0 ... \n", + "50 0 0 ... \n", + "51 0 0 ... \n", + "52 0 0 ... \n", + "53 0 0 ... \n", + "54 0 0 ... \n", + "55 0 0 ... \n", + "56 0 0 ... \n", + "57 0 0 ... \n", + "\n", + " Wandsworth 017B Wandsworth 019D Westminster 019B Westminster 019D \\\n", + "0 0 0 0 0 \n", + "1 0 0 0 0 \n", + "2 0 1 0 0 \n", + "3 0 0 0 0 \n", + "4 0 0 0 0 \n", + "5 0 0 0 0 \n", + "6 0 0 0 0 \n", + "7 0 0 0 0 \n", + "8 0 0 0 0 \n", + "9 0 0 0 0 \n", + "10 0 0 0 0 \n", + "11 0 0 0 0 \n", + "12 0 0 0 0 \n", + "13 0 0 0 0 \n", + "14 0 0 0 0 \n", + "15 0 0 0 0 \n", + "16 0 0 0 0 \n", + "17 0 0 1 0 \n", + "18 0 0 0 0 \n", + "19 0 0 0 0 \n", + "20 0 0 0 0 \n", + "21 0 0 0 0 \n", + "22 0 0 0 0 \n", + "23 0 0 0 0 \n", + "24 0 0 0 1 \n", + "25 0 0 0 0 \n", + "26 0 0 0 0 \n", + "27 0 0 0 0 \n", + "28 0 0 0 0 \n", + "29 0 0 0 0 \n", + "30 0 0 0 0 \n", + "31 0 0 0 0 \n", + "32 0 0 0 0 \n", + "33 0 0 0 0 \n", + "34 0 0 0 0 \n", + "35 0 0 0 0 \n", + "36 0 0 0 0 \n", + "37 0 0 0 0 \n", + "38 0 0 0 0 \n", + "39 0 0 0 0 \n", + "40 1 0 0 0 \n", + "41 0 0 0 0 \n", + "42 0 0 0 0 \n", + "43 0 0 0 0 \n", + "44 0 0 0 0 \n", + "45 0 0 0 0 \n", + "46 0 0 0 0 \n", + "47 0 0 0 0 \n", + "48 0 0 0 0 \n", + "49 0 0 0 0 \n", + "50 0 0 0 0 \n", + "51 0 0 0 0 \n", + "52 0 0 0 0 \n", + "53 0 0 0 0 \n", + "54 0 0 0 0 \n", + "55 0 0 0 0 \n", + "56 0 0 0 0 \n", + "57 0 0 0 0 \n", + "\n", + " Westminster 020B Westminster 020C Westminster 023A Westminster 024A \\\n", + "0 0 0 0 0 \n", + "1 0 0 0 0 \n", + "2 0 0 0 0 \n", + "3 0 0 0 0 \n", + "4 0 0 0 0 \n", + "5 0 0 0 0 \n", + "6 0 0 0 0 \n", + "7 0 0 0 0 \n", + "8 0 0 0 0 \n", + "9 0 0 0 0 \n", + "10 0 1 0 0 \n", + "11 0 0 0 0 \n", + "12 0 0 0 0 \n", + "13 0 0 0 0 \n", + "14 0 0 0 0 \n", + "15 0 0 0 0 \n", + "16 0 0 0 0 \n", + "17 0 0 0 0 \n", + "18 0 0 0 0 \n", + "19 0 0 0 0 \n", + "20 0 0 0 0 \n", + "21 0 0 0 0 \n", + "22 0 0 0 0 \n", + "23 0 0 0 0 \n", + "24 0 0 0 0 \n", + "25 0 0 0 0 \n", + "26 0 0 0 0 \n", + "27 1 0 0 0 \n", + "28 0 0 0 0 \n", + "29 0 0 0 0 \n", + "30 0 0 0 0 \n", + "31 0 0 0 0 \n", + "32 0 0 0 0 \n", + "33 0 0 0 0 \n", + "34 0 0 0 0 \n", + "35 0 0 0 0 \n", + "36 0 0 0 0 \n", + "37 0 0 0 0 \n", + "38 0 0 0 0 \n", + "39 0 0 0 0 \n", + "40 0 0 0 1 \n", + "41 0 0 0 0 \n", + "42 0 0 0 0 \n", + "43 0 0 0 0 \n", + "44 0 0 0 0 \n", + "45 0 0 0 0 \n", + "46 0 0 0 0 \n", + "47 0 0 1 0 \n", + "48 0 0 0 0 \n", + "49 0 0 0 0 \n", + "50 0 0 0 0 \n", + "51 0 0 0 0 \n", + "52 0 0 0 0 \n", + "53 0 0 0 0 \n", + "54 0 0 0 0 \n", + "55 0 0 0 0 \n", + "56 0 0 0 0 \n", + "57 0 0 0 0 \n", + "\n", + " Westminster 024B total origins \n", + "0 0 1 \n", + "1 0 1 \n", + "2 0 2 \n", + "3 0 1 \n", + "4 0 1 \n", + "5 0 1 \n", + "6 0 2 \n", + "7 0 1 \n", + "8 0 1 \n", + "9 0 1 \n", + "10 0 1 \n", + "11 0 1 \n", + "12 0 1 \n", + "13 0 1 \n", + "14 0 1 \n", + "15 0 1 \n", + "16 0 1 \n", + "17 0 1 \n", + "18 0 1 \n", + "19 0 1 \n", + "20 0 1 \n", + "21 1 2 \n", + "22 0 1 \n", + "23 0 1 \n", + "24 0 1 \n", + "25 0 1 \n", + "26 0 3 \n", + "27 0 2 \n", + "28 0 1 \n", + "29 0 1 \n", + "30 0 1 \n", + "31 0 1 \n", + "32 0 1 \n", + "33 0 1 \n", + "34 0 1 \n", + "35 0 1 \n", + "36 0 1 \n", + "37 0 1 \n", + "38 0 2 \n", + "39 0 1 \n", + "40 0 3 \n", + "41 1 1 \n", + "42 0 1 \n", + "43 0 1 \n", + "44 0 1 \n", + "45 0 1 \n", + "46 0 1 \n", + "47 0 1 \n", + "48 0 1 \n", + "49 0 1 \n", + "50 0 1 \n", + "51 0 1 \n", + "52 0 1 \n", + "53 0 1 \n", + "54 0 1 \n", + "55 0 1 \n", + "56 0 1 \n", + "57 0 2 \n", + "\n", + "[58 rows x 60 columns]" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "write_od_matrices(population, path=\"outputs\")\n", "od_matrices = pd.read_csv(\n", @@ -972,13 +3969,34 @@ "id": "adequate-terry", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:25.670534Z", - "iopub.status.busy": "2023-09-22T10:52:25.670437Z", - "iopub.status.idle": "2023-09-22T10:52:25.819128Z", - "shell.execute_reply": "2023-09-22T10:52:25.818845Z" + "iopub.execute_input": "2024-04-05T15:22:01.671292Z", + "iopub.status.busy": "2024-04-05T15:22:01.671056Z", + "iopub.status.idle": "2024-04-05T15:22:01.952039Z", + "shell.execute_reply": "2024-04-05T15:22:01.951254Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Total Origins')" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "lsoas_clipped = lsoas_clipped.reset_index()\n", "origins_heat_map = lsoas_clipped.join(od_matrices[\"total origins\"])\n", @@ -1005,13 +4023,155 @@ "id": "c2c64d5c", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:25.820775Z", - "iopub.status.busy": "2023-09-22T10:52:25.820670Z", - "iopub.status.idle": "2023-09-22T10:52:25.829813Z", - "shell.execute_reply": "2023-09-22T10:52:25.829471Z" + "iopub.execute_input": "2024-04-05T15:22:01.955281Z", + "iopub.status.busy": "2024-04-05T15:22:01.955056Z", + "iopub.status.idle": "2024-04-05T15:22:02.059634Z", + "shell.execute_reply": "2024-04-05T15:22:02.059214Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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pidhidfreqozonedzonepurpoactdactmodeseqtsttetduration
0agent_0hh_0NaNWandsworth 014BWestminster 023ANaNhomeeducationrail11900-01-01 08:13:001900-01-01 09:26:001:13:00
1agent_0hh_0NaNWestminster 023ALambeth 012ENaNeducationpubbike21900-01-01 10:26:001900-01-01 11:48:001:22:00
2agent_0hh_0NaNLambeth 012EWandsworth 014BNaNpubhomerail31900-01-01 12:48:001900-01-01 14:01:001:13:00
3agent_1hh_1NaNLambeth 008EWandsworth 010BNaNhomeeducationferry11900-01-01 07:34:001900-01-01 08:37:001:03:00
4agent_1hh_1NaNWandsworth 010BLambeth 017BNaNeducationgymbus21900-01-01 10:37:001900-01-01 11:29:000:52:00
\n", + "
" + ], + "text/plain": [ + " pid hid freq ozone dzone purp oact \\\n", + "0 agent_0 hh_0 NaN Wandsworth 014B Westminster 023A NaN home \n", + "1 agent_0 hh_0 NaN Westminster 023A Lambeth 012E NaN education \n", + "2 agent_0 hh_0 NaN Lambeth 012E Wandsworth 014B NaN pub \n", + "3 agent_1 hh_1 NaN Lambeth 008E Wandsworth 010B NaN home \n", + "4 agent_1 hh_1 NaN Wandsworth 010B Lambeth 017B NaN education \n", + "\n", + " dact mode seq tst tet duration \n", + "0 education rail 1 1900-01-01 08:13:00 1900-01-01 09:26:00 1:13:00 \n", + "1 pub bike 2 1900-01-01 10:26:00 1900-01-01 11:48:00 1:22:00 \n", + "2 home rail 3 1900-01-01 12:48:00 1900-01-01 14:01:00 1:13:00 \n", + "3 education ferry 1 1900-01-01 07:34:00 1900-01-01 08:37:00 1:03:00 \n", + "4 gym bus 2 1900-01-01 10:37:00 1900-01-01 11:29:00 0:52:00 " + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "people = pd.read_csv(os.path.join(\"outputs\", \"people.csv\")).set_index(\"pid\")\n", "hhs = pd.read_csv(os.path.join(\"outputs\", \"households.csv\")).set_index(\"hid\")\n", @@ -1027,13 +4187,21 @@ "id": "32068fa4", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:25.831137Z", - "iopub.status.busy": "2023-09-22T10:52:25.831043Z", - "iopub.status.idle": "2023-09-22T10:52:25.847345Z", - "shell.execute_reply": "2023-09-22T10:52:25.847059Z" + "iopub.execute_input": "2024-04-05T15:22:02.062213Z", + "iopub.status.busy": "2024-04-05T15:22:02.061981Z", + "iopub.status.idle": "2024-04-05T15:22:02.090061Z", + "shell.execute_reply": "2024-04-05T15:22:02.089648Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using from-to activity parser using 'oact' and 'dact' columns\n" + ] + } + ], "source": [ "population_reloaded = load_travel_diary(trips=trips, persons_attributes=people, hhs_attributes=hhs)" ] @@ -1053,13 +4221,24 @@ "id": "b5eb31f6", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:25.848910Z", - "iopub.status.busy": "2023-09-22T10:52:25.848832Z", - "iopub.status.idle": "2023-09-22T10:52:25.942903Z", - "shell.execute_reply": "2023-09-22T10:52:25.942632Z" + "iopub.execute_input": "2024-04-05T15:22:02.092544Z", + "iopub.status.busy": "2024-04-05T15:22:02.092316Z", + "iopub.status.idle": "2024-04-05T15:22:02.220958Z", + "shell.execute_reply": "2024-04-05T15:22:02.220525Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "population[\"hh_0\"][\"agent_0\"].plot()" ] @@ -1070,13 +4249,24 @@ "id": "653fda76", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:25.944508Z", - "iopub.status.busy": "2023-09-22T10:52:25.944394Z", - "iopub.status.idle": "2023-09-22T10:52:26.042122Z", - "shell.execute_reply": "2023-09-22T10:52:26.041849Z" + "iopub.execute_input": "2024-04-05T15:22:02.223076Z", + "iopub.status.busy": "2024-04-05T15:22:02.222899Z", + "iopub.status.idle": "2024-04-05T15:22:02.352485Z", + "shell.execute_reply": "2024-04-05T15:22:02.351903Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "population_reloaded[\"hh_0\"][\"agent_0\"].plot()" ] @@ -1087,13 +4277,24 @@ "id": "93a1c3a0", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:26.043693Z", - "iopub.status.busy": "2023-09-22T10:52:26.043581Z", - "iopub.status.idle": "2023-09-22T10:52:26.046012Z", - "shell.execute_reply": "2023-09-22T10:52:26.045743Z" + "iopub.execute_input": "2024-04-05T15:22:02.354865Z", + "iopub.status.busy": "2024-04-05T15:22:02.354657Z", + "iopub.status.idle": "2024-04-05T15:22:02.358372Z", + "shell.execute_reply": "2024-04-05T15:22:02.357977Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "population == population_reloaded" ] @@ -1122,10 +4323,10 @@ "id": "84341a57", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:26.047629Z", - "iopub.status.busy": "2023-09-22T10:52:26.047396Z", - "iopub.status.idle": "2023-09-22T10:52:26.063715Z", - "shell.execute_reply": "2023-09-22T10:52:26.063382Z" + "iopub.execute_input": "2024-04-05T15:22:02.360774Z", + "iopub.status.busy": "2024-04-05T15:22:02.360589Z", + "iopub.status.idle": "2024-04-05T15:22:02.455274Z", + "shell.execute_reply": "2024-04-05T15:22:02.454890Z" } }, "outputs": [], @@ -1150,7 +4351,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.8" + "version": "3.10.13" }, "vscode": { "interpreter": { diff --git a/examples/09_advanced_policies.ipynb b/examples/09_advanced_policies.ipynb index 8949f281..49adf4e8 100644 --- a/examples/09_advanced_policies.ipynb +++ b/examples/09_advanced_policies.ipynb @@ -19,25 +19,13 @@ "start_time": "2020-11-24T13:44:58.666025Z" }, "execution": { - "iopub.execute_input": "2024-04-04T10:40:33.655750Z", - "iopub.status.busy": "2024-04-04T10:40:33.655750Z", - "iopub.status.idle": "2024-04-04T10:40:33.886947Z", - "shell.execute_reply": "2024-04-04T10:40:33.886947Z" + "iopub.execute_input": "2024-04-05T15:22:05.689092Z", + "iopub.status.busy": "2024-04-05T15:22:05.688856Z", + "iopub.status.idle": "2024-04-05T15:22:06.599453Z", + "shell.execute_reply": "2024-04-05T15:22:06.598912Z" } }, - "outputs": [ - { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'pam'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[1], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mactivity\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Activity, Leg\n\u001b[0;32m 2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcore\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Household, Person, Population\n\u001b[0;32m 3\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpolicy\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m (\n\u001b[0;32m 4\u001b[0m ActivityPolicy,\n\u001b[0;32m 5\u001b[0m ActivityProbability,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 13\u001b[0m apply_policies,\n\u001b[0;32m 14\u001b[0m )\n", - "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'pam'" - ] - } - ], + "outputs": [], "source": [ "from pam.activity import Activity, Leg\n", "from pam.core import Household, Person, Population\n", @@ -66,10 +54,10 @@ "start_time": "2020-11-24T13:44:59.718357Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:30.817582Z", - "iopub.status.busy": "2023-09-22T10:52:30.817428Z", - "iopub.status.idle": "2023-09-22T10:52:30.820608Z", - "shell.execute_reply": "2023-09-22T10:52:30.820359Z" + "iopub.execute_input": "2024-04-05T15:22:06.602904Z", + "iopub.status.busy": "2024-04-05T15:22:06.602508Z", + "iopub.status.idle": "2024-04-05T15:22:06.608905Z", + "shell.execute_reply": "2024-04-05T15:22:06.607994Z" } }, "outputs": [], @@ -123,10 +111,10 @@ "start_time": "2020-11-24T13:44:59.753460Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:30.821932Z", - "iopub.status.busy": "2023-09-22T10:52:30.821843Z", - "iopub.status.idle": "2023-09-22T10:52:30.826362Z", - "shell.execute_reply": "2023-09-22T10:52:30.826101Z" + "iopub.execute_input": "2024-04-05T15:22:06.612651Z", + "iopub.status.busy": "2024-04-05T15:22:06.612291Z", + "iopub.status.idle": "2024-04-05T15:22:06.615353Z", + "shell.execute_reply": "2024-04-05T15:22:06.614995Z" } }, "outputs": [], @@ -151,13 +139,26 @@ "start_time": "2020-11-24T13:44:59.779452Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:30.828019Z", - "iopub.status.busy": "2023-09-22T10:52:30.827901Z", - "iopub.status.idle": "2023-09-22T10:52:30.841817Z", - "shell.execute_reply": "2023-09-22T10:52:30.841496Z" + "iopub.execute_input": "2024-04-05T15:22:06.617494Z", + "iopub.status.busy": "2024-04-05T15:22:06.617292Z", + "iopub.status.idle": "2024-04-05T15:22:06.639946Z", + "shell.execute_reply": "2024-04-05T15:22:06.639488Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'Billy': ,\n", + " 'Bradly': ,\n", + " 'Bobby': }" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "smith_id = \"Smith\"\n", "\n", @@ -249,13 +250,24 @@ "start_time": "2020-11-24T13:44:59.890084Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:30.843449Z", - "iopub.status.busy": "2023-09-22T10:52:30.843335Z", - "iopub.status.idle": "2023-09-22T10:52:31.115048Z", - "shell.execute_reply": "2023-09-22T10:52:31.114745Z" + "iopub.execute_input": "2024-04-05T15:22:06.642246Z", + "iopub.status.busy": "2024-04-05T15:22:06.642039Z", + "iopub.status.idle": "2024-04-05T15:22:07.145337Z", + "shell.execute_reply": "2024-04-05T15:22:07.144764Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "smiths.plot()" ] @@ -269,10 +281,10 @@ "start_time": "2020-11-24T13:45:00.567704Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:31.116568Z", - "iopub.status.busy": "2023-09-22T10:52:31.116457Z", - "iopub.status.idle": "2023-09-22T10:52:31.118496Z", - "shell.execute_reply": "2023-09-22T10:52:31.118220Z" + "iopub.execute_input": "2024-04-05T15:22:07.148273Z", + "iopub.status.busy": "2024-04-05T15:22:07.148031Z", + "iopub.status.idle": "2024-04-05T15:22:07.151473Z", + "shell.execute_reply": "2024-04-05T15:22:07.150755Z" } }, "outputs": [], @@ -297,13 +309,25 @@ "start_time": "2020-11-24T13:45:00.613452Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:31.119809Z", - "iopub.status.busy": "2023-09-22T10:52:31.119715Z", - "iopub.status.idle": "2023-09-22T10:52:31.128256Z", - "shell.execute_reply": "2023-09-22T10:52:31.127987Z" + "iopub.execute_input": "2024-04-05T15:22:07.154280Z", + "iopub.status.busy": "2024-04-05T15:22:07.154083Z", + "iopub.status.idle": "2024-04-05T15:22:07.207816Z", + "shell.execute_reply": "2024-04-05T15:22:07.207350Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'Hugh': ,\n", + " 'Bridget': }" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "jones_id = \"Jones\"\n", "\n", @@ -355,13 +379,24 @@ "start_time": "2020-11-24T13:45:00.666320Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:31.129725Z", - "iopub.status.busy": "2023-09-22T10:52:31.129623Z", - "iopub.status.idle": "2023-09-22T10:52:31.284516Z", - "shell.execute_reply": "2023-09-22T10:52:31.284159Z" + "iopub.execute_input": "2024-04-05T15:22:07.212455Z", + "iopub.status.busy": "2024-04-05T15:22:07.211830Z", + "iopub.status.idle": "2024-04-05T15:22:07.470089Z", + "shell.execute_reply": "2024-04-05T15:22:07.469623Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "jones.plot()" ] @@ -375,10 +410,10 @@ "start_time": "2020-11-24T13:45:01.138450Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:31.285996Z", - "iopub.status.busy": "2023-09-22T10:52:31.285898Z", - "iopub.status.idle": "2023-09-22T10:52:31.287601Z", - "shell.execute_reply": "2023-09-22T10:52:31.287366Z" + "iopub.execute_input": "2024-04-05T15:22:07.472959Z", + "iopub.status.busy": "2024-04-05T15:22:07.472416Z", + "iopub.status.idle": "2024-04-05T15:22:07.477228Z", + "shell.execute_reply": "2024-04-05T15:22:07.476554Z" } }, "outputs": [], @@ -395,13 +430,22 @@ "start_time": "2020-11-24T13:45:01.181201Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:31.289190Z", - "iopub.status.busy": "2023-09-22T10:52:31.289079Z", - "iopub.status.idle": "2023-09-22T10:52:31.291286Z", - "shell.execute_reply": "2023-09-22T10:52:31.291011Z" + "iopub.execute_input": "2024-04-05T15:22:07.480084Z", + "iopub.status.busy": "2024-04-05T15:22:07.479796Z", + "iopub.status.idle": "2024-04-05T15:22:07.483299Z", + "shell.execute_reply": "2024-04-05T15:22:07.482683Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Population total time at home: 74.58 hours\n", + "Population total travel time: 9.67 hours\n" + ] + } + ], "source": [ "print_simple_stats(population)" ] @@ -425,10 +469,10 @@ "start_time": "2020-11-24T13:45:01.215845Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:31.292653Z", - "iopub.status.busy": "2023-09-22T10:52:31.292562Z", - "iopub.status.idle": "2023-09-22T10:52:31.295118Z", - "shell.execute_reply": "2023-09-22T10:52:31.294830Z" + "iopub.execute_input": "2024-04-05T15:22:07.485868Z", + "iopub.status.busy": "2024-04-05T15:22:07.485583Z", + "iopub.status.idle": "2024-04-05T15:22:07.489970Z", + "shell.execute_reply": "2024-04-05T15:22:07.489534Z" } }, "outputs": [], @@ -465,10 +509,10 @@ "start_time": "2020-11-24T13:45:01.252768Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:31.296424Z", - "iopub.status.busy": "2023-09-22T10:52:31.296323Z", - "iopub.status.idle": "2023-09-22T10:52:31.298311Z", - "shell.execute_reply": "2023-09-22T10:52:31.298052Z" + "iopub.execute_input": "2024-04-05T15:22:07.492753Z", + "iopub.status.busy": "2024-04-05T15:22:07.492532Z", + "iopub.status.idle": "2024-04-05T15:22:07.496430Z", + "shell.execute_reply": "2024-04-05T15:22:07.495918Z" } }, "outputs": [], @@ -491,14 +535,39 @@ "start_time": "2020-11-24T13:45:01.287874Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:31.299553Z", - "iopub.status.busy": "2023-09-22T10:52:31.299465Z", - "iopub.status.idle": "2023-09-22T10:52:31.302157Z", - "shell.execute_reply": "2023-09-22T10:52:31.301896Z" + "iopub.execute_input": "2024-04-05T15:22:07.498850Z", + "iopub.status.busy": "2024-04-05T15:22:07.498506Z", + "iopub.status.idle": "2024-04-05T15:22:07.503681Z", + "shell.execute_reply": "2024-04-05T15:22:07.503173Z" }, "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{0: {'male': 0.0, 'female': 0.0, 'other': 0.0},\n", + " 1: {'male': 0.01, 'female': 0.01, 'other': 0.01},\n", + " 2: {'male': 0.02, 'female': 0.02, 'other': 0.02},\n", + " 3: {'male': 0.03, 'female': 0.03, 'other': 0.03},\n", + " 4: {'male': 0.04, 'female': 0.04, 'other': 0.04},\n", + " 5: {'male': 0.05, 'female': 0.05, 'other': 0.05},\n", + " 6: {'male': 0.06, 'female': 0.06, 'other': 0.06},\n", + " 7: {'male': 0.07, 'female': 0.07, 'other': 0.07},\n", + " 8: {'male': 0.08, 'female': 0.08, 'other': 0.08},\n", + " 9: {'male': 0.09, 'female': 0.09, 'other': 0.09},\n", + " 10: {'male': 0.1, 'female': 0.1, 'other': 0.1},\n", + " 11: {'male': 0.11, 'female': 0.11, 'other': 0.11},\n", + " 12: {'male': 0.12, 'female': 0.12, 'other': 0.12},\n", + " 13: {'male': 0.13, 'female': 0.13, 'other': 0.13},\n", + " 14: {'male': 0.14, 'female': 0.14, 'other': 0.14}}" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "dict(list(vulnerable_distribution.items())[0:15])" ] @@ -512,13 +581,24 @@ "start_time": "2020-11-24T13:45:01.319907Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:31.303462Z", - "iopub.status.busy": "2023-09-22T10:52:31.303366Z", - "iopub.status.idle": "2023-09-22T10:52:31.305582Z", - "shell.execute_reply": "2023-09-22T10:52:31.305341Z" + "iopub.execute_input": "2024-04-05T15:22:07.506417Z", + "iopub.status.busy": "2024-04-05T15:22:07.506204Z", + "iopub.status.idle": "2024-04-05T15:22:07.510159Z", + "shell.execute_reply": "2024-04-05T15:22:07.509633Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.06" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "discrete_joint_distribution_sampler(Bobby, vulnerable_mapping, vulnerable_distribution)" ] @@ -552,10 +632,10 @@ "start_time": "2020-11-24T13:45:01.362265Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:31.306819Z", - "iopub.status.busy": "2023-09-22T10:52:31.306735Z", - "iopub.status.idle": "2023-09-22T10:52:31.308538Z", - "shell.execute_reply": "2023-09-22T10:52:31.308237Z" + "iopub.execute_input": "2024-04-05T15:22:07.512465Z", + "iopub.status.busy": "2024-04-05T15:22:07.512265Z", + "iopub.status.idle": "2024-04-05T15:22:07.515295Z", + "shell.execute_reply": "2024-04-05T15:22:07.514823Z" } }, "outputs": [], @@ -575,13 +655,22 @@ "start_time": "2020-11-24T13:45:01.418522Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:31.309876Z", - "iopub.status.busy": "2023-09-22T10:52:31.309785Z", - "iopub.status.idle": "2023-09-22T10:52:31.312585Z", - "shell.execute_reply": "2023-09-22T10:52:31.312383Z" + "iopub.execute_input": "2024-04-05T15:22:07.518191Z", + "iopub.status.busy": "2024-04-05T15:22:07.517961Z", + "iopub.status.idle": "2024-04-05T15:22:07.523992Z", + "shell.execute_reply": "2024-04-05T15:22:07.523581Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Population total time at home: 74.58 hours\n", + "Population total travel time: 9.67 hours\n" + ] + } + ], "source": [ "q_pop = apply_policies(population, [policy_quarantine])\n", "print_simple_stats(q_pop)" @@ -596,13 +685,24 @@ "start_time": "2020-11-24T13:45:01.451381Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:31.314323Z", - "iopub.status.busy": "2023-09-22T10:52:31.314233Z", - "iopub.status.idle": "2023-09-22T10:52:31.543567Z", - "shell.execute_reply": "2023-09-22T10:52:31.543269Z" + "iopub.execute_input": "2024-04-05T15:22:07.526406Z", + "iopub.status.busy": "2024-04-05T15:22:07.526212Z", + "iopub.status.idle": "2024-04-05T15:22:07.951509Z", + "shell.execute_reply": "2024-04-05T15:22:07.950372Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "q_pop.households[\"Smith\"].plot()" ] @@ -616,13 +716,24 @@ "start_time": "2020-11-24T13:45:02.132524Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:31.545079Z", - "iopub.status.busy": "2023-09-22T10:52:31.544973Z", - "iopub.status.idle": "2023-09-22T10:52:31.740018Z", - "shell.execute_reply": "2023-09-22T10:52:31.739738Z" + "iopub.execute_input": "2024-04-05T15:22:07.954629Z", + "iopub.status.busy": "2024-04-05T15:22:07.954360Z", + "iopub.status.idle": "2024-04-05T15:22:08.199869Z", + "shell.execute_reply": "2024-04-05T15:22:08.199310Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "q_pop.households[\"Jones\"].plot()" ] @@ -644,10 +755,10 @@ "start_time": "2020-11-24T13:45:02.582749Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:31.741618Z", - "iopub.status.busy": "2023-09-22T10:52:31.741342Z", - "iopub.status.idle": "2023-09-22T10:52:31.743563Z", - "shell.execute_reply": "2023-09-22T10:52:31.743270Z" + "iopub.execute_input": "2024-04-05T15:22:08.203277Z", + "iopub.status.busy": "2024-04-05T15:22:08.203005Z", + "iopub.status.idle": "2024-04-05T15:22:08.206570Z", + "shell.execute_reply": "2024-04-05T15:22:08.206160Z" } }, "outputs": [], @@ -670,13 +781,22 @@ "start_time": "2020-11-24T13:45:02.621466Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:31.745086Z", - "iopub.status.busy": "2023-09-22T10:52:31.744889Z", - "iopub.status.idle": "2023-09-22T10:52:31.748195Z", - "shell.execute_reply": "2023-09-22T10:52:31.747915Z" + "iopub.execute_input": "2024-04-05T15:22:08.208553Z", + "iopub.status.busy": "2024-04-05T15:22:08.208336Z", + "iopub.status.idle": "2024-04-05T15:22:08.214431Z", + "shell.execute_reply": "2024-04-05T15:22:08.213999Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Population total time at home: 41.42 hours\n", + "Population total travel time: 5.92 hours\n" + ] + } + ], "source": [ "q_pop = apply_policies(population, [policy_quarantine])\n", "print_simple_stats(q_pop)" @@ -691,13 +811,24 @@ "start_time": "2020-11-24T13:45:02.654492Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:31.749508Z", - "iopub.status.busy": "2023-09-22T10:52:31.749420Z", - "iopub.status.idle": "2023-09-22T10:52:31.870425Z", - "shell.execute_reply": "2023-09-22T10:52:31.870150Z" + "iopub.execute_input": "2024-04-05T15:22:08.216852Z", + "iopub.status.busy": "2024-04-05T15:22:08.216628Z", + "iopub.status.idle": "2024-04-05T15:22:08.407138Z", + "shell.execute_reply": "2024-04-05T15:22:08.406724Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "q_pop.households[\"Jones\"].plot()" ] @@ -719,10 +850,10 @@ "start_time": "2020-11-24T13:45:03.047351Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:31.871954Z", - "iopub.status.busy": "2023-09-22T10:52:31.871849Z", - "iopub.status.idle": "2023-09-22T10:52:31.873898Z", - "shell.execute_reply": "2023-09-22T10:52:31.873661Z" + "iopub.execute_input": "2024-04-05T15:22:08.409547Z", + "iopub.status.busy": "2024-04-05T15:22:08.409340Z", + "iopub.status.idle": "2024-04-05T15:22:08.412938Z", + "shell.execute_reply": "2024-04-05T15:22:08.412457Z" } }, "outputs": [], @@ -748,13 +879,22 @@ "start_time": "2020-11-24T13:45:03.102362Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:31.875211Z", - "iopub.status.busy": "2023-09-22T10:52:31.875119Z", - "iopub.status.idle": "2023-09-22T10:52:31.878436Z", - "shell.execute_reply": "2023-09-22T10:52:31.878174Z" + "iopub.execute_input": "2024-04-05T15:22:08.415045Z", + "iopub.status.busy": "2024-04-05T15:22:08.414872Z", + "iopub.status.idle": "2024-04-05T15:22:08.420553Z", + "shell.execute_reply": "2024-04-05T15:22:08.420191Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Population total time at home: 43.67 hours\n", + "Population total travel time: 1.67 hours\n" + ] + } + ], "source": [ "q_pop = apply_policies(population, [policy_quarantine])\n", "print_simple_stats(q_pop)" @@ -769,13 +909,24 @@ "start_time": "2020-11-24T13:45:03.134308Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:31.879619Z", - "iopub.status.busy": "2023-09-22T10:52:31.879531Z", - "iopub.status.idle": "2023-09-22T10:52:32.001636Z", - "shell.execute_reply": "2023-09-22T10:52:32.001372Z" + "iopub.execute_input": "2024-04-05T15:22:08.422515Z", + "iopub.status.busy": "2024-04-05T15:22:08.422348Z", + "iopub.status.idle": "2024-04-05T15:22:08.613347Z", + "shell.execute_reply": "2024-04-05T15:22:08.612789Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "q_pop.households[\"Jones\"].plot()" ] @@ -799,10 +950,10 @@ "start_time": "2020-11-24T13:45:03.457335Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:32.003220Z", - "iopub.status.busy": "2023-09-22T10:52:32.003119Z", - "iopub.status.idle": "2023-09-22T10:52:32.004836Z", - "shell.execute_reply": "2023-09-22T10:52:32.004596Z" + "iopub.execute_input": "2024-04-05T15:22:08.616023Z", + "iopub.status.busy": "2024-04-05T15:22:08.615805Z", + "iopub.status.idle": "2024-04-05T15:22:08.619397Z", + "shell.execute_reply": "2024-04-05T15:22:08.618616Z" } }, "outputs": [], @@ -820,10 +971,10 @@ "start_time": "2020-11-24T13:45:03.489952Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:32.006132Z", - "iopub.status.busy": "2023-09-22T10:52:32.006055Z", - "iopub.status.idle": "2023-09-22T10:52:32.007786Z", - "shell.execute_reply": "2023-09-22T10:52:32.007547Z" + "iopub.execute_input": "2024-04-05T15:22:08.621796Z", + "iopub.status.busy": "2024-04-05T15:22:08.621598Z", + "iopub.status.idle": "2024-04-05T15:22:08.624424Z", + "shell.execute_reply": "2024-04-05T15:22:08.624084Z" } }, "outputs": [], @@ -841,13 +992,24 @@ "start_time": "2020-11-24T13:45:03.516381Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:32.009040Z", - "iopub.status.busy": "2023-09-22T10:52:32.008948Z", - "iopub.status.idle": "2023-09-22T10:52:32.011148Z", - "shell.execute_reply": "2023-09-22T10:52:32.010874Z" + "iopub.execute_input": "2024-04-05T15:22:08.626835Z", + "iopub.status.busy": "2024-04-05T15:22:08.626497Z", + "iopub.status.idle": "2024-04-05T15:22:08.630553Z", + "shell.execute_reply": "2024-04-05T15:22:08.630088Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "({'employed': 0, 'unemployed': 0, 'education': 1}, {True: 0, False: 1})" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "edu_distribution, key_distribution" ] @@ -861,10 +1023,10 @@ "start_time": "2020-11-24T13:45:03.551286Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:32.012429Z", - "iopub.status.busy": "2023-09-22T10:52:32.012337Z", - "iopub.status.idle": "2023-09-22T10:52:32.014341Z", - "shell.execute_reply": "2023-09-22T10:52:32.014108Z" + "iopub.execute_input": "2024-04-05T15:22:08.632949Z", + "iopub.status.busy": "2024-04-05T15:22:08.632749Z", + "iopub.status.idle": "2024-04-05T15:22:08.636318Z", + "shell.execute_reply": "2024-04-05T15:22:08.635788Z" } }, "outputs": [], @@ -893,13 +1055,22 @@ "start_time": "2020-11-24T13:45:03.583593Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:32.015549Z", - "iopub.status.busy": "2023-09-22T10:52:32.015463Z", - "iopub.status.idle": "2023-09-22T10:52:32.018435Z", - "shell.execute_reply": "2023-09-22T10:52:32.018180Z" + "iopub.execute_input": "2024-04-05T15:22:08.638752Z", + "iopub.status.busy": "2024-04-05T15:22:08.638537Z", + "iopub.status.idle": "2024-04-05T15:22:08.644233Z", + "shell.execute_reply": "2024-04-05T15:22:08.643650Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Population total time at home: 84.25 hours\n", + "Population total travel time: 7.83 hours\n" + ] + } + ], "source": [ "edu_pop = apply_policies(population, [policy_remove_education_and_escort])\n", "print_simple_stats(edu_pop)" @@ -914,13 +1085,37 @@ "start_time": "2020-11-24T13:45:03.620821Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:32.019664Z", - "iopub.status.busy": "2023-09-22T10:52:32.019571Z", - "iopub.status.idle": "2023-09-22T10:52:32.026403Z", - "shell.execute_reply": "2023-09-22T10:52:32.026149Z" + "iopub.execute_input": "2024-04-05T15:22:08.646880Z", + "iopub.status.busy": "2024-04-05T15:22:08.646678Z", + "iopub.status.idle": "2024-04-05T15:22:08.649974Z", + "shell.execute_reply": "2024-04-05T15:22:08.649432Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0:\tActivity(act:home, location:a, time:00:00:00 --> 08:00:00, duration:8:00:00)\n", + "1:\tLeg(mode:walk, area:a --> b, time:08:00:00 --> 08:20:00, duration:0:20:00)\n", + "2:\tActivity(act:work, location:b, time:08:20:00 --> 09:20:00, duration:1:00:00)\n", + "3:\tLeg(mode:pt, area:b --> c, time:09:20:00 --> 09:40:00, duration:0:20:00)\n", + "4:\tActivity(act:work, location:b, time:09:40:00 --> 11:20:00, duration:1:40:00)\n", + "5:\tLeg(mode:pt, area:b --> c, time:11:20:00 --> 11:40:00, duration:0:20:00)\n", + "6:\tActivity(act:work, location:b, time:11:40:00 --> 13:20:00, duration:1:40:00)\n", + "7:\tLeg(mode:pt, area:b --> c, time:13:20:00 --> 13:40:00, duration:0:20:00)\n", + "8:\tActivity(act:leisure, location:c, time:13:40:00 --> 14:50:00, duration:1:10:00)\n", + "9:\tLeg(mode:pt, area:c --> a, time:14:50:00 --> 15:10:00, duration:0:20:00)\n", + "10:\tActivity(act:home, location:a, time:15:10:00 --> 16:50:00, duration:1:40:00)\n", + "11:\tLeg(mode:car, area:a --> b, time:16:50:00 --> 17:10:00, duration:0:20:00)\n", + "12:\tActivity(act:shop_1, location:b, time:17:10:00 --> 17:40:00, duration:0:30:00)\n", + "13:\tLeg(mode:car, area:b --> b, time:17:40:00 --> 17:50:00, duration:0:10:00)\n", + "14:\tActivity(act:shop_2, location:b, time:17:50:00 --> 18:40:00, duration:0:50:00)\n", + "15:\tLeg(mode:car, area:b --> a, time:18:40:00 --> 19:00:00, duration:0:20:00)\n", + "16:\tActivity(act:home, location:a, time:19:00:00 --> 00:00:00, duration:5:00:00)\n" + ] + } + ], "source": [ "edu_pop.households[\"Smith\"].people[\"Bradly\"].plan.print()" ] @@ -934,13 +1129,24 @@ "start_time": "2020-11-24T13:45:03.654284Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:32.027650Z", - "iopub.status.busy": "2023-09-22T10:52:32.027566Z", - "iopub.status.idle": "2023-09-22T10:52:32.214139Z", - "shell.execute_reply": "2023-09-22T10:52:32.213801Z" + "iopub.execute_input": "2024-04-05T15:22:08.652227Z", + "iopub.status.busy": "2024-04-05T15:22:08.651973Z", + "iopub.status.idle": "2024-04-05T15:22:08.988846Z", + "shell.execute_reply": "2024-04-05T15:22:08.988306Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "edu_pop.households[\"Smith\"].plot()" ] @@ -974,13 +1191,24 @@ "start_time": "2020-11-24T13:45:05.232533Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:32.422438Z", - "iopub.status.busy": "2023-09-22T10:52:32.422322Z", - "iopub.status.idle": "2023-09-22T10:52:32.580453Z", - "shell.execute_reply": "2023-09-22T10:52:32.580173Z" + "iopub.execute_input": "2024-04-05T15:22:09.346175Z", + "iopub.status.busy": "2024-04-05T15:22:09.345988Z", + "iopub.status.idle": "2024-04-05T15:22:09.623750Z", + "shell.execute_reply": "2024-04-05T15:22:09.622855Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "edu_pop.households[\"Jones\"].plot()" ] @@ -994,13 +1222,31 @@ "start_time": "2020-11-24T13:45:05.694100Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:32.581875Z", - "iopub.status.busy": "2023-09-22T10:52:32.581780Z", - "iopub.status.idle": "2023-09-22T10:52:32.583896Z", - "shell.execute_reply": "2023-09-22T10:52:32.583628Z" + "iopub.execute_input": "2024-04-05T15:22:09.628071Z", + "iopub.status.busy": "2024-04-05T15:22:09.627473Z", + "iopub.status.idle": "2024-04-05T15:22:09.631859Z", + "shell.execute_reply": "2024-04-05T15:22:09.631369Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0:\tActivity(act:home, location:a, time:00:00:00 --> 08:00:00, duration:8:00:00)\n", + "1:\tLeg(mode:walk, area:a --> b, time:08:00:00 --> 08:05:00, duration:0:05:00)\n", + "2:\tActivity(act:escort, location:b, time:08:05:00 --> 10:30:00, duration:2:25:00)\n", + "3:\tLeg(mode:pt, area:b --> c, time:10:30:00 --> 11:00:00, duration:0:30:00)\n", + "4:\tActivity(act:work, location:c, time:11:00:00 --> 16:00:00, duration:5:00:00)\n", + "5:\tLeg(mode:pt, area:c --> a, time:16:00:00 --> 16:20:00, duration:0:20:00)\n", + "6:\tActivity(act:home, location:a, time:16:20:00 --> 17:20:00, duration:1:00:00)\n", + "7:\tLeg(mode:pt, area:c --> a, time:17:20:00 --> 17:50:00, duration:0:30:00)\n", + "8:\tActivity(act:shop, location:a, time:17:50:00 --> 18:30:00, duration:0:40:00)\n", + "9:\tLeg(mode:pt, area:c --> a, time:18:30:00 --> 18:50:00, duration:0:20:00)\n", + "10:\tActivity(act:home, location:a, time:18:50:00 --> 00:00:00, duration:5:10:00)\n" + ] + } + ], "source": [ "edu_pop.households[\"Jones\"].people[\"Bridget\"].plan.print()" ] @@ -1023,10 +1269,10 @@ "start_time": "2020-11-24T13:45:05.729629Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:32.585329Z", - "iopub.status.busy": "2023-09-22T10:52:32.585227Z", - "iopub.status.idle": "2023-09-22T10:52:32.587219Z", - "shell.execute_reply": "2023-09-22T10:52:32.586943Z" + "iopub.execute_input": "2024-04-05T15:22:09.634115Z", + "iopub.status.busy": "2024-04-05T15:22:09.633945Z", + "iopub.status.idle": "2024-04-05T15:22:09.637830Z", + "shell.execute_reply": "2024-04-05T15:22:09.637306Z" } }, "outputs": [], @@ -1054,13 +1300,24 @@ "start_time": "2020-11-24T13:45:05.757988Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:32.588474Z", - "iopub.status.busy": "2023-09-22T10:52:32.588388Z", - "iopub.status.idle": "2023-09-22T10:52:32.838226Z", - "shell.execute_reply": "2023-09-22T10:52:32.837929Z" + "iopub.execute_input": "2024-04-05T15:22:09.640252Z", + "iopub.status.busy": "2024-04-05T15:22:09.640044Z", + "iopub.status.idle": "2024-04-05T15:22:10.065948Z", + "shell.execute_reply": "2024-04-05T15:22:10.065320Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "apply_policies(population, [policy_remove_education_and_escort]).households[\"Smith\"].plot()" ] @@ -1074,10 +1331,10 @@ "start_time": "2020-11-24T13:45:06.346338Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:32.839707Z", - "iopub.status.busy": "2023-09-22T10:52:32.839611Z", - "iopub.status.idle": "2023-09-22T10:52:32.841747Z", - "shell.execute_reply": "2023-09-22T10:52:32.841522Z" + "iopub.execute_input": "2024-04-05T15:22:10.085924Z", + "iopub.status.busy": "2024-04-05T15:22:10.085542Z", + "iopub.status.idle": "2024-04-05T15:22:10.131760Z", + "shell.execute_reply": "2024-04-05T15:22:10.111505Z" } }, "outputs": [], @@ -1107,13 +1364,24 @@ "start_time": "2020-11-24T13:45:06.386976Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:32.843045Z", - "iopub.status.busy": "2023-09-22T10:52:32.842959Z", - "iopub.status.idle": "2023-09-22T10:52:33.048786Z", - "shell.execute_reply": "2023-09-22T10:52:33.048496Z" + "iopub.execute_input": "2024-04-05T15:22:10.139804Z", + "iopub.status.busy": "2024-04-05T15:22:10.138525Z", + "iopub.status.idle": "2024-04-05T15:22:10.719553Z", + "shell.execute_reply": "2024-04-05T15:22:10.719059Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "apply_policies(population, [policy_remove_education_and_escort]).households[\"Smith\"].plot()" ] @@ -1137,10 +1405,10 @@ "start_time": "2020-11-24T13:45:06.939984Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:33.050109Z", - "iopub.status.busy": "2023-09-22T10:52:33.050032Z", - "iopub.status.idle": "2023-09-22T10:52:33.051990Z", - "shell.execute_reply": "2023-09-22T10:52:33.051689Z" + "iopub.execute_input": "2024-04-05T15:22:10.730865Z", + "iopub.status.busy": "2024-04-05T15:22:10.730612Z", + "iopub.status.idle": "2024-04-05T15:22:10.737368Z", + "shell.execute_reply": "2024-04-05T15:22:10.735747Z" } }, "outputs": [], @@ -1157,13 +1425,22 @@ "start_time": "2020-11-24T13:45:06.977764Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:33.053352Z", - "iopub.status.busy": "2023-09-22T10:52:33.053241Z", - "iopub.status.idle": "2023-09-22T10:52:33.056226Z", - "shell.execute_reply": "2023-09-22T10:52:33.055886Z" + "iopub.execute_input": "2024-04-05T15:22:10.741016Z", + "iopub.status.busy": "2024-04-05T15:22:10.740724Z", + "iopub.status.idle": "2024-04-05T15:22:10.746564Z", + "shell.execute_reply": "2024-04-05T15:22:10.746161Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Population total time at home: 76.08 hours\n", + "Population total travel time: 9.33 hours\n" + ] + } + ], "source": [ "lei_pop = apply_policies(population, [policy_remove_leisure])\n", "print_simple_stats(lei_pop)" @@ -1178,13 +1455,24 @@ "start_time": "2020-11-24T13:45:07.016567Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:33.057516Z", - "iopub.status.busy": "2023-09-22T10:52:33.057423Z", - "iopub.status.idle": "2023-09-22T10:52:33.274996Z", - "shell.execute_reply": "2023-09-22T10:52:33.274670Z" + "iopub.execute_input": "2024-04-05T15:22:10.749683Z", + "iopub.status.busy": "2024-04-05T15:22:10.749446Z", + "iopub.status.idle": "2024-04-05T15:22:11.166016Z", + "shell.execute_reply": "2024-04-05T15:22:11.163817Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "lei_pop.households[\"Smith\"].plot()" ] @@ -1208,10 +1496,10 @@ "start_time": "2020-11-24T13:45:07.673569Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:33.276379Z", - "iopub.status.busy": "2023-09-22T10:52:33.276281Z", - "iopub.status.idle": "2023-09-22T10:52:33.278228Z", - "shell.execute_reply": "2023-09-22T10:52:33.277868Z" + "iopub.execute_input": "2024-04-05T15:22:11.170565Z", + "iopub.status.busy": "2024-04-05T15:22:11.170284Z", + "iopub.status.idle": "2024-04-05T15:22:11.175529Z", + "shell.execute_reply": "2024-04-05T15:22:11.173118Z" } }, "outputs": [], @@ -1229,10 +1517,10 @@ "start_time": "2020-11-24T13:45:07.705777Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:33.279565Z", - "iopub.status.busy": "2023-09-22T10:52:33.279469Z", - "iopub.status.idle": "2023-09-22T10:52:33.281300Z", - "shell.execute_reply": "2023-09-22T10:52:33.281039Z" + "iopub.execute_input": "2024-04-05T15:22:11.185126Z", + "iopub.status.busy": "2024-04-05T15:22:11.184520Z", + "iopub.status.idle": "2024-04-05T15:22:11.203580Z", + "shell.execute_reply": "2024-04-05T15:22:11.203112Z" } }, "outputs": [], @@ -1257,13 +1545,22 @@ "start_time": "2020-11-24T13:45:07.733436Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:33.282517Z", - "iopub.status.busy": "2023-09-22T10:52:33.282424Z", - "iopub.status.idle": "2023-09-22T10:52:33.285262Z", - "shell.execute_reply": "2023-09-22T10:52:33.285043Z" + "iopub.execute_input": "2024-04-05T15:22:11.208656Z", + "iopub.status.busy": "2024-04-05T15:22:11.207984Z", + "iopub.status.idle": "2024-04-05T15:22:11.214719Z", + "shell.execute_reply": "2024-04-05T15:22:11.214110Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Population total time at home: 65.33 hours\n", + "Population total travel time: 8.58 hours\n" + ] + } + ], "source": [ "fur_pop = apply_policies(population, [policy_unemployment_and_furlough])\n", "print_simple_stats(fur_pop)" @@ -1278,13 +1575,24 @@ "start_time": "2020-11-24T13:45:07.768383Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:33.286505Z", - "iopub.status.busy": "2023-09-22T10:52:33.286415Z", - "iopub.status.idle": "2023-09-22T10:52:33.504153Z", - "shell.execute_reply": "2023-09-22T10:52:33.503838Z" + "iopub.execute_input": "2024-04-05T15:22:11.218054Z", + "iopub.status.busy": "2024-04-05T15:22:11.217802Z", + "iopub.status.idle": "2024-04-05T15:22:11.547979Z", + "shell.execute_reply": "2024-04-05T15:22:11.547481Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fur_pop.households[\"Smith\"].plot()" ] @@ -1298,13 +1606,24 @@ "start_time": "2020-11-24T13:45:08.432779Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:33.505546Z", - "iopub.status.busy": "2023-09-22T10:52:33.505445Z", - "iopub.status.idle": "2023-09-22T10:52:33.655578Z", - "shell.execute_reply": "2023-09-22T10:52:33.655316Z" + "iopub.execute_input": "2024-04-05T15:22:11.550564Z", + "iopub.status.busy": "2024-04-05T15:22:11.550300Z", + "iopub.status.idle": "2024-04-05T15:22:11.777915Z", + "shell.execute_reply": "2024-04-05T15:22:11.777527Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fur_pop.households[\"Jones\"].plot()" ] @@ -1318,13 +1637,24 @@ "start_time": "2020-11-24T13:45:08.845751Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:33.656968Z", - "iopub.status.busy": "2023-09-22T10:52:33.656895Z", - "iopub.status.idle": "2023-09-22T10:52:33.913442Z", - "shell.execute_reply": "2023-09-22T10:52:33.913169Z" + "iopub.execute_input": "2024-04-05T15:22:11.780120Z", + "iopub.status.busy": "2024-04-05T15:22:11.779930Z", + "iopub.status.idle": "2024-04-05T15:22:12.124443Z", + "shell.execute_reply": "2024-04-05T15:22:12.124063Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "policy_reduced_work = ActivityPolicy(RemoveActivity([\"work\"]), ActivityProbability([\"work\"], 0.5))\n", "\n", @@ -1350,10 +1680,10 @@ "start_time": "2020-11-24T13:45:09.436546Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:33.915074Z", - "iopub.status.busy": "2023-09-22T10:52:33.914969Z", - "iopub.status.idle": "2023-09-22T10:52:33.916892Z", - "shell.execute_reply": "2023-09-22T10:52:33.916610Z" + "iopub.execute_input": "2024-04-05T15:22:12.127268Z", + "iopub.status.busy": "2024-04-05T15:22:12.127054Z", + "iopub.status.idle": "2024-04-05T15:22:12.130616Z", + "shell.execute_reply": "2024-04-05T15:22:12.129748Z" } }, "outputs": [], @@ -1370,13 +1700,22 @@ "start_time": "2020-11-24T13:45:09.471392Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:33.918307Z", - "iopub.status.busy": "2023-09-22T10:52:33.918209Z", - "iopub.status.idle": "2023-09-22T10:52:33.921099Z", - "shell.execute_reply": "2023-09-22T10:52:33.920848Z" + "iopub.execute_input": "2024-04-05T15:22:12.133502Z", + "iopub.status.busy": "2024-04-05T15:22:12.133274Z", + "iopub.status.idle": "2024-04-05T15:22:12.140853Z", + "shell.execute_reply": "2024-04-05T15:22:12.139562Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Population total time at home: 76.08 hours\n", + "Population total travel time: 8.83 hours\n" + ] + } + ], "source": [ "shop_pop = apply_policies(population, [policy_remove_shopping])\n", "print_simple_stats(shop_pop)" @@ -1391,13 +1730,24 @@ "start_time": "2020-11-24T13:45:09.503374Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:33.922419Z", - "iopub.status.busy": "2023-09-22T10:52:33.922319Z", - "iopub.status.idle": "2023-09-22T10:52:34.004599Z", - "shell.execute_reply": "2023-09-22T10:52:34.004289Z" + "iopub.execute_input": "2024-04-05T15:22:12.144591Z", + "iopub.status.busy": "2024-04-05T15:22:12.144362Z", + "iopub.status.idle": "2024-04-05T15:22:12.324252Z", + "shell.execute_reply": "2024-04-05T15:22:12.323674Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "shop_pop.households[\"Jones\"].people[\"Bridget\"].plot()" ] @@ -1419,10 +1769,10 @@ "start_time": "2020-11-24T13:45:09.770491Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:34.006221Z", - "iopub.status.busy": "2023-09-22T10:52:34.006103Z", - "iopub.status.idle": "2023-09-22T10:52:34.008203Z", - "shell.execute_reply": "2023-09-22T10:52:34.007846Z" + "iopub.execute_input": "2024-04-05T15:22:12.326909Z", + "iopub.status.busy": "2024-04-05T15:22:12.326706Z", + "iopub.status.idle": "2024-04-05T15:22:12.329733Z", + "shell.execute_reply": "2024-04-05T15:22:12.329365Z" } }, "outputs": [], @@ -1442,13 +1792,28 @@ "start_time": "2020-11-24T13:45:09.826495Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:34.009477Z", - "iopub.status.busy": "2023-09-22T10:52:34.009378Z", - "iopub.status.idle": "2023-09-22T10:52:34.011628Z", - "shell.execute_reply": "2023-09-22T10:52:34.011398Z" + "iopub.execute_input": "2024-04-05T15:22:12.331734Z", + "iopub.status.busy": "2024-04-05T15:22:12.331544Z", + "iopub.status.idle": "2024-04-05T15:22:12.335314Z", + "shell.execute_reply": "2024-04-05T15:22:12.334940Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ,\n", + " ,\n", + " ,\n", + " ]" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "population[\"Smith\"].shared_activities()" ] @@ -1462,13 +1827,22 @@ "start_time": "2020-11-24T13:45:09.870393Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:34.012943Z", - "iopub.status.busy": "2023-09-22T10:52:34.012850Z", - "iopub.status.idle": "2023-09-22T10:52:34.016066Z", - "shell.execute_reply": "2023-09-22T10:52:34.015793Z" + "iopub.execute_input": "2024-04-05T15:22:12.337673Z", + "iopub.status.busy": "2024-04-05T15:22:12.337189Z", + "iopub.status.idle": "2024-04-05T15:22:12.343233Z", + "shell.execute_reply": "2024-04-05T15:22:12.342894Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Population total time at home: 76.75 hours\n", + "Population total travel time: 8.83 hours\n" + ] + } + ], "source": [ "shop_reduce_pop = apply_policies(population, [policy_reduce_shopping_activities])\n", "print_simple_stats(shop_reduce_pop)" @@ -1483,13 +1857,24 @@ "start_time": "2020-11-24T13:45:09.941685Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:34.017310Z", - "iopub.status.busy": "2023-09-22T10:52:34.017216Z", - "iopub.status.idle": "2023-09-22T10:52:34.237397Z", - "shell.execute_reply": "2023-09-22T10:52:34.237085Z" + "iopub.execute_input": "2024-04-05T15:22:12.345126Z", + "iopub.status.busy": "2024-04-05T15:22:12.344973Z", + "iopub.status.idle": "2024-04-05T15:22:12.667622Z", + "shell.execute_reply": "2024-04-05T15:22:12.667203Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "shop_reduce_pop.households[\"Smith\"].plot()" ] @@ -1503,13 +1888,27 @@ "start_time": "2020-11-24T13:45:10.840595Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:34.247033Z", - "iopub.status.busy": "2023-09-22T10:52:34.246881Z", - "iopub.status.idle": "2023-09-22T10:52:34.248952Z", - "shell.execute_reply": "2023-09-22T10:52:34.248654Z" + "iopub.execute_input": "2024-04-05T15:22:12.670190Z", + "iopub.status.busy": "2024-04-05T15:22:12.669884Z", + "iopub.status.idle": "2024-04-05T15:22:12.672992Z", + "shell.execute_reply": "2024-04-05T15:22:12.672627Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Person: Bobby\n", + "{'age': 6, 'job': 'education', 'gender': 'male', 'key_worker': False}\n", + "0:\tActivity(act:home, location:a, time:00:00:00 --> 08:00:00, duration:8:00:00)\n", + "1:\tLeg(mode:walk, area:a --> b, time:08:00:00 --> 08:25:00, duration:0:25:00)\n", + "2:\tActivity(act:education, location:b, time:08:25:00 --> 15:55:00, duration:7:30:00)\n", + "3:\tLeg(mode:walk, area:b --> c, time:15:55:00 --> 16:30:00, duration:0:35:00)\n", + "4:\tActivity(act:home, location:a, time:16:30:00 --> 00:00:00, duration:7:30:00)\n" + ] + } + ], "source": [ "shop_reduce_pop.households[\"Smith\"].people[\"Bobby\"].print()" ] @@ -1531,10 +1930,10 @@ "start_time": "2020-11-24T13:45:10.914510Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:34.250312Z", - "iopub.status.busy": "2023-09-22T10:52:34.250212Z", - "iopub.status.idle": "2023-09-22T10:52:34.252147Z", - "shell.execute_reply": "2023-09-22T10:52:34.251842Z" + "iopub.execute_input": "2024-04-05T15:22:12.675112Z", + "iopub.status.busy": "2024-04-05T15:22:12.674940Z", + "iopub.status.idle": "2024-04-05T15:22:12.677910Z", + "shell.execute_reply": "2024-04-05T15:22:12.677530Z" } }, "outputs": [], @@ -1554,13 +1953,22 @@ "start_time": "2020-11-24T13:45:10.967006Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:34.253433Z", - "iopub.status.busy": "2023-09-22T10:52:34.253315Z", - "iopub.status.idle": "2023-09-22T10:52:34.256538Z", - "shell.execute_reply": "2023-09-22T10:52:34.256257Z" + "iopub.execute_input": "2024-04-05T15:22:12.679876Z", + "iopub.status.busy": "2024-04-05T15:22:12.679715Z", + "iopub.status.idle": "2024-04-05T15:22:12.684897Z", + "shell.execute_reply": "2024-04-05T15:22:12.684491Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Population total time at home: 74.58 hours\n", + "Population total travel time: 9.67 hours\n" + ] + } + ], "source": [ "shop_tour_pop = apply_policies(population, [policy_move_shopping_tours])\n", "print_simple_stats(shop_tour_pop)" @@ -1575,13 +1983,24 @@ "start_time": "2020-11-24T13:45:11.008354Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:34.257774Z", - "iopub.status.busy": "2023-09-22T10:52:34.257681Z", - "iopub.status.idle": "2023-09-22T10:52:34.476439Z", - "shell.execute_reply": "2023-09-22T10:52:34.476161Z" + "iopub.execute_input": "2024-04-05T15:22:12.686731Z", + "iopub.status.busy": "2024-04-05T15:22:12.686584Z", + "iopub.status.idle": "2024-04-05T15:22:13.016420Z", + "shell.execute_reply": "2024-04-05T15:22:13.016040Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "shop_tour_pop.households[\"Smith\"].plot()" ] @@ -1595,10 +2014,10 @@ "start_time": "2020-11-24T13:45:11.953413Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:34.477891Z", - "iopub.status.busy": "2023-09-22T10:52:34.477792Z", - "iopub.status.idle": "2023-09-22T10:52:34.479980Z", - "shell.execute_reply": "2023-09-22T10:52:34.479656Z" + "iopub.execute_input": "2024-04-05T15:22:13.018909Z", + "iopub.status.busy": "2024-04-05T15:22:13.018725Z", + "iopub.status.idle": "2024-04-05T15:22:13.021699Z", + "shell.execute_reply": "2024-04-05T15:22:13.021273Z" } }, "outputs": [], @@ -1619,13 +2038,22 @@ "start_time": "2020-11-24T13:45:11.990415Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:34.481365Z", - "iopub.status.busy": "2023-09-22T10:52:34.481266Z", - "iopub.status.idle": "2023-09-22T10:52:34.484022Z", - "shell.execute_reply": "2023-09-22T10:52:34.483754Z" + "iopub.execute_input": "2024-04-05T15:22:13.023993Z", + "iopub.status.busy": "2024-04-05T15:22:13.023749Z", + "iopub.status.idle": "2024-04-05T15:22:13.028956Z", + "shell.execute_reply": "2024-04-05T15:22:13.028583Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Population total time at home: 74.58 hours\n", + "Population total travel time: 9.67 hours\n" + ] + } + ], "source": [ "shop_tour_pop = apply_policies(population, [policy_move_shopping_tours])\n", "print_simple_stats(shop_tour_pop)" @@ -1640,13 +2068,24 @@ "start_time": "2020-11-24T13:45:12.040202Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:34.485326Z", - "iopub.status.busy": "2023-09-22T10:52:34.485237Z", - "iopub.status.idle": "2023-09-22T10:52:34.703403Z", - "shell.execute_reply": "2023-09-22T10:52:34.703118Z" + "iopub.execute_input": "2024-04-05T15:22:13.030835Z", + "iopub.status.busy": "2024-04-05T15:22:13.030671Z", + "iopub.status.idle": "2024-04-05T15:22:13.417451Z", + "shell.execute_reply": "2024-04-05T15:22:13.416773Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "shop_tour_pop.households[\"Smith\"].plot()" ] @@ -1660,13 +2099,43 @@ "start_time": "2020-11-24T13:45:12.937825Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:34.704996Z", - "iopub.status.busy": "2023-09-22T10:52:34.704875Z", - "iopub.status.idle": "2023-09-22T10:52:34.707078Z", - "shell.execute_reply": "2023-09-22T10:52:34.706712Z" + "iopub.execute_input": "2024-04-05T15:22:13.420536Z", + "iopub.status.busy": "2024-04-05T15:22:13.420163Z", + "iopub.status.idle": "2024-04-05T15:22:13.424551Z", + "shell.execute_reply": "2024-04-05T15:22:13.424061Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Person: Bradly\n", + "{'age': 40, 'job': 'employed', 'gender': 'male', 'key_worker': True}\n", + "0:\tActivity(act:home, location:a, time:00:00:00 --> 08:00:00, duration:8:00:00)\n", + "1:\tLeg(mode:walk, area:a --> b, time:08:00:00 --> 08:20:00, duration:0:20:00)\n", + "2:\tActivity(act:escort, location:b, time:08:20:00 --> 08:30:00, duration:0:10:00)\n", + "3:\tLeg(mode:pt, area:b --> b, time:08:30:00 --> 09:00:00, duration:0:30:00)\n", + "4:\tActivity(act:work, location:b, time:09:00:00 --> 10:00:00, duration:1:00:00)\n", + "5:\tLeg(mode:pt, area:b --> c, time:10:00:00 --> 10:20:00, duration:0:20:00)\n", + "6:\tActivity(act:work, location:b, time:10:20:00 --> 12:00:00, duration:1:40:00)\n", + "7:\tLeg(mode:pt, area:b --> c, time:12:00:00 --> 12:20:00, duration:0:20:00)\n", + "8:\tActivity(act:work, location:b, time:12:20:00 --> 14:00:00, duration:1:40:00)\n", + "9:\tLeg(mode:pt, area:b --> c, time:14:00:00 --> 14:20:00, duration:0:20:00)\n", + "10:\tActivity(act:leisure, location:c, time:14:20:00 --> 15:30:00, duration:1:10:00)\n", + "11:\tLeg(mode:pt, area:c --> b, time:15:30:00 --> 15:50:00, duration:0:20:00)\n", + "12:\tActivity(act:escort, location:b, time:15:50:00 --> 16:00:00, duration:0:10:00)\n", + "13:\tLeg(mode:walk, area:b --> a, time:16:00:00 --> 16:20:00, duration:0:20:00)\n", + "14:\tActivity(act:home, location:a, time:16:20:00 --> 18:00:00, duration:1:40:00)\n", + "15:\tLeg(mode:walk, area:a --> a, time:18:00:00 --> 18:20:00, duration:0:20:00)\n", + "16:\tActivity(act:shop_1, location:a, time:18:20:00 --> 18:50:00, duration:0:30:00)\n", + "17:\tLeg(mode:walk, area:a --> a, time:18:50:00 --> 19:00:00, duration:0:10:00)\n", + "18:\tActivity(act:shop_2, location:a, time:19:00:00 --> 19:50:00, duration:0:50:00)\n", + "19:\tLeg(mode:walk, area:a --> a, time:19:50:00 --> 20:10:00, duration:0:20:00)\n", + "20:\tActivity(act:home, location:a, time:20:10:00 --> 00:00:00, duration:3:50:00)\n" + ] + } + ], "source": [ "shop_tour_pop.households[\"Smith\"].people[\"Bradly\"].print()" ] @@ -1688,13 +2157,22 @@ "start_time": "2020-11-24T13:45:12.987530Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:34.708586Z", - "iopub.status.busy": "2023-09-22T10:52:34.708482Z", - "iopub.status.idle": "2023-09-22T10:52:34.712334Z", - "shell.execute_reply": "2023-09-22T10:52:34.712083Z" + "iopub.execute_input": "2024-04-05T15:22:13.427293Z", + "iopub.status.busy": "2024-04-05T15:22:13.427122Z", + "iopub.status.idle": "2024-04-05T15:22:13.434059Z", + "shell.execute_reply": "2024-04-05T15:22:13.433261Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Population total time at home: 83.67 hours\n", + "Population total travel time: 4.25 hours\n" + ] + } + ], "source": [ "all_together_pop = apply_policies(\n", " population,\n", @@ -1727,7 +2205,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.8" + "version": "3.10.13" }, "latex_envs": { "LaTeX_envs_menu_present": true, diff --git a/examples/10_advanced_spatial_sampling.ipynb b/examples/10_advanced_spatial_sampling.ipynb index a3178f81..c98ff6b4 100644 --- a/examples/10_advanced_spatial_sampling.ipynb +++ b/examples/10_advanced_spatial_sampling.ipynb @@ -62,25 +62,13 @@ "start_time": "2021-02-09T15:50:34.835309Z" }, "execution": { - "iopub.execute_input": "2024-04-04T10:40:33.068022Z", - "iopub.status.busy": "2024-04-04T10:40:33.067013Z", - "iopub.status.idle": "2024-04-04T10:40:34.060069Z", - "shell.execute_reply": "2024-04-04T10:40:34.060069Z" + "iopub.execute_input": "2024-04-05T15:22:04.036291Z", + "iopub.status.busy": "2024-04-05T15:22:04.036019Z", + "iopub.status.idle": "2024-04-05T15:22:04.940276Z", + "shell.execute_reply": "2024-04-05T15:22:04.939668Z" } }, - "outputs": [ - { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'pam'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[1], line 6\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mmatplotlib\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpyplot\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mplt\u001b[39;00m\n\u001b[0;32m 5\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mnumpy\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mnp\u001b[39;00m\n\u001b[1;32m----> 6\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m\n\u001b[0;32m 7\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mpandas\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mpd\u001b[39;00m\n\u001b[0;32m 8\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mactivity\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Activity, Leg\n", - "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'pam'" - ] - } - ], + "outputs": [], "source": [ "import logging\n", "\n", @@ -129,13 +117,24 @@ "start_time": "2021-02-09T16:56:31.897883Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:28.308580Z", - "iopub.status.busy": "2023-09-22T10:52:28.308428Z", - "iopub.status.idle": "2023-09-22T10:52:28.557120Z", - "shell.execute_reply": "2023-09-22T10:52:28.556863Z" + "iopub.execute_input": "2024-04-05T15:22:04.943335Z", + "iopub.status.busy": "2024-04-05T15:22:04.943077Z", + "iopub.status.idle": "2024-04-05T15:22:05.272606Z", + "shell.execute_reply": "2024-04-05T15:22:05.272179Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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4home3249139POINT (11022.330 8362.452)h
\n", + "
" + ], + "text/plain": [ + " activity floors units area transit geometry zone\n", + "0 home 3 9 53 3166 POINT (28267.451 16924.617) f\n", + "1 home 2 4 61 2379 POINT (24488.222 12136.181) f\n", + "2 home 3 12 14 4363 POINT (3401.326 24369.228) a\n", + "3 home 2 1 52 224 POINT (29629.304 28256.193) c\n", + "4 home 3 2 4 9139 POINT (11022.330 8362.452) h" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# facilities dataset:\n", "facilities.head()" @@ -247,13 +345,21 @@ "start_time": "2021-02-09T16:56:35.742778Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:28.566582Z", - "iopub.status.busy": "2023-09-22T10:52:28.566477Z", - "iopub.status.idle": "2023-09-22T10:52:28.568704Z", - "shell.execute_reply": "2023-09-22T10:52:28.568360Z" + "iopub.execute_input": "2024-04-05T15:22:05.286026Z", + "iopub.status.busy": "2024-04-05T15:22:05.285808Z", + "iopub.status.idle": "2024-04-05T15:22:05.289102Z", + "shell.execute_reply": "2024-04-05T15:22:05.288596Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The expected straight-line speed for the trip is: 1.3888888888888888 kph\n" + ] + } + ], "source": [ "print(\n", " \"The expected straight-line speed for the trip is: {} kph\".format(\n", @@ -279,10 +385,10 @@ "start_time": "2021-02-09T16:56:35.944473Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:28.570039Z", - "iopub.status.busy": "2023-09-22T10:52:28.569938Z", - "iopub.status.idle": "2023-09-22T10:52:28.572522Z", - "shell.execute_reply": "2023-09-22T10:52:28.572286Z" + "iopub.execute_input": "2024-04-05T15:22:05.291224Z", + "iopub.status.busy": "2024-04-05T15:22:05.291061Z", + "iopub.status.idle": "2024-04-05T15:22:05.296014Z", + "shell.execute_reply": "2024-04-05T15:22:05.295495Z" } }, "outputs": [], @@ -333,10 +439,10 @@ "start_time": "2021-02-09T16:56:36.146216Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:28.581574Z", - "iopub.status.busy": "2023-09-22T10:52:28.581475Z", - "iopub.status.idle": "2023-09-22T10:52:28.594110Z", - "shell.execute_reply": "2023-09-22T10:52:28.593779Z" + "iopub.execute_input": "2024-04-05T15:22:05.298841Z", + "iopub.status.busy": "2024-04-05T15:22:05.298645Z", + "iopub.status.idle": "2024-04-05T15:22:05.301748Z", + "shell.execute_reply": "2024-04-05T15:22:05.301335Z" } }, "outputs": [], @@ -356,10 +462,10 @@ "start_time": "2021-02-09T16:56:36.341732Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:28.595868Z", - "iopub.status.busy": "2023-09-22T10:52:28.595752Z", - "iopub.status.idle": "2023-09-22T10:52:28.598438Z", - "shell.execute_reply": "2023-09-22T10:52:28.598089Z" + "iopub.execute_input": "2024-04-05T15:22:05.303896Z", + "iopub.status.busy": "2024-04-05T15:22:05.303723Z", + "iopub.status.idle": "2024-04-05T15:22:05.307855Z", + "shell.execute_reply": "2024-04-05T15:22:05.307463Z" } }, "outputs": [], @@ -393,13 +499,24 @@ "start_time": "2021-02-09T16:56:36.548288Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:28.600088Z", - "iopub.status.busy": "2023-09-22T10:52:28.599977Z", - "iopub.status.idle": "2023-09-22T10:52:28.804937Z", - "shell.execute_reply": "2023-09-22T10:52:28.804652Z" + "iopub.execute_input": "2024-04-05T15:22:05.310262Z", + "iopub.status.busy": "2024-04-05T15:22:05.310037Z", + "iopub.status.idle": "2024-04-05T15:22:06.041896Z", + "shell.execute_reply": "2024-04-05T15:22:06.041362Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# distance-weighted sampling\n", "\n", @@ -471,13 +599,21 @@ "start_time": "2021-02-09T16:56:41.618922Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:28.971962Z", - "iopub.status.busy": "2023-09-22T10:52:28.971840Z", - "iopub.status.idle": "2023-09-22T10:52:28.974097Z", - "shell.execute_reply": "2023-09-22T10:52:28.973736Z" + "iopub.execute_input": "2024-04-05T15:22:06.233756Z", + "iopub.status.busy": "2024-04-05T15:22:06.233549Z", + "iopub.status.idle": "2024-04-05T15:22:06.237319Z", + "shell.execute_reply": "2024-04-05T15:22:06.236835Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The expected straight-line speed for the trip is: 5.555555555555555 kph\n" + ] + } + ], "source": [ "print(\n", " \"The expected straight-line speed for the trip is: {} kph\".format(\n", @@ -503,13 +639,34 @@ "start_time": "2021-02-09T16:56:41.827503Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:28.975846Z", - "iopub.status.busy": "2023-09-22T10:52:28.975736Z", - "iopub.status.idle": "2023-09-22T10:52:29.227992Z", - "shell.execute_reply": "2023-09-22T10:52:29.226259Z" + "iopub.execute_input": "2024-04-05T15:22:06.239641Z", + "iopub.status.busy": "2024-04-05T15:22:06.239468Z", + "iopub.status.idle": "2024-04-05T15:22:06.546102Z", + "shell.execute_reply": "2024-04-05T15:22:06.545616Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "p2 = Person(\"p2\", attributes={\"age\": 40})\n", "p2.add(\n", @@ -578,13 +735,34 @@ "start_time": "2021-02-09T16:56:46.172239Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:29.233709Z", - "iopub.status.busy": "2023-09-22T10:52:29.233340Z", - "iopub.status.idle": "2023-09-22T10:52:29.501132Z", - "shell.execute_reply": "2023-09-22T10:52:29.500787Z" + "iopub.execute_input": "2024-04-05T15:22:06.548606Z", + "iopub.status.busy": "2024-04-05T15:22:06.548293Z", + "iopub.status.idle": "2024-04-05T15:22:06.945724Z", + "shell.execute_reply": "2024-04-05T15:22:06.942836Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "p3 = Person(\"p3\", attributes={\"age\": 40})\n", "p3.add(\n", @@ -653,7 +831,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.8" + "version": "3.10.13" }, "toc": { "base_numbering": 1, diff --git a/examples/11_Advanced_Plan_Rescheduling.ipynb b/examples/11_Advanced_Plan_Rescheduling.ipynb index 10ddc230..ed6a473d 100644 --- a/examples/11_Advanced_Plan_Rescheduling.ipynb +++ b/examples/11_Advanced_Plan_Rescheduling.ipynb @@ -15,25 +15,13 @@ "execution_count": 1, "metadata": { "execution": { - "iopub.execute_input": "2024-04-04T10:40:35.584297Z", - "iopub.status.busy": "2024-04-04T10:40:35.583297Z", - "iopub.status.idle": "2024-04-04T10:40:35.819979Z", - "shell.execute_reply": "2024-04-04T10:40:35.819979Z" + "iopub.execute_input": "2024-04-05T15:22:08.532501Z", + "iopub.status.busy": "2024-04-05T15:22:08.532371Z", + "iopub.status.idle": "2024-04-05T15:22:09.601953Z", + "shell.execute_reply": "2024-04-05T15:22:09.595387Z" } }, - "outputs": [ - { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'pam'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[1], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mactivity\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Activity, Leg\n\u001b[0;32m 2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcore\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Person\n\u001b[0;32m 3\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mscoring\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m CharyparNagelPlanScorer\n", - "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'pam'" - ] - } - ], + "outputs": [], "source": [ "from pam.activity import Activity, Leg\n", "from pam.core import Person\n", @@ -58,10 +46,10 @@ "execution_count": 2, "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:31.488427Z", - "iopub.status.busy": "2023-09-22T10:52:31.488206Z", - "iopub.status.idle": "2023-09-22T10:52:31.491425Z", - "shell.execute_reply": "2023-09-22T10:52:31.491000Z" + "iopub.execute_input": "2024-04-05T15:22:09.619082Z", + "iopub.status.busy": "2024-04-05T15:22:09.617980Z", + "iopub.status.idle": "2024-04-05T15:22:09.625135Z", + "shell.execute_reply": "2024-04-05T15:22:09.624516Z" } }, "outputs": [], @@ -123,13 +111,44 @@ "execution_count": 3, "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:31.493995Z", - "iopub.status.busy": "2023-09-22T10:52:31.493884Z", - "iopub.status.idle": "2023-09-22T10:52:31.756839Z", - "shell.execute_reply": "2023-09-22T10:52:31.756575Z" + "iopub.execute_input": "2024-04-05T15:22:09.629323Z", + "iopub.status.busy": "2024-04-05T15:22:09.629051Z", + "iopub.status.idle": "2024-04-05T15:22:10.301057Z", + "shell.execute_reply": "2024-04-05T15:22:10.299498Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "personA = Person(\"Ahmed\", attributes={\"age\": 20, \"subpopulation\": \"default\"})\n", "personA.plan.day = [\n", @@ -183,13 +202,23 @@ "execution_count": 4, "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:31.758385Z", - "iopub.status.busy": "2023-09-22T10:52:31.758281Z", - "iopub.status.idle": "2023-09-22T10:52:31.760651Z", - "shell.execute_reply": "2023-09-22T10:52:31.760406Z" + "iopub.execute_input": "2024-04-05T15:22:10.309131Z", + "iopub.status.busy": "2024-04-05T15:22:10.308759Z", + "iopub.status.idle": "2024-04-05T15:22:10.315799Z", + "shell.execute_reply": "2024-04-05T15:22:10.313969Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Ahmed's score = 101.50872494557763\n", + "Brenda's score = 220.77119050471717\n", + "Cookie's score = 162.59537925482084\n" + ] + } + ], "source": [ "print(f\"{personA.pid}'s score = {scorer.score_person(personA)}\")\n", "print(f\"{personB.pid}'s score = {scorer.score_person(personB)}\")\n", @@ -211,10 +240,10 @@ "execution_count": 5, "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:31.762004Z", - "iopub.status.busy": "2023-09-22T10:52:31.761894Z", - "iopub.status.idle": "2023-09-22T10:52:31.783286Z", - "shell.execute_reply": "2023-09-22T10:52:31.782990Z" + "iopub.execute_input": "2024-04-05T15:22:10.325578Z", + "iopub.status.busy": "2024-04-05T15:22:10.324929Z", + "iopub.status.idle": "2024-04-05T15:22:10.568516Z", + "shell.execute_reply": "2024-04-05T15:22:10.567847Z" } }, "outputs": [], @@ -227,13 +256,64 @@ "execution_count": 6, "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:31.785058Z", - "iopub.status.busy": "2023-09-22T10:52:31.784956Z", - "iopub.status.idle": "2023-09-22T10:52:39.912353Z", - "shell.execute_reply": "2023-09-22T10:52:39.912068Z" + "iopub.execute_input": "2024-04-05T15:22:10.571394Z", + "iopub.status.busy": "2024-04-05T15:22:10.571181Z", + "iopub.status.idle": "2024-04-05T15:22:29.797954Z", + "shell.execute_reply": "2024-04-05T15:22:29.796250Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Random search optimisation:\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Score improved from 101.50872494557763 to 212.46296200103444 in 5000 steps.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Failed to improve score from initial 220.77119050471717 in 5000 steps.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Score improved from 162.59537925482084 to 212.8789495305715 in 5000 steps.\n", + "Grid search optimisation:\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Score improved from 101.50872494557763 to 242.61260211505845 using step size 1800s.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Score improved from 220.77119050471717 to 242.61260211505845 using step size 1800s.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Score improved from 162.59537925482084 to 242.61260211505845 using step size 1800s.\n" + ] + } + ], "source": [ "plans = [personA.plan, personB.plan, personC.plan]\n", "\n", @@ -267,13 +347,34 @@ "execution_count": 7, "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:39.914055Z", - "iopub.status.busy": "2023-09-22T10:52:39.913949Z", - "iopub.status.idle": "2023-09-22T10:52:40.086695Z", - "shell.execute_reply": "2023-09-22T10:52:40.086399Z" + "iopub.execute_input": "2024-04-05T15:22:29.807291Z", + "iopub.status.busy": "2024-04-05T15:22:29.806359Z", + "iopub.status.idle": "2024-04-05T15:22:30.147469Z", + "shell.execute_reply": "2024-04-05T15:22:30.147037Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "optimised_by_random[1].plot()\n", "optimised_by_grid[1].plot()" @@ -293,13 +394,31 @@ "execution_count": 8, "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:40.088155Z", - "iopub.status.busy": "2023-09-22T10:52:40.088053Z", - "iopub.status.idle": "2023-09-22T10:52:42.237416Z", - "shell.execute_reply": "2023-09-22T10:52:42.237134Z" + "iopub.execute_input": "2024-04-05T15:22:30.149766Z", + "iopub.status.busy": "2024-04-05T15:22:30.149595Z", + "iopub.status.idle": "2024-04-05T15:22:34.949584Z", + "shell.execute_reply": "2024-04-05T15:22:34.949220Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Score improved from 102.4076882473681 to 244.0 using step size 1800s.\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "config[\"default\"][\"home\"][\"typicalDuration\"] = \"12:00:00\" # previously \"09:00:00\"\n", "config[\"default\"][\"home\"][\"minimalDuration\"] = \"10:00:00\" # previously \"06:00:00\"\n", @@ -334,13 +453,47 @@ "execution_count": 9, "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:42.239067Z", - "iopub.status.busy": "2023-09-22T10:52:42.238955Z", - "iopub.status.idle": "2023-09-22T10:52:42.284261Z", - "shell.execute_reply": "2023-09-22T10:52:42.283937Z" + "iopub.execute_input": "2024-04-05T15:22:34.952215Z", + "iopub.status.busy": "2024-04-05T15:22:34.952042Z", + "iopub.status.idle": "2024-04-05T15:22:35.226498Z", + "shell.execute_reply": "2024-04-05T15:22:35.223174Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1., 0., 0., 0.],\n", + " [1., 0., 0., 0.],\n", + " [1., 0., 0., 0.],\n", + " [1., 0., 0., 0.],\n", + " [1., 0., 0., 0.],\n", + " [1., 0., 0., 0.],\n", + " [1., 0., 0., 0.],\n", + " [0., 1., 0., 0.],\n", + " [0., 1., 0., 0.],\n", + " [0., 1., 0., 0.],\n", + " [0., 0., 0., 1.],\n", + " [0., 0., 0., 1.],\n", + " [0., 0., 0., 1.],\n", + " [0., 0., 0., 1.],\n", + " [0., 0., 0., 1.],\n", + " [0., 0., 0., 1.],\n", + " [0., 0., 0., 1.],\n", + " [0., 0., 0., 1.],\n", + " [0., 0., 0., 1.],\n", + " [0., 1., 0., 0.],\n", + " [1., 0., 0., 0.],\n", + " [1., 0., 0., 0.],\n", + " [1., 0., 0., 0.],\n", + " [1., 0., 0., 0.]])" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from pam.array import distance, encode\n", "\n", @@ -354,13 +507,23 @@ "execution_count": 10, "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:42.286022Z", - "iopub.status.busy": "2023-09-22T10:52:42.285908Z", - "iopub.status.idle": "2023-09-22T10:52:42.289756Z", - "shell.execute_reply": "2023-09-22T10:52:42.289489Z" + "iopub.execute_input": "2024-04-05T15:22:35.234420Z", + "iopub.status.busy": "2024-04-05T15:22:35.233890Z", + "iopub.status.idle": "2024-04-05T15:22:35.243595Z", + "shell.execute_reply": "2024-04-05T15:22:35.243197Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Ahmed 0.7916666666666666\n", + "Brenda 0.75\n", + "Cookie 0.6041666666666666\n" + ] + } + ], "source": [ "ranked = []\n", "for name, plan, optimised in zip([\"Ahmed\", \"Brenda\", \"Cookie\"], plans, optimised_by_grid):\n", @@ -409,7 +572,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.8" + "version": "3.10.13" } }, "nbformat": 4, diff --git a/examples/12_Advanced_Adding_Vehicles.ipynb b/examples/12_Advanced_Adding_Vehicles.ipynb index 4f583428..a0651d01 100644 --- a/examples/12_Advanced_Adding_Vehicles.ipynb +++ b/examples/12_Advanced_Adding_Vehicles.ipynb @@ -21,25 +21,13 @@ "start_time": "2022-03-29T14:42:40.343662Z" }, "execution": { - "iopub.execute_input": "2024-04-04T10:40:35.304050Z", - "iopub.status.busy": "2024-04-04T10:40:35.304050Z", - "iopub.status.idle": "2024-04-04T10:40:35.539901Z", - "shell.execute_reply": "2024-04-04T10:40:35.539901Z" + "iopub.execute_input": "2024-04-05T15:22:14.974652Z", + "iopub.status.busy": "2024-04-05T15:22:14.974508Z", + "iopub.status.idle": "2024-04-05T15:22:15.870008Z", + "shell.execute_reply": "2024-04-05T15:22:15.869629Z" } }, - "outputs": [ - { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'pam'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[1], line 6\u001b[0m\n\u001b[0;32m 3\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[0;32m 4\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpprint\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m pprint\n\u001b[1;32m----> 6\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m read, write\n\u001b[0;32m 7\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcore\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Person\n\u001b[0;32m 8\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mvehicles\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m ElectricVehicle, Vehicle, VehicleType\n", - "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'pam'" - ] - } - ], + "outputs": [], "source": [ "import logging\n", "import random\n", @@ -57,13 +45,27 @@ "id": "bf11ad33", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:36.842323Z", - "iopub.status.busy": "2023-09-22T10:52:36.842176Z", - "iopub.status.idle": "2023-09-22T10:52:36.856307Z", - "shell.execute_reply": "2023-09-22T10:52:36.855960Z" + "iopub.execute_input": "2024-04-05T15:22:15.872532Z", + "iopub.status.busy": "2024-04-05T15:22:15.872285Z", + "iopub.status.idle": "2024-04-05T15:22:15.904596Z", + "shell.execute_reply": "2024-04-05T15:22:15.904101Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'num_households': 51,\n", + " 'num_people': 51,\n", + " 'num_activities': 153,\n", + " 'num_legs': 102}" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# load up example population\n", "data_path = Path(\"data/example_data/vehicles\")\n", @@ -87,10 +89,10 @@ "id": "ba8a7108", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:36.857710Z", - "iopub.status.busy": "2023-09-22T10:52:36.857613Z", - "iopub.status.idle": "2023-09-22T10:52:36.860016Z", - "shell.execute_reply": "2023-09-22T10:52:36.859792Z" + "iopub.execute_input": "2024-04-05T15:22:15.907155Z", + "iopub.status.busy": "2024-04-05T15:22:15.906941Z", + "iopub.status.idle": "2024-04-05T15:22:15.911122Z", + "shell.execute_reply": "2024-04-05T15:22:15.910617Z" } }, "outputs": [], @@ -126,10 +128,10 @@ "id": "52da83e8", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:36.861446Z", - "iopub.status.busy": "2023-09-22T10:52:36.861361Z", - "iopub.status.idle": "2023-09-22T10:52:36.867195Z", - "shell.execute_reply": "2023-09-22T10:52:36.866958Z" + "iopub.execute_input": "2024-04-05T15:22:15.913301Z", + "iopub.status.busy": "2024-04-05T15:22:15.913116Z", + "iopub.status.idle": "2024-04-05T15:22:15.916097Z", + "shell.execute_reply": "2024-04-05T15:22:15.915662Z" } }, "outputs": [], @@ -157,10 +159,10 @@ "id": "9100244d", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:36.868499Z", - "iopub.status.busy": "2023-09-22T10:52:36.868400Z", - "iopub.status.idle": "2023-09-22T10:52:36.870267Z", - "shell.execute_reply": "2023-09-22T10:52:36.870028Z" + "iopub.execute_input": "2024-04-05T15:22:15.918254Z", + "iopub.status.busy": "2024-04-05T15:22:15.917937Z", + "iopub.status.idle": "2024-04-05T15:22:15.920971Z", + "shell.execute_reply": "2024-04-05T15:22:15.920534Z" } }, "outputs": [], @@ -198,10 +200,10 @@ "start_time": "2022-03-29T14:42:45.226734Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:36.871436Z", - "iopub.status.busy": "2023-09-22T10:52:36.871342Z", - "iopub.status.idle": "2023-09-22T10:52:36.873217Z", - "shell.execute_reply": "2023-09-22T10:52:36.872979Z" + "iopub.execute_input": "2024-04-05T15:22:15.923115Z", + "iopub.status.busy": "2024-04-05T15:22:15.922896Z", + "iopub.status.idle": "2024-04-05T15:22:15.925930Z", + "shell.execute_reply": "2024-04-05T15:22:15.925539Z" } }, "outputs": [], @@ -226,10 +228,10 @@ "id": "acc25511", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:36.874448Z", - "iopub.status.busy": "2023-09-22T10:52:36.874363Z", - "iopub.status.idle": "2023-09-22T10:52:36.876008Z", - "shell.execute_reply": "2023-09-22T10:52:36.875781Z" + "iopub.execute_input": "2024-04-05T15:22:15.927820Z", + "iopub.status.busy": "2024-04-05T15:22:15.927655Z", + "iopub.status.idle": "2024-04-05T15:22:15.930275Z", + "shell.execute_reply": "2024-04-05T15:22:15.929919Z" } }, "outputs": [], @@ -256,13 +258,42 @@ "id": "f62b3d76", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:36.877297Z", - "iopub.status.busy": "2023-09-22T10:52:36.877207Z", - "iopub.status.idle": "2023-09-22T10:52:36.907573Z", - "shell.execute_reply": "2023-09-22T10:52:36.907329Z" + "iopub.execute_input": "2024-04-05T15:22:15.932549Z", + "iopub.status.busy": "2024-04-05T15:22:15.932372Z", + "iopub.status.idle": "2024-04-05T15:22:16.055113Z", + "shell.execute_reply": "2024-04-05T15:22:16.054795Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:root:Building population vehicles output.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:root:Writing vehicle types to ./tmp/vehicles.xml\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:root:Writing vehicles to ./tmp/vehicles.xml\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:root:Writing electric vehicles to ./tmp/evs.xml\n" + ] + } + ], "source": [ "logging.basicConfig()\n", "logging.getLogger().setLevel(logging.INFO)\n", @@ -289,13 +320,22 @@ "id": "47eca69b", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:36.908892Z", - "iopub.status.busy": "2023-09-22T10:52:36.908803Z", - "iopub.status.idle": "2023-09-22T10:52:36.911239Z", - "shell.execute_reply": "2023-09-22T10:52:36.910905Z" + "iopub.execute_input": "2024-04-05T15:22:16.057312Z", + "iopub.status.busy": "2024-04-05T15:22:16.057146Z", + "iopub.status.idle": "2024-04-05T15:22:16.066206Z", + "shell.execute_reply": "2024-04-05T15:22:16.065702Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Unable to add vehicle with duplicate vehicle id (vid): 0\n", + "Unable to add vehicle with unknown type: 'flying_car'.\n" + ] + } + ], "source": [ "population.add_veh(\"census_0\", \"census_0\", \"car\", Vehicle(\"0\", \"large_car\"))\n", "\n", @@ -335,10 +375,10 @@ "id": "ef218b2b", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:36.912529Z", - "iopub.status.busy": "2023-09-22T10:52:36.912434Z", - "iopub.status.idle": "2023-09-22T10:52:36.938951Z", - "shell.execute_reply": "2023-09-22T10:52:36.938700Z" + "iopub.execute_input": "2024-04-05T15:22:16.069582Z", + "iopub.status.busy": "2024-04-05T15:22:16.069097Z", + "iopub.status.idle": "2024-04-05T15:22:16.224357Z", + "shell.execute_reply": "2024-04-05T15:22:16.224006Z" } }, "outputs": [], @@ -356,13 +396,40 @@ "id": "cac01951", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:36.940416Z", - "iopub.status.busy": "2023-09-22T10:52:36.940336Z", - "iopub.status.idle": "2023-09-22T10:52:36.942993Z", - "shell.execute_reply": "2023-09-22T10:52:36.942717Z" + "iopub.execute_input": "2024-04-05T15:22:16.226730Z", + "iopub.status.busy": "2024-04-05T15:22:16.226557Z", + "iopub.status.idle": "2024-04-05T15:22:16.230220Z", + "shell.execute_reply": "2024-04-05T15:22:16.229841Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'large_car': VehicleType(id='large_car',\n", + " length=15.0,\n", + " width=2.0,\n", + " networkMode='car',\n", + " capacity=CapacityType(seats=4,\n", + " standingRoomInPersons=0),\n", + " description='personal_vehicle',\n", + " passengerCarEquivalents=1.0,\n", + " flowEfficiencyFactor=1.0),\n", + " 'small_car': VehicleType(id='small_car',\n", + " length=7.5,\n", + " width=1.0,\n", + " networkMode='car',\n", + " capacity=CapacityType(seats=4,\n", + " standingRoomInPersons=0),\n", + " description='personal_vehicle',\n", + " passengerCarEquivalents=1.0,\n", + " flowEfficiencyFactor=1.0)}\n", + "Population has 31 small cars.\n", + "Population has 11 evs.\n" + ] + } + ], "source": [ "pprint(population.vehicle_types)\n", "print(\n", @@ -377,10 +444,10 @@ "id": "de97f45a", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:36.944411Z", - "iopub.status.busy": "2023-09-22T10:52:36.944313Z", - "iopub.status.idle": "2023-09-22T10:52:36.946406Z", - "shell.execute_reply": "2023-09-22T10:52:36.946158Z" + "iopub.execute_input": "2024-04-05T15:22:16.232377Z", + "iopub.status.busy": "2024-04-05T15:22:16.232251Z", + "iopub.status.idle": "2024-04-05T15:22:16.236095Z", + "shell.execute_reply": "2024-04-05T15:22:16.235274Z" } }, "outputs": [], @@ -403,13 +470,41 @@ "start_time": "2022-03-29T14:42:45.331419Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:36.947622Z", - "iopub.status.busy": "2023-09-22T10:52:36.947535Z", - "iopub.status.idle": "2023-09-22T10:52:36.949725Z", - "shell.execute_reply": "2023-09-22T10:52:36.949490Z" + "iopub.execute_input": "2024-04-05T15:22:16.238944Z", + "iopub.status.busy": "2024-04-05T15:22:16.238739Z", + "iopub.status.idle": "2024-04-05T15:22:16.242660Z", + "shell.execute_reply": "2024-04-05T15:22:16.242249Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'large_car': VehicleType(id='large_car',\n", + " length=15.0,\n", + " width=2.0,\n", + " networkMode='car',\n", + " capacity=CapacityType(seats=4,\n", + " standingRoomInPersons=0),\n", + " description='personal_vehicle',\n", + " passengerCarEquivalents=1.0,\n", + " flowEfficiencyFactor=1.0),\n", + " 'small_car': VehicleType(id='small_car',\n", + " length=7.5,\n", + " width=1.0,\n", + " networkMode='car',\n", + " capacity=CapacityType(seats=4,\n", + " standingRoomInPersons=0),\n", + " description='personal_vehicle',\n", + " passengerCarEquivalents=1.0,\n", + " flowEfficiencyFactor=1.0)}\n", + "{'car': Vehicle(vid='census_7', type_id='small_car')}\n", + "Population has 41 small cars.\n", + "Population has 11 evs.\n" + ] + } + ], "source": [ "pprint(population.vehicle_types)\n", "pprint(population.random_person().vehicles)\n", @@ -429,10 +524,10 @@ "start_time": "2022-03-29T14:42:45.367053Z" }, "execution": { - "iopub.execute_input": "2023-09-22T10:52:36.950952Z", - "iopub.status.busy": "2023-09-22T10:52:36.950868Z", - "iopub.status.idle": "2023-09-22T10:52:36.952774Z", - "shell.execute_reply": "2023-09-22T10:52:36.952555Z" + "iopub.execute_input": "2024-04-05T15:22:16.245172Z", + "iopub.status.busy": "2024-04-05T15:22:16.245018Z", + "iopub.status.idle": "2024-04-05T15:22:16.248837Z", + "shell.execute_reply": "2024-04-05T15:22:16.248306Z" } }, "outputs": [], @@ -451,13 +546,40 @@ "id": "dcfa94aa", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:36.954243Z", - "iopub.status.busy": "2023-09-22T10:52:36.954132Z", - "iopub.status.idle": "2023-09-22T10:52:36.956279Z", - "shell.execute_reply": "2023-09-22T10:52:36.956054Z" + "iopub.execute_input": "2024-04-05T15:22:16.250974Z", + "iopub.status.busy": "2024-04-05T15:22:16.250757Z", + "iopub.status.idle": "2024-04-05T15:22:16.254195Z", + "shell.execute_reply": "2024-04-05T15:22:16.253760Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'large_car': VehicleType(id='large_car',\n", + " length=15.0,\n", + " width=2.0,\n", + " networkMode='car',\n", + " capacity=CapacityType(seats=4,\n", + " standingRoomInPersons=0),\n", + " description='personal_vehicle',\n", + " passengerCarEquivalents=1.0,\n", + " flowEfficiencyFactor=1.0),\n", + " 'small_car': VehicleType(id='small_car',\n", + " length=7.5,\n", + " width=1.0,\n", + " networkMode='car',\n", + " capacity=CapacityType(seats=4,\n", + " standingRoomInPersons=0),\n", + " description='personal_vehicle',\n", + " passengerCarEquivalents=1.0,\n", + " flowEfficiencyFactor=1.0)}\n", + "Population has 41 small cars.\n", + "Population has 28 evs.\n" + ] + } + ], "source": [ "pprint(population.vehicle_types)\n", "print(\n", @@ -472,13 +594,42 @@ "id": "f2dc56e1", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:36.957495Z", - "iopub.status.busy": "2023-09-22T10:52:36.957401Z", - "iopub.status.idle": "2023-09-22T10:52:36.969209Z", - "shell.execute_reply": "2023-09-22T10:52:36.968966Z" + "iopub.execute_input": "2024-04-05T15:22:16.256324Z", + "iopub.status.busy": "2024-04-05T15:22:16.256120Z", + "iopub.status.idle": "2024-04-05T15:22:16.392243Z", + "shell.execute_reply": "2024-04-05T15:22:16.391854Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:root:Building population vehicles output.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:root:Writing vehicle types to ./tmp/vehicles.xml\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:root:Writing vehicles to ./tmp/vehicles.xml\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:root:Writing electric vehicles to ./tmp/evs.xml\n" + ] + } + ], "source": [ "logging.basicConfig()\n", "logging.getLogger().setLevel(logging.INFO)\n", @@ -516,7 +667,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.8" + "version": "3.10.13" }, "latex_envs": { "LaTeX_envs_menu_present": true, diff --git a/examples/13_Advanced_Freight_Synthesis.ipynb b/examples/13_Advanced_Freight_Synthesis.ipynb index d9aa40bd..d2cf4e1e 100644 --- a/examples/13_Advanced_Freight_Synthesis.ipynb +++ b/examples/13_Advanced_Freight_Synthesis.ipynb @@ -24,25 +24,13 @@ "id": "af308ae4", "metadata": { "execution": { - "iopub.execute_input": "2024-04-04T10:40:36.947689Z", - "iopub.status.busy": "2024-04-04T10:40:36.947689Z", - "iopub.status.idle": "2024-04-04T10:40:37.947743Z", - "shell.execute_reply": "2024-04-04T10:40:37.947743Z" + "iopub.execute_input": "2024-04-05T15:22:36.963729Z", + "iopub.status.busy": "2024-04-05T15:22:36.962492Z", + "iopub.status.idle": "2024-04-05T15:23:03.124274Z", + "shell.execute_reply": "2024-04-05T15:23:03.122037Z" } }, - "outputs": [ - { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'pam'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[1], line 9\u001b[0m\n\u001b[0;32m 7\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mpandas\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mpd\u001b[39;00m\n\u001b[0;32m 8\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mmatplotlib\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m pyplot \u001b[38;5;28;01mas\u001b[39;00m plt\n\u001b[1;32m----> 9\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcore\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Household, Person, Population\n\u001b[0;32m 10\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01msamplers\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m tour\n\u001b[0;32m 11\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01msamplers\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mfacility\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m FacilitySampler\n", - "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'pam'" - ] - } - ], + "outputs": [], "source": [ "import os\n", "from datetime import date\n", @@ -65,10 +53,10 @@ "id": "6c96a2f8", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:19:00.343773Z", - "iopub.status.busy": "2023-09-29T13:19:00.343253Z", - "iopub.status.idle": "2023-09-29T13:19:00.346670Z", - "shell.execute_reply": "2023-09-29T13:19:00.346242Z" + "iopub.execute_input": "2024-04-05T15:23:03.134872Z", + "iopub.status.busy": "2024-04-05T15:23:03.133482Z", + "iopub.status.idle": "2024-04-05T15:23:03.141470Z", + "shell.execute_reply": "2024-04-05T15:23:03.140555Z" } }, "outputs": [], @@ -92,13 +80,24 @@ "id": "a8e23090", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:19:00.348918Z", - "iopub.status.busy": "2023-09-29T13:19:00.348713Z", - "iopub.status.idle": "2023-09-29T13:19:01.338501Z", - "shell.execute_reply": "2023-09-29T13:19:01.338082Z" + "iopub.execute_input": "2024-04-05T15:23:03.145074Z", + "iopub.status.busy": "2024-04-05T15:23:03.144779Z", + "iopub.status.idle": "2024-04-05T15:23:04.629979Z", + "shell.execute_reply": "2024-04-05T15:23:04.629546Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "zones = gp.read_file(\"./data/lsoas/LSOA_2004_London_Low_Resolution.shp\")\n", "zones = zones.set_crs(\"EPSG:27700\", allow_override=True)\n", @@ -113,13 +112,34 @@ "id": "44a2b0c6", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:19:01.341340Z", - "iopub.status.busy": "2023-09-29T13:19:01.341172Z", - "iopub.status.idle": "2023-09-29T13:19:01.761758Z", - "shell.execute_reply": "2023-09-29T13:19:01.761302Z" + "iopub.execute_input": "2024-04-05T15:23:04.633561Z", + "iopub.status.busy": "2024-04-05T15:23:04.633366Z", + "iopub.status.idle": "2024-04-05T15:23:05.348554Z", + "shell.execute_reply": "2024-04-05T15:23:05.347987Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# load facilities\n", "facilities = gp.read_file(\"./data/londinium_facilities_sample.geojson\")\n", @@ -149,10 +169,10 @@ "id": "e87c292e", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:19:01.763893Z", - "iopub.status.busy": "2023-09-29T13:19:01.763702Z", - "iopub.status.idle": "2023-09-29T13:19:01.806942Z", - "shell.execute_reply": "2023-09-29T13:19:01.806476Z" + "iopub.execute_input": "2024-04-05T15:23:05.350876Z", + "iopub.status.busy": "2024-04-05T15:23:05.350662Z", + "iopub.status.idle": "2024-04-05T15:23:05.378236Z", + "shell.execute_reply": "2024-04-05T15:23:05.377850Z" } }, "outputs": [], @@ -171,13 +191,48 @@ "id": "b5e0e4d2", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:19:01.809359Z", - "iopub.status.busy": "2023-09-29T13:19:01.809169Z", - "iopub.status.idle": "2023-09-29T13:19:02.784330Z", - "shell.execute_reply": "2023-09-29T13:19:02.783726Z" + "iopub.execute_input": "2024-04-05T15:23:05.380534Z", + "iopub.status.busy": "2024-04-05T15:23:05.380286Z", + "iopub.status.idle": "2024-04-05T15:23:05.499434Z", + "shell.execute_reply": "2024-04-05T15:23:05.499013Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Joining facilities data to zones, this may take a while.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Building sampler, this may take a while.\n" + ] + }, + { + "data": { + "text/plain": [ + "['depot',\n", + " 'other',\n", + " 'park',\n", + " 'work',\n", + " 'gym',\n", + " 'transit',\n", + " 'education',\n", + " 'medical',\n", + " 'home',\n", + " 'pub',\n", + " 'delivery']" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "facility_sampler = FacilitySampler(\n", " facilities=facilities, zones=zones, build_xml=True, fail=False, random_default=True\n", @@ -192,10 +247,10 @@ "id": "494b3748", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:19:02.786578Z", - "iopub.status.busy": "2023-09-29T13:19:02.786400Z", - "iopub.status.idle": "2023-09-29T13:19:02.820718Z", - "shell.execute_reply": "2023-09-29T13:19:02.820077Z" + "iopub.execute_input": "2024-04-05T15:23:05.501698Z", + "iopub.status.busy": "2024-04-05T15:23:05.501519Z", + "iopub.status.idle": "2024-04-05T15:23:05.516687Z", + "shell.execute_reply": "2024-04-05T15:23:05.516343Z" } }, "outputs": [], @@ -235,13 +290,35 @@ "id": "ed25d78c", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:19:02.824796Z", - "iopub.status.busy": "2023-09-29T13:19:02.824501Z", - "iopub.status.idle": "2023-09-29T13:19:03.002465Z", - "shell.execute_reply": "2023-09-29T13:19:03.002066Z" + "iopub.execute_input": "2024-04-05T15:23:05.518808Z", + "iopub.status.busy": "2024-04-05T15:23:05.518646Z", + "iopub.status.idle": "2024-04-05T15:23:05.688909Z", + "shell.execute_reply": "2024-04-05T15:23:05.688456Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "bins = range(3, 12)\n", "pivots = {3: 36.0, 4: 28.0, 5: 15.0, 6: 7.0, 7: 4.0, 8: 2.5, 9: 2.5, 10: 1.0, 11: 4.0}\n", @@ -265,10 +342,10 @@ "id": "79d2f626", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:19:03.004455Z", - "iopub.status.busy": "2023-09-29T13:19:03.004296Z", - "iopub.status.idle": "2023-09-29T13:19:03.007918Z", - "shell.execute_reply": "2023-09-29T13:19:03.007482Z" + "iopub.execute_input": "2024-04-05T15:23:05.695776Z", + "iopub.status.busy": "2024-04-05T15:23:05.695372Z", + "iopub.status.idle": "2024-04-05T15:23:05.700333Z", + "shell.execute_reply": "2024-04-05T15:23:05.699682Z" } }, "outputs": [], @@ -314,10 +391,10 @@ "id": "0e03fde2", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:19:03.010221Z", - "iopub.status.busy": "2023-09-29T13:19:03.010013Z", - "iopub.status.idle": "2023-09-29T13:19:03.012851Z", - "shell.execute_reply": "2023-09-29T13:19:03.012499Z" + "iopub.execute_input": "2024-04-05T15:23:05.703722Z", + "iopub.status.busy": "2024-04-05T15:23:05.703449Z", + "iopub.status.idle": "2024-04-05T15:23:05.706486Z", + "shell.execute_reply": "2024-04-05T15:23:05.706098Z" } }, "outputs": [], @@ -331,13 +408,35 @@ "id": "0211003f", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:19:03.014959Z", - "iopub.status.busy": "2023-09-29T13:19:03.014791Z", - "iopub.status.idle": "2023-09-29T13:19:03.181249Z", - "shell.execute_reply": "2023-09-29T13:19:03.180864Z" + "iopub.execute_input": "2024-04-05T15:23:05.708368Z", + "iopub.status.busy": "2024-04-05T15:23:05.708222Z", + "iopub.status.idle": "2024-04-05T15:23:05.870276Z", + "shell.execute_reply": "2024-04-05T15:23:05.869801Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Create Distribution\n", "bins = range(0, 24)\n", @@ -356,13 +455,24 @@ "id": "dd59220b", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:19:03.183495Z", - "iopub.status.busy": "2023-09-29T13:19:03.183311Z", - "iopub.status.idle": "2023-09-29T13:19:03.186860Z", - "shell.execute_reply": "2023-09-29T13:19:03.186428Z" + "iopub.execute_input": "2024-04-05T15:23:05.872525Z", + "iopub.status.busy": "2024-04-05T15:23:05.872344Z", + "iopub.status.idle": "2024-04-05T15:23:05.875848Z", + "shell.execute_reply": "2024-04-05T15:23:05.875344Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "55" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Create a minute sampler\n", "minute_sampler = tour.FrequencySampler(range(60))\n", @@ -385,10 +495,10 @@ "id": "ea7f8403", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:19:03.189389Z", - "iopub.status.busy": "2023-09-29T13:19:03.189181Z", - "iopub.status.idle": "2023-09-29T13:19:03.209215Z", - "shell.execute_reply": "2023-09-29T13:19:03.208864Z" + "iopub.execute_input": "2024-04-05T15:23:05.878282Z", + "iopub.status.busy": "2024-04-05T15:23:05.878096Z", + "iopub.status.idle": "2024-04-05T15:23:05.891722Z", + "shell.execute_reply": "2024-04-05T15:23:05.891220Z" } }, "outputs": [], @@ -407,10 +517,10 @@ "id": "7e44cc94", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:19:03.211547Z", - "iopub.status.busy": "2023-09-29T13:19:03.211363Z", - "iopub.status.idle": "2023-09-29T13:19:03.214034Z", - "shell.execute_reply": "2023-09-29T13:19:03.213668Z" + "iopub.execute_input": "2024-04-05T15:23:05.894236Z", + "iopub.status.busy": "2024-04-05T15:23:05.894033Z", + "iopub.status.idle": "2024-04-05T15:23:05.896541Z", + "shell.execute_reply": "2024-04-05T15:23:05.896223Z" } }, "outputs": [], @@ -425,10 +535,10 @@ "id": "14127946", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:19:03.216306Z", - "iopub.status.busy": "2023-09-29T13:19:03.216119Z", - "iopub.status.idle": "2023-09-29T13:19:03.235410Z", - "shell.execute_reply": "2023-09-29T13:19:03.234932Z" + "iopub.execute_input": "2024-04-05T15:23:05.898359Z", + "iopub.status.busy": "2024-04-05T15:23:05.898205Z", + "iopub.status.idle": "2024-04-05T15:23:05.907743Z", + "shell.execute_reply": "2024-04-05T15:23:05.907371Z" } }, "outputs": [], @@ -465,13 +575,24 @@ "id": "265b847d", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:19:03.237612Z", - "iopub.status.busy": "2023-09-29T13:19:03.237413Z", - "iopub.status.idle": "2023-09-29T13:19:03.251823Z", - "shell.execute_reply": "2023-09-29T13:19:03.251149Z" + "iopub.execute_input": "2024-04-05T15:23:05.910064Z", + "iopub.status.busy": "2024-04-05T15:23:05.909866Z", + "iopub.status.idle": "2024-04-05T15:23:05.920493Z", + "shell.execute_reply": "2024-04-05T15:23:05.920130Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'05Apr24'" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Factor to scale trips (To better match validation counts when needed)\n", "factor = 1\n", @@ -502,10 +623,10 @@ "id": "3cbafcef", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:19:03.254528Z", - "iopub.status.busy": "2023-09-29T13:19:03.254176Z", - "iopub.status.idle": "2023-09-29T13:19:03.260714Z", - "shell.execute_reply": "2023-09-29T13:19:03.260194Z" + "iopub.execute_input": "2024-04-05T15:23:05.922415Z", + "iopub.status.busy": "2024-04-05T15:23:05.922258Z", + "iopub.status.idle": "2024-04-05T15:23:05.927253Z", + "shell.execute_reply": "2024-04-05T15:23:05.926866Z" } }, "outputs": [], @@ -565,10 +686,10 @@ "id": "25130d39", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:19:03.263545Z", - "iopub.status.busy": "2023-09-29T13:19:03.263040Z", - "iopub.status.idle": "2023-09-29T13:19:03.267354Z", - "shell.execute_reply": "2023-09-29T13:19:03.266865Z" + "iopub.execute_input": "2024-04-05T15:23:05.929153Z", + "iopub.status.busy": "2024-04-05T15:23:05.928987Z", + "iopub.status.idle": "2024-04-05T15:23:05.938878Z", + "shell.execute_reply": "2024-04-05T15:23:05.938311Z" } }, "outputs": [], @@ -588,10 +709,10 @@ "id": "aa8ca6bb", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:19:03.269434Z", - "iopub.status.busy": "2023-09-29T13:19:03.269270Z", - "iopub.status.idle": "2023-09-29T13:19:05.217872Z", - "shell.execute_reply": "2023-09-29T13:19:05.217509Z" + "iopub.execute_input": "2024-04-05T15:23:05.941179Z", + "iopub.status.busy": "2024-04-05T15:23:05.940993Z", + "iopub.status.idle": "2024-04-05T15:23:06.995432Z", + "shell.execute_reply": "2024-04-05T15:23:06.994895Z" } }, "outputs": [], @@ -627,13 +748,24 @@ "id": "20e50f20", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:19:05.220274Z", - "iopub.status.busy": "2023-09-29T13:19:05.220098Z", - "iopub.status.idle": "2023-09-29T13:19:05.356447Z", - "shell.execute_reply": "2023-09-29T13:19:05.355917Z" + "iopub.execute_input": "2024-04-05T15:23:06.998100Z", + "iopub.status.busy": "2024-04-05T15:23:06.997853Z", + "iopub.status.idle": "2024-04-05T15:23:07.128578Z", + "shell.execute_reply": "2024-04-05T15:23:07.128182Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "population.random_person().plot()" ] @@ -644,10 +776,10 @@ "id": "83aa2081", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:19:05.358743Z", - "iopub.status.busy": "2023-09-29T13:19:05.358518Z", - "iopub.status.idle": "2023-09-29T13:19:05.371772Z", - "shell.execute_reply": "2023-09-29T13:19:05.371242Z" + "iopub.execute_input": "2024-04-05T15:23:07.131528Z", + "iopub.status.busy": "2024-04-05T15:23:07.131186Z", + "iopub.status.idle": "2024-04-05T15:23:07.238448Z", + "shell.execute_reply": "2024-04-05T15:23:07.237865Z" } }, "outputs": [], @@ -668,10 +800,10 @@ "id": "5787caec", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:19:05.374341Z", - "iopub.status.busy": "2023-09-29T13:19:05.374059Z", - "iopub.status.idle": "2023-09-29T13:19:05.397283Z", - "shell.execute_reply": "2023-09-29T13:19:05.396729Z" + "iopub.execute_input": "2024-04-05T15:23:07.241774Z", + "iopub.status.busy": "2024-04-05T15:23:07.241522Z", + "iopub.status.idle": "2024-04-05T15:23:07.254719Z", + "shell.execute_reply": "2024-04-05T15:23:07.254145Z" } }, "outputs": [], @@ -694,13 +826,35 @@ "id": "c57c062d", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:19:05.399713Z", - "iopub.status.busy": "2023-09-29T13:19:05.399525Z", - "iopub.status.idle": "2023-09-29T13:19:05.820778Z", - "shell.execute_reply": "2023-09-29T13:19:05.820384Z" + "iopub.execute_input": "2024-04-05T15:23:07.257558Z", + "iopub.status.busy": "2024-04-05T15:23:07.257369Z", + "iopub.status.idle": "2024-04-05T15:23:07.736822Z", + "shell.execute_reply": "2024-04-05T15:23:07.736252Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "freight_density.plot_validate_spatial_density(\n", " title_1=\"Depot Density (origin)\",\n", @@ -716,13 +870,35 @@ "id": "f367e361", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:19:05.824016Z", - "iopub.status.busy": "2023-09-29T13:19:05.823833Z", - "iopub.status.idle": "2023-09-29T13:19:06.239986Z", - "shell.execute_reply": "2023-09-29T13:19:06.239579Z" + "iopub.execute_input": "2024-04-05T15:23:07.740057Z", + "iopub.status.busy": "2024-04-05T15:23:07.739863Z", + "iopub.status.idle": "2024-04-05T15:23:08.141057Z", + "shell.execute_reply": "2024-04-05T15:23:08.140549Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "freight_density.plot_validate_spatial_density(\n", " title_1=\"Delivery Density (destination)\",\n", @@ -738,13 +914,35 @@ "id": "531af059", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:19:06.242833Z", - "iopub.status.busy": "2023-09-29T13:19:06.242691Z", - "iopub.status.idle": "2023-09-29T13:19:06.631869Z", - "shell.execute_reply": "2023-09-29T13:19:06.631481Z" + "iopub.execute_input": "2024-04-05T15:23:08.144053Z", + "iopub.status.busy": "2024-04-05T15:23:08.143843Z", + "iopub.status.idle": "2024-04-05T15:23:08.510416Z", + "shell.execute_reply": "2024-04-05T15:23:08.510018Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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cMdYtW384W56ns2TZDCsAAABQ/3BbJQAACJrz6rMyyxe7Zeuqm2T/sU8IIwIAAAAOD8kxAADqGWOMLMuq89d0Jo2Wdv7s1tlTZslq275O4wAAAABqGskxAADqAbN3j5ysedLqVZK3VPLESN17yk4ZKatRk9p97T275dw4wqfOfuI1WY0a1+rrAgAAAHWB5BgAAGHO7N0jZ9pt0pYfJWP2L1j5jpx1ubLTptdagsz8sFHOfTftr2jdRvb9T9X5lWsAAABAbWHmXAAAwpyTNc8/MSZJjiPl55Utr43X/SDbJzFm/fkieR54msQYAAAAIgrJMQAAwt3qVf6JsXKOU7a8hnlnT5V56Um3bN9wt+yLRtX46wAAAAChxm2VAACEMWNM2RxjlfF6a2ySfuP1yrk2xafOfvA5WUe2OuxtAwAAAOGI5BgAAGHMsqyyyfcr4/HUTGJsZ6GcW32vDrOfelNWDMMFAIC/UDw9GQBqA6NdAADCXfee0sp3ym6hPJhtly0/TGZdrpxH7txf0aW7PDffd9jbBQBEllA+PRkAagvJMQAAwpydMlLOulwpP883QWbbUmKS7JSRh7V9Z8mrMm/Pd8vWpVfL/tMFh7VNAEDkCeXTkwGgNpEcAwAgzFmNmshOm37AmXqv5PHUyJl67303ST9sdMt22kOykjvXRNgAgAgTzNOTPSPGhiY4ADgMJMcAAKgHrEZNyn5wjBhbI3O8mN/2yZlwsU+dPWOerGZxh7VdAEAEC+bpySTHANRDdqgDAAAAVXPYibGtm30TYw0ayn7mLRJjAIAKVeXpyQBQ35AcAwAgipjPPpJz57Vu2Tq9nzxPviHLZkgAAKhYXT49GQDqGrdVAgAQJZx5s2Xef88tW2Nukf2Hs0MYEQCgXqmDpycDQCiQHAMAIMIZY+TcNFLavcuts++dLevopBBGBQCob2r76ckAECokxwAAiGBm9y9y/nKZT50963VZDRuFKCIAQH1Vm09PBoBQIjkGAECEMt9tkPPALfsr2naQZ8oToQsIAFDv1fTTkwEgHJAcAwAgAjkr3pGZ/7Rbts6/RPZQbncBANQcEmMAIgXJMQAAIoz38Xulr/7jlu2/3CPrhJNCGBEAAAAQvkiOAQAQIYzXK+faFJ86e/oLsuKPDFFEAAAAQPizQx0AAAA4fKZwh39i7Kk3SYwBAAAAh0ByDACAes6s/VLObaP3V5x4qjzPLpIVwwXiAAAAwKEwagYAoB5z3n5ZZslrbtm67FrZfc4LYUQAAABA/UJyDACAeso7ZaL00/du2f7bI7KO6RTCiAAAAGqHyftWVlLHUIeBCEVyDACAesbs2yfn+ot96uzH5stq2ixEEQEAANQO89s+ORP+N+7p3lOe6+8MbUCISMw5BgBAPWK25PkmxpoeIXvO2yTGAABAxDG/7tmfGJNkdekRumAQ0bhyDACAesJZ9YHMsw+7ZeusP8u+YnwIIwIAAKgdZlexnJtHumWrz/my+w0KYUSIZCTHAACoB5yMx2U+WuaW7XG3yTr1jBBGBAAAUDtM0Q45k/Y/ids6/xLZQ0dWsgZweEiOAQAQxozjyLlhhLTvV7fOvv9pWUe1CWFUiGTZ2dlatGiRioqKlJSUpNTUVHXp0qXC9mvXrlVmZqby8vIUHx+vIUOGaMCAAe7ylStXavbs2X7rzZs3Tw0aNKiVfQAA1F9me76cO8a6ZWtYquyBF4YwIkQDkmMAAIQp80uxnJt8z5LaT74hq0HDEEWESPfxxx8rIyNDY8aMUefOnbVs2TJNnTpVM2bMUEJCgl/7bdu2adq0aerXr58mTpyo9evXa+7cuYqLi1OvXr3cdo0bN9bMmTN91iUxBgA4mNnyo5y7J7hl6/LrZJ9zbggjQrRgQn4AAMKQ2bTeNzHWPlmeZxeRGEOtWrJkifr27at+/fq5V40lJCRo6dKlAdsvXbpUCQkJSk1NVVJSkvr166c+ffpo8eLFPu0sy1KLFi18/gAAcCDzw0bfxNiYW0iMoc5w5RgAAGHGWbZI5rW5btkacpnswcNDGBGiQWlpqTZt2qShQ4f61Hfr1k3r168PuM6GDRvUrVs3n7oePXpoxYoVKi0tVUxM2VBz7969Gj9+vBzH0THHHKNLL71UHTt2rDCWkpISlZSUuGXLstS4cWP33zWtfJu1se1IQj8Fh34KDv0UnGjpJ7NhrZz0292yff2dsnv8Iej1o6WfagJ9FRjJMQAAwoh3xt3S2i/dsn3zfbK6dA9dQIgaxcXFchxHzZs396lv3ry5ioqKAq5TVFQUsL3X69WuXbsUHx+vNm3aaPz48Wrfvr1+/fVXvfPOO7rrrrv00EMP6eijjw643aysLC1YsMAtd+zYUenp6WrVqtXh7eQhJCYm1ur2IwX9FBz6KTj0U3AiuZ/2fv6Jth+QGGs19Sk16n5atbYVyf1U0+grXyTHAAAIA6a0RM51F/nU2Q9lyGrRMkQRIVoFOpNc2dnlg5cZY3zqjz/+eB1//PHu8s6dO+v222/Xu+++q6uuuirgNlNSUjRo0CC/19i+fbtKS0uD3JPgWZalxMRE5efnu/HDH/0UHPopOPRTcCK9n5zP/yVn9lS37El7SIWtk6QtW6q0nUjvp5oUTX0VExMT9Ik1kmMAAISY+Xm7nNuv9qmzn86S5fGEKCJEo7i4ONm27XeV2M6dO/2uDivXokULv/bFxcXyeDxq1qxZwHVs29axxx6r/Pz8CmOJjY1VbGxswGW1OZA3xkT8D4WaQD8Fh34KDv0UnEjsJ+fjHJkXHnPL9t0zpXYdD2s/I7Gfagt95YsJ+QEACCGz5jPfxNhJvcom3icxhjoWExOj5ORk5ebm+tTn5uaqc+fOAdfp1KmTX/vVq1crOTnZnW/sYMYYff/990zKDwBRzFnxd9/E2H1PyWpX8VyUQG0jOQYAQIg4CzPlzLzHLVtXjJdn/B0hjAjRbtCgQVq+fLlycnKUl5enjIwMFRQUqH///pKk+fPna9asWW77AQMGqKCgQJmZmcrLy1NOTo5ycnI0ePBgt80bb7yhL7/8Ulu3btV3332np556St99950GDBhQ5/sHAAg95503ZOY/45btB+fKSmwbwogAbqsEAKDOGWPk3HmttG3/fBr2XTNktT82hFEBUu/evbVr1y4tXLhQhYWFateundLS0tz5OgoLC1VQUOC2b926tdLS0pSZmans7GzFx8dr9OjR6tWrl9tm9+7dmjNnjoqKitSkSRN17NhR99xzj4477rg63z8AQGg5CzNl3lvolu2HM2U1jw9hREAZkmMAANQhs/dXORMv9amzZ74iq0nTEEUE+Bo4cKAGDhwYcNmECRP86rp27ar09PQKt5eamqrU1NSaCg8AUE85L82W+eA9t2w/9rKspkeEMCJgP26rBACgjpjNP/gmxprHy57zNokxAAAQ0Zxnpvsmxp54lcQYwgpXjgEAUAecf62QeX6GW7b6nC/7snEhjAgAAKD2eWfcLa390i3bT74hq0HD0AUEBEByDACAWuY8N0PmkxVu2b4uTdbJfwxhRAAAALXPe//N0vf/dcv2U2/KquBpxkAo8a4EAKCWGMeRM2GYVFrq1tlT58hqlRjCqAAAAGqf969jpB3b3LL9TJYs2xPCiICKkRwDAKAWmF075dx8hU+dPXuBrNgGIYoIAACgbngnXCz9ts8t23PelmVZIYwIqBwT8gMAUMPMf9f6JsaSO8vz7CISYwAAIKIZY+S9ZohPYkwtW8l59VmZvXtCFxhwCFw5BgBADXKys2QWvOCWrZQrZJ93cQgjAgAAqH3GceSMG+q/4Oft0sp35KzLlZ02XVajJnUeG3AoXDkGAEAN8T50h09izJ40lcQYAACIeMbrDZwYK+c4Un6enKx5dRYTUBUkxwAAOEym5DeVjhksfbPGrbMfyZR1/O9DGBUAAEDtMyUlcq5NOXRDx5FWr6r9gIBqIDkGAMBhMAVblTe0t0+d/UyWrLj4EEUEAABQN8y+vXLGX7S/Ija28hW8XhljajcooBpIjgEAUE1m9b/LHlP+P9apZ5RNvM9jygEAQIQze36Rc/0lbtk6/U/SoU4Oejw8tRJhieQYAADV4LzxvJxZ97llO/UG2eNuC2FEAAAAdcMUF8m58TK3bPW/QHbqDVL3npJdQZrBtsuWA2GIp1UCAFAFxhg5addIO7a5dUfNekU7GjXjNgEAABDxzM8Fcm6/yi1bg0fIHjJCkmSnjJSzLlfKzyubY6ycbUuJSbJTRtZ1uEBQSI4BABAks3ePnInDfeo8s15Tg47HSlu2hCgqAACAumG2bZHzt3Fu2br0atl/umB/uVET2WnTy55KuXqV5PVKHo/UvafslJGyGjUJRdjAIZEcAwAgCCbvWzn33Li/omUr2Q/OlVXRrQMAAAARxPz0vZwpE92ydeX1ss8c4NfOatREnhFjpRFjZYxhjjHUCyTHAAA4BOejZTIZj7tl608XyL706hBGBAAAUHfMtxvkTL3FLdvjbpN16hmHXI/EGOoLkmMAAFTCmfOQzL8/dMv29XfJ6n5aCCMCAACoO2b9GjkP3+GW7RvulnXiqSGMCKh5JMcAAAjAOF4541J86uxpz8pKOCpEEQEAANQt89V/5Dx+r1u2b50qq/PvQxgRUDtIjgEAcBBTXCTnlit96uzZC2XFxoYoIgAAgLpl/vNPOc9Md8v2HY/I6tgphBEBtYdZhAEAOID5Zo1vYuz4E+R5dhGJMQAAEDWcf/7DNzE25QkSY4hoXDkGAMD/OO8ukHnzRbdsDRste2BKJWsAAABEFmfZIpnX5rpl+4GnZbVuE8KIgNpHcgwAAEneaZOkTevdsn37g7KO6xrCiAAAAOqWs/hVmUXz3bKd/ryslgkhjAioGyTHAABRzZT8Jmf8MJ86+9GXZB3RPEQRAQAA1D3ntedklr3tlhkPIZpUKzmWnZ2tRYsWqaioSElJSUpNTVWXLl0qbL927VplZmYqLy9P8fHxGjJkiAYMGBCw7UcffaSZM2fq1FNP1W233Vad8AAACIrZni/njrH7K2JiZD+5QJbNlJwAACB6OBkzZT5a7pbtmfNlNWkWwoiAulXl0f/HH3+sjIwMXXjhhUpPT1eXLl00depUFRQUBGy/bds2TZs2TV26dFF6erpSUlL0wgsv6JNPPvFru337dr300kuVJtoAAKgJ5otPfBJjVq9z5HnqTRJjAAAgqnhnT/VNjM16ncQYok6VfwEsWbJEffv2Vb9+/dyrxhISErR06dKA7ZcuXaqEhASlpqYqKSlJ/fr1U58+fbR48WKfdo7j6PHHH9cll1yi1q1bV29vAAAIgvPqs3JmT3XL1lU3yb765hBGBAAAUPe8D90hfbH/whV79kJZDRuFMCIgNKp0W2Vpaak2bdqkoUOH+tR369ZN69evD7jOhg0b1K1bN5+6Hj16aMWKFSotLVVMTFkICxYsUFxcnPr27auvv/76kLGUlJSopKTELVuWpcaNG7v/rmnl26yNbSN4HIfwwHEIDxyHqjPGyHtrqrTzZ7fOc88sWW07VHubHIfwwbEAACB43snXS5t/cMv201myPJ4QRgSETpWSY8XFxXIcR82b+07K17x5cxUVFQVcp6ioKGB7r9erXbt2KT4+XuvWrVNOTo6mT58edCxZWVlasGCBW+7YsaPS09PVqlWr4HeoGhITE2t1+wgOxyE8cBzCA8chOM7uX/TTJef41LVd8IHsxk1qZPsch/DBsQAAoHLeW0dJOwvdsv3MW0wtgahWrQn5A52Rrews7cHLjDFu/a+//qonnnhC48aNU1xcXNAxpKSkaNCgQX6vsX37dpWWlga9nWBZlqXExETl5+e78aPucRzCA8chPHAcgmd+2CjvvX/ZX3FUG3nuf1pbi3ZKRTsPa9sch/BRnWMRExNT6yfWAAAIF8YYOdemSI7j1tlz3uaqa0S9KiXH4uLiZNu231ViO3fu9Ls6rFyLFi382hcXF8vj8ahZs2bKy8vT9u3blZ6e7i4vH9AOHz5cjz32WMAzwLGxsYqNjQ34mrX548QYw4+fMMBxCA8ch/DAcaic80G2zEtPumXrzxfJvmiUpJr9vuA4hA+OBQAA/owxcsZesL+iQUN5nnwjdAEBYaRKybGYmBglJycrNzdXPXv2dOtzc3N12mmnBVynU6dO+uyzz3zqVq9ereTkZMXExKhNmzZ6+OGHfZa/+uqr2rt3rzvZPwAA1eGdPdV3ktkbJss68ZQQRgQAAFD3jOOVMy5lf8WRreV5cG7oAgLCTJVvqxw0aJCeeOIJJScn6/jjj9eyZctUUFCg/v37S5Lmz5+vn3/+Wddff70kacCAAcrOzlZmZqb69eunb775Rjk5ObrxxhslSQ0aNFD79u19XqNp06aS5FcPAEAwjNdbdsvAAez052S15PY5AAAQXUxpqZzrLtxf0f5Yee6aEbqAgDBU5eRY7969tWvXLi1cuFCFhYVq166d0tLS3Pk6CgsLVVBQ4LZv3bq10tLSlJmZqezsbMXHx2v06NHq1atXze0FAAD/Y3YWyrl1lE+d/dSbsmKqNc0mAABAvWV+2ydnwsX7K7r2kOeme0MXEBCmqvVLYeDAgRo4cGDAZRMmTPCr69q1q8+cYocSaBsAAByKWZcr55E791d06S7PzfeFLiAAAIAQMXv3yJk43C1bp54he9xtIYwICF+cRgcARARn8asyi+a7ZevSq2X/6YJK1gAAAIhMZvcuOX+53C1bZ/1Z9hXjQxgREN5IjgEA6j3vfTdJP2x0y3baQ7KSO4cwIgAAgNA4eIoJa+CFsoelhi4goB4gOQYAqLf85tGQZM+YJ6tZXIgiAgAACB2zY7ucv17tlq2UK2Sfd3ElawCQJDvUAQAAUB1m62bfxFjDxrKfeYvEGAAAiEom/yffxNhl40iMAUHiyjEAQL1jPvtIztP7H/Rinf4n2ak3hDAiAACA0DE/fivn3hvdsjX6L7J79w1hRED9QnIMAFCvOPNmy7z/nlu2xtwi+w9nhzAiAACA0DEb18l5cP9TKO3r0mSd/McQRgTUPyTHAAD1gjGm7KlLe35x6+x7Z8s6OimEUQEAAISO+Xq1nEfvcsv2X+6RdcJJIYwIqJ9IjgEAwp7Z/Yucv1zmU2fPel1Ww0YhiggAACC0zJefynnyAbds3/agrE5dQxgRUH8xIT8AIKyZ7zb4JsbadpDn2UUkxgAAQNRyPn3fNzF25wwSY8Bh4MoxAEDYcla8IzP/abdsnX+J7KEjQxgRAABAaDnvvyczb7Zbtu99UtbR7UIYEVD/kRwDAIQl7+P3Sl/9xy3bN90jqytzaAAAgOjlZL8psyDDLdtT58hqlRi6gIAIQXIMABBWjNcr59oUnzp7+guy4o8MUUQAAACh52TNk3nndbdsP5Qhq0XLEEYERA6SYwCAsGEKd8i5bbRPnf3Um7Ji+LoCAADRyzv/GZmcJW7ZfnSerCPiQhgREFmYkB8AEBbM2i98E2Mnnlo28T6JMQAAEMV2PHSXb2Ls8VdJjAE1jF8cAICQc96aJ/P3/bcJWJddK7vPeSGMCAAAIPS8j9+jPbkHzME66w1ZDRuGMCIgMpEcAwCElHfKROmn792y/bdHZB3TKYQRAQAAhJ532iRp03q3bD+1UFZMbAgjAiIXyTEAQEiYffvkXH+xT5392HxZTZuFKCIAAIDw4P3bOGnbFrfsmfOWZDErElBb+HQBAOqc2ZLnmxhrdoTsOW+TGAMAAFHPe+MIn8RY0uJVsmxPCCMCIh9XjgEA6pSz6gOZZx92y9bZf5Y9cnwIIwIAAAg9Y4ycsRf41HmeXSTL5poWoLaRHAOilDFGlmWFOgxEmEO9r5yMx2U+WuaW7XG3yTr1jLoIDQAAIGwZx5Ezbuj+iibN5Jk5n/E6UEdIjgFRxOzdIydrnrR6leQtlTwxUveeslNGymrUJNThoZ4K5n1lHEfODcOlfXvd9ez7n5Z1VJtQhQ0AABAWjOOVMy5lf0XrNvI88HToAgKiEMkxIEqYvXvkTLtN2vKjZMz+BSvfkbMuV3badBJkqLJg3lcqLZVz00if9ewn35DVgMeQAwCA6GZKS+Rcd9H+imN/J89fp4cuICBKcfMyECWcrHn+CQxJchwpP69sOVBFh3xfZTzhmxhrn1w2dwaJMQAAEOXMvn2+ibFup5EYA0KEK8eAaLF6lX8Co5zjlC0fMbZuY0L9d6j31WcfuUVryGWyBw+vo8AAVFd2drYWLVqkoqIiJSUlKTU1VV26dKmw/dq1a5WZmam8vDzFx8dryJAhGjBgQMC2H330kWbOnKlTTz1Vt912W23tAgCEPbNnt5wbR7hlq9c5sq++OYQRAdGNK8eAKGCMKZsLqjJeb1k7IEhBva/+x77lfhJjQD3w8ccfKyMjQxdeeKHS09PVpUsXTZ06VQUFBQHbb9u2TdOmTVOXLl2Unp6ulJQUvfDCC/rkk0/82m7fvl0vvfRSpYk2AIgGZlexb2Ksz/kkxoAQIzkGRAHLssomSa+Mx8PTcFAlQb2vJNkPZcj6Xbc6iAjA4VqyZIn69u2rfv36uVeNJSQkaOnSpQHbL126VAkJCUpNTVVSUpL69eunPn36aPHixT7tHMfR448/rksuuUStW7eui10BUAc4sVp1pmiHnJv3TzlhnX+J7MvGhTAiABK3VQLRo3tPaeU7Zbe6Hcy2y5YDVVXZ+0qSzjlPVouWdRsTgGopLS3Vpk2bNHToUJ/6bt26af369QHX2bBhg7p1801+9+jRQytWrFBpaaliYsqGmgsWLFBcXJz69u2rr7/++pCxlJSUqKSkxC1blqXGjRu7/65p5dvkJFHl6KfgRHo/mb175Lz5kszqVZLXW3aCtXtP2RdeUaWHO0V6PwVitufLSbvGLdsXj5Y98MJK14nGfqoO+il49FVgJMeAKGGnjJSzLlfKz/NNZNi2lJgkO2VkxSsDFXDfV4Em5W/TXvZFV4YmMABVVlxcLMdx1Lx5c5/65s2bq6ioKOA6RUVFAdt7vV7t2rVL8fHxWrdunXJycjR9evCTTGdlZWnBggVuuWPHjkpPT1erVq2C36FqSExMrNXtRwr6KTiR2E/Ont3aeu+NMj9+J5n940mz8h1Z/12rox55QXaTplXaZiT2UyAlP3yr/AMSY/HX36Fm51aeGDtQtPTT4aKfgkdf+SI5BkQJq1ET2WnTy54ueMCZPnXvKTtlZJXO9AHlrEZNpK49pM0/7K9seoT0h7N5XwH1VKAzyZWdXT54WfltVpZl6ddff9UTTzyhcePGKS4uLugYUlJSNGjQIL/X2L59u0pLg5vrsCosy1JiYqLy8/O5TawS9FNwIrmfvPOfkfnx24BPqS7N+06bn35YniAf8BTJ/XQw8/1/5b3vJrdsX3OLdvX4o3Zt2XLIdaOpnw4H/RS8aOqrmJiYoE+skRwDoojVqEnZgGXEWBljuJQWh8UYI+fOa6Vt+wd21p0zZHc4NoRRAaiuuLg42bbtd5XYzp07/a4OK9eiRQu/9sXFxfJ4PGrWrJny8vK0fft2paenu8vLB+LDhw/XY489FvDMdWxsrGJjYwO+Zm0O5I0xEf9DoSbQT8GJxH4yh3hKtfnyU5nh1wReXtE2I7CfDmQ2rJUz/a9u2Z7wN1k9/lDlfY70fqop9FPw6CtfJMeAKEViDIfD7P1VzsRLfersma/IquKtFADCR0xMjJKTk5Wbm6uePffPQ5mbm6vTTjst4DqdOnXSZ5995lO3evVqJScnKyYmRm3atNHDDz/ss/zVV1/V3r173cn+AdQPVXn6OePMMub/vpDz2GS3bN98n6wu3UMYEYCK8LRKAECVmM0/+CbGWrSUPedtEmNABBg0aJCWL1+unJwc5eXlKSMjQwUFBerfv78kaf78+Zo1a5bbfsCAASooKFBmZqby8vKUk5OjnJwcDR48WJLUoEEDtW/f3udP06ZN1ahRI7Vv396dsB9A+OPp51VjPv+Xb2Lsr9NJjAFhjBEJACBozr9WyDw/wy1bfQfJDnJuEQDhr3fv3tq1a5cWLlyowsJCtWvXTmlpae58HYWFhSooKHDbt27dWmlpacrMzFR2drbi4+M1evRo9erVK1S7AKA28fTzoDgf58i88JhbtifPlJXUMXQBATgkkmMAgKA4z82Q+WSFW7avS5N18h9DGBGA2jBw4EANHDgw4LIJEyb41XXt2tVnTrFDCbQNAPUDTz8/NCdnicwrc9yyfd9TshLbhjAiAMEgOQYAqJRxHDkThkkHPCHOnjpHVise/wwAQDTh6eeVc/7+usxb89yy/eBzso4M7kl5AEKL5BgAoEJm1045N1/hU2fPXiArtkGIIgIAAKHE088Dcxa8IJOd5ZbthzNlNY8PYUQAqoIJ+QEAAZn/rvVNjCV3lufZRSTGAACAJJ5+Xs556UnfxNhjL5MYA+oZrhwDAPhxsrNkFrzglq2UK2Sfd3EIIwIAAAg/zjPTZf7zT7dsP/Fq1N9eCtRHJMcAAD68D90hfbPGLduTpsk6/oQQRgQAABB+vI/eJX292i0z9QRQf5EcAwBIkkxJiZzxF/nU2Y9kyorjtgAAAIADee/7i/TDJrdsP/WmrBh+XgP1FZ9eAIBMwVY5adf41NnPZMmyPSGKCAAAIDx5b79a+nm7W2bMBNR/TMgPAFHOrP63T2LMOvWMson3GeQBAAD48E4Y5psYm/M2YyYgAnDlGABEMef152T+8bZbtkZNlH1G/xBGBAAAEH6MMXLGXrC/whMj+6mFPLETiBAkxwAgChlj5Px1jO+Zz8kzZSV1DGFUAAAA4cc4jpxxQ/dXNG8pz8MZoQoHQC0gOQYAUcbs3SNn4nCfOh47DgAA4M94vXKuTdlf0baDPFOeCF1AAGoFc44BQBQxed/6JsaObF02VwaJMQAAAB+m5DffxFjnE0mMARGKK8cAIEo4Hy2TyXjcLVv9L5B9ydUhjAgAACA8mX175Vx/yf6Kk3rJM/6O0AUEoFaRHAOAKODMeUjm3x+6Zfv6u2R1Py2EEQEAAIQns+cXOTde5pat0/8kO/WGEEYEoLaRHAOACGYcr5xxKT519rRnZSUcFaKIAAAAwpcpLpJzy5VumSvtgehAcgwAIpQpLpRzyyifOnv2QlmxsSGKCAAAIHyZnwvk3H6VW7aGXCZ78PBK1gAQKZiQHwAikPlmjW9i7PgT5Hl2EYkxAACAAMy2zb6JsUvHkBgDoghXjgFAhHHeXSDz5otu2Ro2WvbAlErWAAAAiF7mp+/lTJnolq3UG2Sf/qcQRgSgrpEcA4AI4p02Sdq03i3bt6fLOq5LCCMCAAAIX+bbb+RMvdUt2+Nuk3XqGSGMCEAokBwDgAhgSn6TM36YT5396EuyjmgeoogAAADCm1m/Rs7Dd7hl+4a7ZZ14aggjAhAqJMcAoJ4z2/PlpF2zvyImRvaTC2TZTCsJAAAQiPnqP3Iev9ct25Omyjr+9yGMCEAo8csJAOqxPf9aKe8BiTGr1znyPPUmiTEAAFDrjDGhDqFanH//0zcxdscjJMaAKMeVYwBQT3nnP6MdOUvcsnXVTbL/2CeEEQEAgEhn9u6RkzVPWr1K8pZKnhipe0/ZKSNlNWoS6vAOyflwqcyLs9yyPWWWrLbtQxcQgLBAcgwA6hljjJxJqdLOQreOgR0AAKhtZu8eOdNuk7b8KB141djKd+Ssy5WdNj2sE2TOP96Wef05t2w/8Iys1keHMCIA4YL7bgCgHjF7dssZe4FPYswz63USYwAAoNY5WfP8E2OS5DhSfl7Z8jDlLJrvmxhLf57EGAAXyTEAqCfMDxvl3Dhif8VRbZW05N+yGjUOXVAAACB6rF7lnxgr5zhly8OQ89pzMotfdcv2oy/JapkQwogAhBtuqwSAesD5IFvmpSfdsnXuRfJclCrLskIYFQAAiBbGmLI5xirj9coYE1bjEydjpsxHy92yPXO+rCbNQhgRgHBEcgwAwpx39lTpi0/csn3DZFknnhLCiAAAQLSxLKts8v3KeDxhlRjzPvmA9OWnbtme9bqsho1CGBGAcEVyDADClPF65Vyb4lNnpz8nq2WrEEUEAACiWvee0sp3ym6hPJhtly0PE97pf5U2rHXL9uyFsmJjQxgRgHDGnGMAEIZM0c/+ibGn3iQxBgAAQsZOGSkd1SbwwqPalC0PA967J/gmxp7OIjEGoFIkxwAgzJh1uXImpe6v6NJdnmcXyYrhYl8AABBiFczHX2F9HfPecmXZEzX/x37mLVkeTwgjAlAfVOuXVnZ2thYtWqSioiIlJSUpNTVVXbp0qbD92rVrlZmZqby8PMXHx2vIkCEaMGCAu/zTTz9VVlaW8vPz5fV6lZiYqMGDB+uss86qTngAUG85i1+VWTTfLVuXjpH9pyEhjAgAAKCMkzVP2vpT4IXbNsvJmifPiLF1G9T/GGPKrro/4JZPe87bYTUHGoDwVeXk2Mcff6yMjAyNGTNGnTt31rJlyzR16lTNmDFDCQn+j8Pdtm2bpk2bpn79+mnixIlav3695s6dq7i4OPXq1UuS1KxZM1144YVq06aNYmJi9Pnnn2v27NmKi4tTjx49DnsnAaA+8N53k/TDRrdspz0kK7lzCCMCAAA4wOpVkqngEjHHKVseguSYMUbO2Av2VzRsJM+s1+s8DgD1V5WTY0uWLFHfvn3Vr18/SVJqaqpWr16tpUuX6rLLLvNrv3TpUiUkJCg1NVWSlJSUpI0bN2rx4sVucuyEE07wWee8887T+++/r3Xr1pEcAxDxzG/75Ey42KfOfuxlWU2PCFFEAAAAvowxkre08kZer4wxdXq1lnG8csYdME/rka3leXBunb0+gMhQpeRYaWmpNm3apKFDh/rUd+vWTevXrw+4zoYNG9StWzefuh49emjFihUqLS1VzEFz6BhjtGbNGm3evFmXX355hbGUlJSopKTELVuWpcaNG7v/rmnl2+Sy3NDiOIQHjkPNMVs3y/nbuP0VDRvL88SrsuxDTwnJcQgPHIfwwbEAgNpjWZbkOcTPR4+nbhNjpaVyrrtwf0WH4+S589E6e30AkaNKybHi4mI5jqPmzZv71Ddv3lxFRUUB1ykqKgrY3uv1ateuXYqPj5ck7dmzR+PGjVNpaals29bVV1/tl1Q7UFZWlhYsWOCWO3bsqPT0dLVqVbtPcktMTKzV7SM4HIfwwHE4PHv+uUw7pv3VLTftP0Qt/3J3lbfDcQgPHIfwwbEAgFrSvae08h2feb1ctl22vI74XXnftYc8N91bZ68PILJUa0L+QGcDKjtDcPAy87/71A+sb9SokR566CHt3btXX331lV588UUdddRRfrdclktJSdGgQYP8XmP79u0qLT3E5b7VYFmWEhMTlZ+f78aPusdxCA8ch8PnfelJmfffc8v2Nbdq3x/O1pYtW4LeBschPHAcwkd1jkVMTEytn1gDgEhhp4yUsy5Xys/zTZDZtpSYJDtlZJ3EYfbukTNxuFu2Tj1D9rjb6uS1AUSmKiXH4uLiZNu231ViO3fu9Ls6rFyLFi382hcXF8vj8ahZs2ZunW3b7pneY445Rj/99JPeeuutCpNjsbGxio2NDbisNn+cGGP48RMGOA7hgeNQdcYYOX+5XNrzi1tn3ztb1tFJ1e5LjkN44DiED44FANQOq1ET2WnTy55auXqV5PVKHo/UvafslJGyGjWp9RjM7l1lY6nymM7+s+yR42v9dQFEtiolx2JiYpScnKzc3Fz17Ln/ktnc3FyddtppAdfp1KmTPvvsM5+61atXKzk52W++sQMZY3zmFAOA+s7s/kXOX3wfXGLPekNWw4YhiggAAKBqrEZN5BkxVhoxtu4n399ZKOfWUftj+fNFsi8aVckaABCcQ8/4fJBBgwZp+fLlysnJUV5enjIyMlRQUKD+/ftLkubPn69Zs2a57QcMGKCCggJlZmYqLy9POTk5ysnJ0eDBg902WVlZys3N1datW/XTTz9pyZIl+uCDD3TmmWfWwC4CQOiZ7zb4JsbadpDn2UUkxgAAQL1Vp4mxHdt8E2MXXkliDECNqfKcY71799auXbu0cOFCFRYWql27dkpLS3Pn6ygsLFRBQYHbvnXr1kpLS1NmZqays7MVHx+v0aNHq1evXm6bffv2ae7cudqxY4caNGigtm3bauLEierdu3cN7CIAhJaz4h2Z+U+7ZWvQpbIvqPhpvAAAAPVBXV05ZvLz5Ny1/9ZJ67JrZfc5r9ZfF0D0qNaE/AMHDtTAgQMDLpswYYJfXdeuXZWenl7h9oYPH67hw4dXuBwA6ivv4/dKX/3HLds33SOr60khjAgAAKD6zN49B8w5Vip5Ymp1zjHzwyY59/3FLVuj/yK7d98afx0A0a1ayTEAQOWM1yvn2hSfOnv6C7LijwxRRAAAAIfH7N0jZ9pt0pYfpQMffLLyHTnrcmWnTa/RBJnZuE7Og/ufQmlflybr5D/W2PYBoFyV5xwDAFTOFO7wT4w99SaJMQAAUK85WfP8E2OS5DhSfl7Z8hpivl7tmxj7yz0kxgDUGpJjAFCDzNov5Nw2en/FiaeWTbxfydN5AQAA6oXVq/wTY+Ucp2x5DTBffiLn0bvcsn37g7JOYFoKALWHX2sAUEOct+bJ/P11t8xksQAAIFIYY8rmGKuM13vYk/Q7n6yUee5Rt2zfNUNW+2OrvT0ACAbJMQCoAd4pE6WfvnfL9p2PyupwXMjiqaunRwEAgOhgWVbZ5PuV8XgOLzG28l2Zl59yy/a9s2UdnVTt7QFAsEiOAcBhMPv2ybn+Yp86+7H5spo2q/tY6vjpUQAAIMp07ymtfKfsFsqD2XbZ8mpyst+UWZCxf3NT58hqlVjt7QFAVZAcA4BqMlvy5Nw9fn9FsyNkPzovJFds1fXTowAAQPSxU0bKWZcr5ef5JshsW0pMkp0yslrbdbLmybyzf2oK+6EMWS1aHm64ABA0JuQHgGpwVn3gkxizzv6zPDNeDtmtjHX59CgAABCdrEZNZKdNl845TzqytdTiyLK/zzmv2ifivPOf8U2MzZhHYgxAnePKMQCoIifjcZmPlrlle9xtsk49I4QRKbinR40YW7cxAQCAiGM1aiLPiLHSiLGHPcfpjofulFn5nlu2H39VVmOudAdQ90iOAUCQjOPIuWG4tG+vW2ff/7Sso9qEMKq6e3oUAADAgQ5nXOF9bIr2rPnMLdtPviGrQcOaCAsAqozkGAAEwfxSLOcm33k0wmUQVxdPjwIAAKgp3qm3St9+45btpxbKiokNYUQAoh1zjgHAIZhN630TYx2Ok+fZRWGRGHN171k2GW4gh/n0KAAAgJri/ds4n8SYZ85bJMYAhBzJMQCohLNskZxpk9yydcFl8tz5aAgjCsxOGSklJvknyA7z6VEAAAA1xXvjCGnbFrectHiVLNsTwogAoAy3VQJABbwz7pbWfumW7Vvul/W7bqELqBLlT49ysuaVTb7v9Uoej9S9p+yUkdV6ehQAAEBNMMbIGXuBT53n2UWyKrrqHQDqGMkxADiIKS2Rc91FPnX2Qxlh/1jxmnx6FAAAQE0wjiNn3ND9Fc2OkGfGy4xTAIQVkmMAcADz83Y5t1/tU2c/nSXLU78u+WfACaC6srOztWjRIhUVFSkpKUmpqanq0qVLhe3Xrl2rzMxM5eXlKT4+XkOGDNGAAQPc5Z9++qmysrKUn58vr9erxMREDR48WGeddVZd7A6AEDJer5xrU/ZXJLaV576nQhcQAFSA5BgA/I/56jM5j9+zv+KkXvKMvyN0AQFAHfv444+VkZGhMWPGqHPnzlq2bJmmTp2qGTNmKCEhwa/9tm3bNG3aNPXr108TJ07U+vXrNXfuXMXFxalXr16SpGbNmunCCy9UmzZtFBMTo88//1yzZ89WXFycevToUcd7CKCumJISOeMPuBL/2N/J89fpoQsIACpBcgwAJDkLM2XeW+iWrSvGyz7rzyGMCADq3pIlS9S3b1/169dPkpSamqrVq1dr6dKluuyyy/zaL126VAkJCUpNTZUkJSUlaePGjVq8eLGbHDvhhBN81jnvvPP0/vvva926dSTHgAhl9u2Tc/3F+yu6nSbPxLtCFxAAHALJMQBRzRgj585rfZ6cZN/1mKz2ySGMCgDqXmlpqTZt2qShQ4f61Hfr1k3r168PuM6GDRvUrZvvg0p69OihFStWqLS0VDExvkNNY4zWrFmjzZs36/LLL68wlpKSEpWUlLhly7LUuHFj9981rXyb3JJeOfopONHeT2bPbjk3DHfL1h/7yHP1zX7tor2fgkU/BYd+Ch59FRjJMQBRy+z9Vc7ES33q7JmvyGrSNEQRAUDoFBcXy3EcNW/e3Ke+efPmKioqCrhOUVFRwPZer1e7du1SfHy8JGnPnj0aN26cSktLZdu2rr76ar+k2oGysrK0YMECt9yxY0elp6erVatW1dy74CQmJtbq9iMF/RScaOwn784ibR4z2C03GzJc8eNurXSdaOyn6qCfgkM/BY++8kVyDEBUMpt/kDP5+v0VLVrKnv4CZ1AARL1A/w9W9n/jwcuMMX71jRo10kMPPaS9e/fqq6++0osvvqijjjrK75bLcikpKRo0aJDfa2zfvl2lpaXB70yQLMtSYmKi8vPz3fjhj34KTrT2kynaIe+tqW7ZGnSp9g65XFu2bAnYPlr7qarop+DQT8GLpr6KiYkJ+sQayTEAUcf51wqZ52e4ZavvINkjxoYwIgAIvbi4ONm27XeV2M6dO/2uDivXokULv/bFxcXyeDxq1qyZW2fbtnuG+phjjtFPP/2kt956q8LkWGxsrGJjYwMuq82BvDEm4n8o1AT6KTjR1E9me76cO/aPpayLR8sekBLU/kdTPx0O+ik49FPw6CtfdqgDAIC65Dw3wycxZl+XRmIMAFR2djU5OVm5ubk+9bm5uercuXPAdTp16uTXfvXq1UpOTvabb+xAxhifOcUA1F9m8w++ibErxssekBLCiACg6kiOAYgKxnHkvfZCmU9WuHX21DmyTv5jCKMCgPAyaNAgLV++XDk5OcrLy1NGRoYKCgrUv39/SdL8+fM1a9Yst/2AAQNUUFCgzMxM5eXlKScnRzk5ORo8eP+cQ1lZWcrNzdXWrVv1008/acmSJfrggw905pln1vn+AahZ5vuNPtNUWGNu4WnfAOolbqsEEPHMrp1ybr7Cp86evUBWbIMQRQQA4al3797atWuXFi5cqMLCQrVr105paWnufB2FhYUqKChw27du3VppaWnKzMxUdna24uPjNXr0aPXq1ctts2/fPs2dO1c7duxQgwYN1LZtW02cOFG9e/eu8/0DUHPMhrVypv/VLdvX3ymre88QRgQA1UdyDEBEM/9dKyd9/8BNx/5Onr9OD11AABDmBg4cqIEDBwZcNmHCBL+6rl27Kj09vcLtDR8+XMOHD6+x+ACEnlnzuZyZU9yyfcv9sn5X8RNoASDckRwDELGc7CyZBS+4ZevCK2WfOyyEEQEAANRv5rOP5Tz9oFu20x6SlRx4XkIAqC9IjgGISN6H7pC+WeOW7UnTZB0f+KloAAAAODTno+UyGTPdsj15pqykjiGMCABqBskxABHFlJTIGX+RT539SKasuPgQRQQAACKBMUaWZYU6jJBxcpbIvDLHLdv3PSUd1SaEEQFAzSE5BiBimIKtctKu8amzn8mSZXtCFBEAAKjPzN49crLmSatXSd5SyRMjde8pO2WkrEZNQh1enXH+/rrMW/P2V/TuJ+exyVHdJwAiC8kxABHBrF4lZ9b9btk69QzZ424LYUQAAKA+M3v3yJl2m7TlR8mY/QtWviNnXa7stOlRkQxyFrwgk521v+KottK/cqK6TwBEHjvUAQDA4XJee843MZZ6A4kxAABwWJysef6JMUlyHCk/r2x5hHNenOWbGDtzgLRtc1T3CYDIRHIMQL1ljJH39qtllr3t1tmTH5d9+p9CGBUAAIgIq1f5J4HKOU7Z8gjmffpBmQ+XumX7idektV9GdZ8AiFzcVgmgXjJ798iZONynzn7iVS7lBwAAh80YUzafVmW83oidpN/7yJ3Suly3bM9eIMXERnWfAIhsXDkGRClT0Vm/esDkfeubGDuytew5b5MYCwP1+X0FAEA5y7LKJpqvjMcTkUkg7703+ibGnnpTVmyDqO4TAJGPK8eAKBIJT1xyPlomk/G4W7b6XyD7kqtDGBEi4X0FAICf7j2lFe9IxvFfZtllyyOM9/arpZ+3u2W/p3537ymtfKfsFsqD2ZHZJwCiA8kxIEpEwhOXnDkPyfz7Q7dsX3+XrO6nhTAiRML7CgCAQKxzL5L54D2pNEAiyGPLOveiug+qFnknDJN++80t23Pe9rsKzE4ZKWddrpSf55sgs20pMUl2ysi6ChcAahS3VQJRoj4/cck4XnmvGeKbGJv2LImxMFCf31cAAFTGvLtQKq1gji2vt2x5BDDGyHvNkP2JsZjYgIkxSbIaNZGdNl065zzpyNZSiyPL/j7nPE6IAajXuHIMiBbBPHFpxNi6jSkIprhQzi2jfOrs2QtlxcaGKCL4qKfvKwAADqmyJy8aExHfccZx5Iwbur+iRUt5HsqodB2rURN5RoyVRoxl8n0AEYMrx4AoUJUnLoUT880a38RY5xPleXYRibEwUV/fVwAAHEo0fMeZ0lLfxFjbDodMjB2MxBiASMGVY0AUqI9PF3LeXSDz5otu2bp4tOwBKSGMCAerj+8rAACCEenfcabkNznjh+2v6HyiPLc+ELqAACDEuHIMiBbde5ZNlhpImD1dyDttkk9izL49ncRYuKpH7ysAAKokQr/jzL69vomxk3qRGAMQ9UiOAVHCThkpJSb5D/LC6OlCpuS3sglhN6136+xHX5J1XJcQRoXK1If3FQAA1RGJ33Fmzy9yrr/ELVtn9Jdn/B0hjAgAwgO3VQJRovzpQk7WvLIJZL1eyeORuveUnTIy5E8XMtvz5dxxwKS2MTGyn1wgq6IztggL4f6+AgCguiLtO84UF8m55Uq3bA0YKvviq0IYEQCED5JjQBQJ16cLmS8+kTN7qlu2ep0j++qbQxgRqiJc31cAAByuSPmOMz9vl3P71W7ZuuAy2YOGhzAiAAgvJMeAKBUugzvnlTkyOUvcsnXVTbL/2CeEEeFwhMv7CgCAmlZfv+PMts1y/natW7YuHSP7T0NCGBEAhB+SYwBCwhgjZ1KqtLPQrbPvmSWrTfvQBQUAABBBzE/fy5ky0S1bqTfIPv1PIYwIAMITyTEAdc7s2S3nxhE+dfYTr8lq1DhEEQEAAEQW8+03cqbe6pbta2+XdcrpIYwIAMIXM10DqFPmh42+ibGj2sqe8zaJMQAAgBpi1n/lmxi7YTKJMQCoBFeOAagzzgfZMi896Zatcy+SfeGoEEYEAAAQWUzuv+U8cZ9btidNlXX870MYEQCEP5JjAOqEd/ZU6YtP3LJ9w2RZJ54SwogAAAAii/PvD2XmPOSW7TsekdWxUwgjAoD6geQYgFplvF4516b41Nnpz8lq2SpEEQEAAEQe58OlMi/Ocsv2lFmy2vKgIwAIBskxALXGFP1c9kTKA9hPvSkrhv96AAAAaorzj7dlXn/OLdsPPCOr9dEhjAgA6hcm5AdQK8y6XN/EWNeT5Hl2EYkxAACAGuQsmu+bGJv+AokxAKgifqUCqHHO4ldlFs13y9bwa2T3GxzCiAAAACKP89pcmWWL3LL96EuyjmgewogAoH4iOQagRnnvu0n6YaNbttMekpXcOYQRAQAARB7n+cdk/pXjlu2Zr8hq0jSEEQFA/UVyDECNML/tkzPhYp86+7GXZTU9IkQRAQAARCbvrPul1avcsj3rdVkNG4UwIgCo35hzDMBhM1s3+ybGGjaW/cxbJMYAAABqmDf9r76JsdkLSYwBwGHiyjEAh8V89pGcp9PdsnX6n2Sn3hDCiAAAACKT9+4J0pYf3bL9dJYsjyeEEQFAZCA5BqDavC89KfP+e27ZGnOL7D+cHcKIAAAAaocxRpZlhez1vTdfIe3a6ZbtZ96SZXMjEADUBJJjAKrMGKOfLu0r80uxW2ffN1tWYlIIowIAAKhZZu8eOVnzym5j9JZKnhipe0/ZKSNlNWpSNzEYI2fcUMkYt86e83ZIE3UAEGlIjgGoErP7Fzl/ucynzp71hqyGDUMUEQAAQM0ze/fImXZb2W2MBySmtPIdOetyZadNr/UEmTFGztgL9lc0bCzPrNdq9TUBIBpxHS6AoJnvNvgmxtoeI8+zi0iMAQCAiONkzfNPjEmS40j5eWXLa5FxvL6JsSNbkxgDgFpCcgxAUJwV78h54Ba3HDd8jGLueSKEEQEAANSi1av8E2PlHMfniZE1zZSWyhmXsr+iw3HyPDi31l4PAKIdt1UCOCTv4/dKX/3HLds33avmfzpPe7ZsCWFUAAAAtcMYUzbHWGW83lqZpN/8tk/OhIv3V5xwkjx/uadGXwMA4KtaybHs7GwtWrRIRUVFSkpKUmpqqrp06VJh+7Vr1yozM1N5eXmKj4/XkCFDNGDAAHf5smXL9MEHH+jHH8seS5ycnKwRI0bouOOOq054QLWE+glEdS2Y/TVer5xrU3zq7OkvyG6ZUJuhAQAAhJRlWWWT71fG46n5xNjePXImDt8fx2lnyh47qUZfAwDgr8rJsY8//lgZGRkaM2aMOnfurGXLlmnq1KmaMWOGEhL8fzBv27ZN06ZNU79+/TRx4kStX79ec+fOVVxcnHr16iWpLHl2+umnq3PnzoqNjdXbb7+t+++/X48++qhatmx5+HsJVCAcnkBUl6qyv6Zwh5zbRvvU2U+9KSuGC04BAEAU6N5TWvlO2S2UB7PtsuU1yPxSLOemkW7ZOudc2ZdfV6OvAQAIrMpzji1ZskR9+/ZVv3793KvGEhIStHTp0oDtly5dqoSEBKWmpiopKUn9+vVTnz59tHjxYrfNDTfcoIEDB+qYY45R27Ztde2118oYo6+++qr6ewYcgvsEohV/l3Zsk4p+Lvt75Ttypt0ms3dPqEOsUVXZX/N/X/gmxrqdVjbxPokxAAAQJeyUkVJiUlkizGeBLSUmlS2vIaboZ9/E2J8vIjEGAHWoSsmx0tJSbdq0Sd27d/ep79atm9avXx9wnQ0bNqhbt24+dT169NCmTZtUWhr4Pv59+/aptLRUzZo1q0p4QJWE+glEdS3Y/XXemifnscnuYuvya+WZeFddhgoAABByVqMmstOmS+ecJx3ZWmpxZNnf55wnO216jd1lYHZskzMpdf/rXnil7ItG1ci2AQDBqdJlIMXFxXIcR82bN/epb968uYqKigKuU1RUFLC91+vVrl27FB8f77fOyy+/rJYtW+rEE0+sMJaSkhKVlJS4Zcuy1LhxY/ffNa18m9E0J1U4qtHjEMQTiKzLxh3+64SLIPbXu/4r6afv3WrPnTNkHeM/9x+fh/DAcQgPHIfwwbEAUNOsRk3kGTFWGjG2dibfz8+Tc9f4/a932bWy+5xXo68BADi0at0jFehLobIvioOXmf/9QA+0zttvv62PPvpIU6ZMUYMGDSrcZlZWlhYsWOCWO3bsqPT0dLVq1eqQ8R+OxMTEWt0+gnO4x8EYoy0y8lbSxiOjxMTEiPiRFcz+asc2n2LbV3NkHxFX6Xb5PIQHjkN44DiED44FgNpQ44mxHzbJue8v+7d/9U2ye/Wp0dcAAASnSsmxuLg42bbtd5XYzp07/a4OK9eiRQu/9sXFxfJ4PH63TS5atEhZWVm666671KFDh0pjSUlJ0aBBg9xy+ZfV9u3bK7xd83BYlqXExETl5+e7yT3UvZo8Dl5VPsDxylJ+fv5hvUY4OdT+upodIc+Ml7X1l93SL7sDNuHzEB44DuGB4xA+qnMsYmJiav3EGoDIUJNXjpmN6+Q8eJtbtsffIeukXjWy7boUbU97BxC5qpQci4mJUXJysnJzc9Wz5/6ns+Tm5uq0004LuE6nTp302Wef+dStXr1aycnJijlgcu9FixZp4cKF+tvf/qZjjz32kLHExsYqNjY24LLa/HFijOHHTxiokeMQxBOIIupYV7a//2Od/WfZI8su7Q9m3/k8hAeOQ3jgOIQPjgWAmlIbTzY3a7+UM+Nut2zfdI+srifVVMi1Ltqe9g4gOlT5aZWDBg3S8uXLlZOTo7y8PGVkZKigoED9+/eXJM2fP1+zZs1y2w8YMEAFBQXKzMxUXl6ecnJylJOTo8GDB7tt3n77bb366qu67rrr1Lp1axUVFamoqEh79+6tgV0EAqvLJxCFgwr393+sq/7iJsYAAACiXW082dx88YlvYuz2B+tfYiyKnvYOIHpUec6x3r17a9euXVq4cKEKCwvVrl07paWlubckFBYWqqCgwG3funVrpaWlKTMzU9nZ2YqPj9fo0aPVq9f+y4aXLl2q0tJSPfrooz6vNWzYMF1yySXV3TegUuVPINp/5ssreTwRe+bL3d83Xyob0By47K4Zstsf+opNAACAaBHMk749I8YGv71PVso8t//3jn3XDFn1bPxV030CAOGiWhPyDxw4UAMHDgy4bMKECX51Xbt2VXp6eoXbe/LJJ6sTBnDYavsJRGGntNQvMWY/+YasBg1DFBAAAECYCuJJ3woyEeSsfFfm5afcsn3vbFlHJ9VElHWrBvsEAMJJlW+rBCJVpCfGzKb1cm464FbRDsfJ8+wiEmMAAAAHMcaUzadVGa83qPkNnfcW+ibGpj1bLxNjNdknABBuqnXlGID6xVm2SOa1uW7ZuuAy2YOGhzAiAACA8GVZVtlE85XxeA55ctXJeknmnTfcsv1QhqwWLWsixDpXU30CAOGIK8eACOedcbdPYsy+5X4SYwAAAIfSvaekihI91v+WV8z78lO+ibEZ8+ptYszVvWeFD3cqf9o7ANRHJMeACGVKS+S9Zoi09ku3zn4oQ9bvuoUuKAAAgPqiz3mSKrpF0PxveWA7HrpTZsU7btl+/FVZzeJqNr4QiLanvQOIHiTHgAhkft4u57qLfOrsp7Pq/9lKAACAuvLM9Got9z42RXtWvueW7SffkNU4Mp6CXv70c51znnRka6nFkWV/n3Oe7LTpEfe0dwDRgznHgAhjvvpMzuP37K84+Y/yXJcWuoAAAADqo80/VHm5d+qt0rffuGX7qYWyYmJrOrKQirqnvQOICiTHgAjiLMyUeW+hW7aumCD7rIEhjAgAUN9kZ2dr0aJFKioqUlJSklJTU9WlS5cK269du1aZmZnKy8tTfHy8hgwZogEDBrjLly1bpg8++EA//vijJCk5OVkjRozQcccdV+v7AlSX4zjSoZ66aIwcx5H9v1sMvXeMlbbnu4s9c96SrMi+UYfEGIBIQXIMiADGGDl3Xitt2+LW2Xc9Jqt9cgijAgDUNx9//LEyMjI0ZswYde7cWcuWLdPUqVM1Y8YMJSQk+LXftm2bpk2bpn79+mnixIlav3695s6dq7i4OPXq1UtSWfLs9NNPV+fOnRUbG6u3335b999/vx599FG1bMnt/ghPtm3La1mVJ8gsa39i7Ibh0q973EVJS/6t/Px8mUMl2Oo5rhwDEClIjgH1nNn7q5yJl/rU2TNfkdWkaYgiAgDUV0uWLFHfvn3Vr18/SVJqaqpWr16tpUuX6rLLLvNrv3TpUiUkJCg1NVWSlJSUpI0bN2rx4sVucuyGG27wWefaa6/Vp59+qq+++kpnn3127e4QcDjatJfyvqt0uTFGztgLfKo9zy6K6ISR2btHTtY8afUqyVsqeWKk7j1lp4xkzjEA9VZkX+cLRDiz+QffxFiLlrLnvE1iDABQZaWlpdq0aZO6d+/uU9+tWzetX78+4DobNmxQt26+T0Hu0aOHNm3apNLS0oDr7Nu3T6WlpWrWrFnNBA7UltQbKl8+6nrfxFizI6IjMTbtNmnF36Ud26Sin8v+XvmOnGm3yezdc+iNAEAY4soxoJ5y/rVC5vkZbtnqO0j2iLEhjAgAUJ8VFxfLcRw1b97cp7558+YqKioKuE5RUVHA9l6vV7t27VJ8fLzfOi+//LJatmypE088scJYSkpKVFJS4pYty1Ljxo3df9e08m1GclKjJkRdP2U8XvnyB27d/+/Etoq5/2lJkd1PTtY8acuP/rebOo6Unyfz1stBj0cjuZ9qEv0UHPopePRVYCTHgHrIee5RmU9WumV7/B2yTuoVuoAAABEj0GC5sgH0wcvK51gKtM7bb7+tjz76SFOmTFGDBg0q3GZWVpYWLFjgljt27Kj09HS1atXqkPEfjsTExFrdfqSIln768VBPq/yfBl2766iHnvOrj8R+2rzmM3krmkfNcWSv+UxHH310lbYZif1UG+in4NBPwaOvfJEcA+oR4zhyxl8keb1unT11jqxW/McGADg8cXFxsm3b7yqxnTt3+l0dVq5FixZ+7YuLi+XxePxum1y0aJGysrJ01113qUOHDpXGkpKSokGDBrnl8kTb9u3bK7xd83BYlqXExMSomED9cERTPwX1tEpJ6naanBvu1pYt+x+KFKn9ZIyR97ffKm3j3bdPmzdvDuqKlEjtp5pGPwWHfgpeNPVVTExM0CfWSI4B9YTZtVPOzVf41NmzF8qKjQ1RRACASBITE6Pk5GTl5uaqZ8+ebn1ubq5OO+20gOt06tRJn332mU/d6tWrlZycrJiY/cPMRYsWaeHChfrb3/6mY4899pCxxMbGKraC77faHMgbYyL+h0JNiIZ+sixLOtTTKiV5Jt5VYV9EZD95PEEtr8p+R2Q/1QL6KTj0U/DoK19MyA/UA+a/a30TY8f+rmzCVxJjAIAaNGjQIC1fvlw5OTnKy8tTRkaGCgoK1L9/f0nS/PnzNWvWLLf9gAEDVFBQoMzMTOXl5SknJ0c5OTkaPHiw2+btt9/Wq6++quuuu06tW7dWUVGRioqKtHfv3jrfP6BK2rSvfHnSMXUSRljp3lOyK/gJadtlywGgHuLKMSDMOdlZMgtecMvWhVfKPndYCCMCAESq3r17a9euXVq4cKEKCwvVrl07paWlubckFBYWqqCgwG3funVrpaWlKTMzU9nZ2YqPj9fo0aPVq9f+eTCXLl2q0tJSPfrooz6vNWzYMF1yySV1s2NANVg3TpZJu0YKdCtvTIysGyfXfVAhZqeMlLMuV8rPK5uE311gS4lJslNGhi44ADgMJMeAMOZ96A7pmzVu2Z40TdbxJ4QwIgBApBs4cKAGDhwYcNmECRP86rp27ar09PQKt/fkk0/WWGxAXbIaNZZp3lLasc1/4ZGtZTVqXPdBhZjVqInstOllT61cvapsHlyPR+reU3bKSFmNmoQ6RACoFpJjQBgyJSVlE+8fwH4kU1ZcfIgiAgAAiC7OvKcCJ8YkaXu+nKx58owYW7dBhQGrUZOy/f7/9u48rIrq/wP4e+YC4g4uiIKmiLtCaS5ZlstXTTMV01xLtFzSzC0pNHfT0NzNyiXFLcl9T39uWVpWZi6ZuyS4goiainDvzO+PG4MX7oUB7r1zl/freXzwzJk758wMyofPnDmne3/Isqxq8n0iIkfHOceIHIyceCtrYuzrTUyMEREREdmJ/M9F4OgPlneQJOPIKTfHxBgRuQomx5yA9PT7/G7AYDC4VbtPk0/8Cimyn1IW6jcxTrwv5rAyUF7a0mhlEke4zkRERESWyOf/gjRlRM47Ggxc6Y2IyEXwtUoHJSXfgTx3InD9KiDLMAgCUK4ChKHjIfqU1Lp7Vme4GQ989hHw8IGxDACFiwIfR0HnH+hy7ZojxSyFvHeLUhbCh0J8sYVV25BTHj01R4Qe0HnYZY4IR7rORERERJbIp49BmjtR3c46nduPnOJrlUTkKjhyzAFJyXeMK+PExxqHbMuy8Wt8LOTIfpCS72jdRasy3IwHxg5SEieKhw+AsYOM9S7UbmayLMPw0TsmiTFx/DzbJMamRQAHdhjnz0hOMn49uBPStAjIKY+s2l46R7nORERERNmRjx0xTYzVe9G4CqM5ogiENrBPxxyMnPIIhm8XwfDxu5Ai+sDw8bswfLvIZrEkEZE9MDnmgOS5E80vGQ0Aer2x3pV89lH+6p2t3afIKY8g9e8AJCUo28T5ayEEVrR6W9KmVcCNOGOy1aRCAm7GG+ttwQGuMxEREVF2pMP7IH31mVIWx8+FGD4E8A/MmiATRcA/EGJYLzv3UntaPWwlIrI1Jscc0fWr+at3NplHFOW23tna/Y8cfwXSkG4ZG0r6QVy0xXavN574NWtiLJ0tJ5XV+DoTERERZUfatx3y8rlKWZzyFYTAShC8C0GMnA40bQuU9AN8Shq/Nm0LMXK6TaekcFSaPWwlIrIxzjnmYKT01yizI8uQJAmipWHeTkTt5OwGgwE6nfUmpdeq3XTS4b2Ql89TykLLDhDffMfq7aSTZdk4x1h2/ptU1przRmh9nYmIiIiyI22PgbxltVIWo5ZCKFFaKQvehaDr3h/o3p/zawHqHrZ272/fPhERWQGTYw5GFEXj5PvZJcgEwSUSYwCg0+mgJn1i7cSJVu0CgLRoBuTfflTK4vtjIYTWt3o7TxMEwTj5fnZsMKmslteZiIiIKDvSumWQ92xSyuLMaAjFfC3u7+6JMa0ethIR2YNrZFhcTbkK+at3NoWL5q/eSdqVJQMM/dqbJsY+W2LzxJgitIE2k8pqdX+JiIiILJBWLDBNjM1Zk21ijLR72EpEZA9MjjkgYeh4wMPCDx4PD2O9K/k4Kn/1TtCufP8upAFhJtvELzdAKOlntTZyIob10mZSWa3uLxEREZEZhq8+g/zjHqUszo+BULiIhj1yIlo9bCUisjEmxxyQ6FMSwrTFQGBF4w8ZQTB+DawIYdpiiD4lte6iVen8A4HJC7OOICpcFJi80FjvxO3K509DGtk7Y0O1OtAt3grBw9Mqx1dLq0lltbq/RERERJkZZn4CHDuilMWF6yF4F9SwR85Fs4etREQ2xjnHHJToUxIYb5yw3VUm38+Ozj8QmGOcDNWek7Pbul1p13rIG1coZaFLH4itwrL5hG1pNamsVveXiIiIKJ1h4lAg/opSFr/cCMHS2xpkVvrDVmnTKuPk+wYDoNMBoQ0ghvVyyxU8icg18KeBE3D1xFhmWiVOrN2uYdoo4PI5pSx+FAUhuIZV28gPreaDYGKMiIiI7M0Q0Re4m6iUxa83Q3CzGNtauIInEbkiJseIrExOS4U0qLPJNnHWSghFi2vUIyIiIiL3JMuyMS7TpynbxEVbmNCxEl5HInIVfFxCZEVywk3TxJiHp/HJJBNjRERE5ERkWda6C/kmyzKk/h0yEmMenkyMERGRWRw5RmQl8h8/Q/pymlIWXmgGse9wDXtEREREpJ6c8uipuaT0gM7DaeeSkiUJ0oCOGRt8SkI3Y5lm/SEiIsfG5BiRFUhrvoZ8YIdSFt4ZDrFRMw17RERERKSenPII0rQI4EYc8PSosYM7IZ09aVzZumBh7TqYC7JeD+m9ThkbAitC999CV0RERObwtUqifJBlGYYPe5skxsSJC5gYIyIiIqcibVqVNTEGAJIE3Iw31jsBOS3VNDFWPYSJMSIiyhGTY0R5JD96aJzH4t5dZZs4PwZCuQoa9oqIiIgoD078mjUxlk6SjPUOTk55bDr3a93G0I2col2HiIjIaTA5RpQH8tVLkIZ2z9hQJsA4wat3Qe06RURERJQHsiwb5xjLjsHg0JP0yw//hTSkq1IWXmoJ3Xsfa9gjIiJyJpxzjCiXpEO7Ia/8QikLbd6A2Km3hj0iIiIiyjtBEIyT72dHp3PYVR7l+8mQRr6tlIVWHSF26athj9yHLMsO+31BRJQbTI4R5YJh4VTg+C9KWfxgPIQ69TTsEREREZEVhDYADu40vkKZmSga6x2QnJQA6aN3lLLQoSfEdl2z+QTllyutakpElI7JMSIVZIMB0sAwk21i1FIIJUpr1CMiIiIi6xHDekE6exK4GW+aIBNFwD8QYlgv7TpngXz7OqQxA5Wy0K0/xBbtNOyR61O1qikTZETkhDjnGFEO5OSkrImxLzcyMUZEREQuQ/AuBDFyOtC0LVDSD/ApafzatK1DJjzk+FjTxFj4UCbG7MBVVjUlIsqMI8eIsiGfPQlp5icZG2o+B93widp1iIiIiMhGBO9C0HXvD3Tv79BzScmXz0GaNkopiwM/glDvRQ175EbUrGravb99+0REZAVMjhFZIG1bC3nrGqUsdOsHscXrGvaIiIiIyD4cNjF27hSkz8coZc7/aj+5WdXUUb9/iIgsYXKMyAzD5OHA1UtKWYycASGomoY9IiIiIrIfR0xwyCd/gzR/slIWR02DULWWhj1yL86+qikRUXaYHCN6ipz6BNLgLibbxDmrIRQuqlGPiIiIiOzDkVchlH77EfKiGUpZHDMTQsUqGvbITTnpqqZERDlhcozoP/Kt65A+yZjYFd4FIc79FoLIdSuIiIjItalahbBgYU36Jv24B/KKBUpZnLgAQrkKmvTF3TnjqqZERGrwt34iAPLvP5kkxoSXWkI3P4aJMSIiInILjroKobRns2libOoiJsY05GyrmhIRqcWRY+T2pJULIR/6XikL/T6E2OBlDXtEREREZGdqViHsMcCuXZK2rIG8fa1SFqcvg+Bb0q59oKycZVVTIqLcYHKM3JYsy5CG9QQe/atsEycvhOAfqGGviIiIiOwrN6sQ2ou0djHkfduUsjhrJYSixe3WPqnDxBgRuQomx5yAVk9kDKmp0Hl52b1dSZIg2vh1Rvnhv5CG9TDdOD8GgndBm7ZLRERE5GgcbRVC6Zs5kH/er5TFud9CKKTNfGdEROQemBxzUFqtFmQ4fQyYOzGjnP6XoeOhq13PZu1KyXcgz50IXL8KyDIMggCUqwBh6HiIPtYdPi/HXoD06ciMDZ6egMEAfNDNpu0SEREROazQBsCBnYBsZhVCwX6rEBoWTDHGv/8RF6yDUKCAXdomIiL3xdnGHZCyWtCBHcCd20BykvHrwZ2QpkVATnlkk3YzJ8ZMzJ1orLcBKfkO5Mh+QHyscU4LWTZ+jY+FHNkPUvId67V1YKdpYkwQgLQ0m7dLRERE5NCatTWfGAOM25u1tXkXDFEfmSbGFm5gYoyIiOyCyTEHpNlqQZYSY2rr80ieOxHQW5jnQq831luBYd4kyGu+ythQqozliWet2C4RERGRw/t6ev7q88kwdhBw8W+lLH61CYKnp03bJCIiSsfkmCNSs1qQK7l+NX/1OZD1ehj6tQdO/a5sE6cvA5ISbNouERERkdOwcTyWHcPwXsDNeKUsfr0Zgk5ns/aIiIgyY3LMwWi1WpAhNdWq+6klpb/OmB1ZNu6XB/LdO5De62SyTfxqE+TivjZtl4iIiMhZ2Does3xI2fgA89/7yjZx0RYINl6YiYiIKDP+5HEwWq0WpHZVSmuvXimKonHer+wIQp5Wr5T/Og4pok/GhpD60C3eCkGns2m7RERERM5Ei7hIlmVI/TtkbPAuaIzTNFihXS1rP5wmIiLHwdUqHVFoA+DgTuMrlJmJ9lstyG7KVTBOxp9dfS5Jm1dB3vGdUhZ6DoTYNNNEsjZol4iIiMgp2TEukiUDpAFhGRtK+0M3dZHVjm9NWq0gT0RE9sVhMQ5IDOsF+AcaE2EmFSLgH2ist4Wh4/NXn0fC0PGAh4U8rYeHsT4XDBOGmCTGxE9mZU2M2aBdIiIiIqc1ICJ/9SrJ+jTTxFjFKo6dGNNgBXkiIrI/JscckOBdCGLkdKBpW6CkH+BT0vi1aVuIkdNt9pRKV7ue5QTY0PHGehsQfUpCmLYYCKxoTAAKgvFrYEUI0xZD9Cmp6jjykyfGeSuu/ZNx7DlrIDwTbNN2iYiIiJzegZ3ZVAo51Ksjpz6B9N4bGRtqPQfdmJn5Pq6taLaCPBER2R1fq3RQgnch6Lr3B7r3hyzLdpt/QVe7HrB4KwDj5PvWnmPMEtGnJDB+HgDjpLC5ndNCvhEPadygjA1FikKctSrH65bfdomIiIhcQrarocvG+h4D8nx4+fEjSB90U8pC/SYQ+4/K8/HsQs0K8t3727dPRERkE0yOOQGtJia1V2Iss9wmqKSjP0BekvHUUWjaBmLP92zeLhEREZErsPVq6fK/9yENz5gWJK+xmj3l5po48iICRESkDpNj5NSk5XMhH96nlMWBH0Go96KGPSIiIiJyLrZcLV1OToI0KjyjrTadIXZ6O9fHsTetVpAnIiJtcKgMOSVZkmAY3MU0MTblKybGiIiIiPIitAEAS4keIU+rpcuJt0wTY516O0ViTBHaIOsCWelccQV5IiI3xuQYOR3D/WQY+ncAUp8o28Qv1kEoU07DXhERERE5scbNAVh6bVL+r149+UY8pMh+SlnoORBimzey+YTj0WwFeSIisjsmx8ipyJfP4Xr3/2VseCYYusVbIXgV0K5TRERERM5utoUVy9XWP0W+eslkoSThneEQm7bNa880o9UK8kREZH95mnNs9+7d2Lp1K5KTkxEYGIjw8HDUqFHD4v5nzpxBdHQ04uPj4evri/bt26NVq1ZKfVxcHGJiYnDlyhUkJCSgd+/eeO211/LSNXJh0t6tkGOWKGWhQw+I7bpl8wkiIiIiUuXhg/zV/0e++DekqI+UsjhoNITnGuWnZ5rSagV5IiKyr1yPHDty5AiWL1+OTp06ISoqCjVq1MDUqVORmJhodv/bt29j2rRpqFGjBqKiohAWFoZly5bhl19+UfZ58uQJypQpgx49esDHxyfPJ0OuyzB7nEliTPzwUybGiIiIiKzAYDBYZT/5zJ+mibHhE506MZYZE2NERK4r1yPHtm/fjubNm6NFixYAgPDwcJw4cQJ79uxBjx49suy/Z88elCpVCuHh4QCAwMBAXLp0Cdu2bUOjRsYflsHBwQgODgYArFmzJq/nQi5I1qdBes90fopyK7/H7SdpeV5OnIiIiIgy6HQ6qEmP6XQ6i3Xy8V8gLZyqlMWPoiAEW36zhIiIyJHkKjmm1+tx+fJldOzY0WR7SEgIzp07Z/YzFy5cQEhIiMm2Z599FgcOHIBer4eHR57e7ERaWhrS0tKUsiAIKFiwoPJ3a0s/Jp8Y2Y+clAApoq/JNo9FW6ArUQrCzZsa9YoA/ntwFLwPjoH3wXHwXhDlQ+Gi2b86WbioxSrplwOQl85WyuLYORAqBFmzd0RERDaVq8zU/fv3IUkSihcvbrK9ePHiSE5ONvuZ5ORks/sbDAY8ePAAvr6+uevxfzZt2oT169cr5UqVKiEqKgqlS5fO0/HU8vf3t+nxyejx74eROH6oUi7YuBlKjZmhlHkfHAPvg2PgfXAMvA+Og/eCKA8+jgLGDsq+3gzpwE7Ia75SyuKkhRDKBlq7d0RERDaVp2Fb5p7IZveUNnNd+utw+XmyGxYWhnbt2mVpIyEhAXq9Ps/HtUQQBPj7++PmzZt8nc/GDOuXQ/5+g1IW334faS+3xo0bN3gfHATvg2PgfXAMvA+OIy/3wsPDw+YP1oicgehTAlJpfyDBzOj80v4QfUpk2Szt2gB5Y3TGMaYthlCqjC27SUREZBO5So4VK1YMoihmGSV27969LKPD0vn4+GTZ//79+9DpdChSpEiuOvs0T09PeHp6mq2z5S8nsizzlx8bkWUZ0icDgds3lG3pw/IzX3PeB8fA++AYeB8cA++D4+C9IMo9adMqIPGW+co7tyFtWgWxx4Cn9l8Jeec6pSzOWA7BTAKNiIjIGeRqtUoPDw8EBQXh5MmTJttPnjyJatWqmf1MlSpVsux/4sQJBAUF5Xm+MXI9cspjSP07mCbG5n7L+SqIiIiI7OHEr4ClpLIkGev/Y1j9pWlibPYqJsaIiMip5To71a5dO8yfPx9BQUGoWrUq9u7di8TERLRs2RKAcbXJpKQkvP/++wCAVq1aYffu3YiOjkaLFi1w/vx57N+/H0OHZswnpdfrER8fr/w9KSkJsbGx8Pb25rwhbkC+fhXS+PczNviUhDj9G06oTEREpIHdu3dj69atSE5ORmBgIMLDw1GjhuVVB8+cOYPo6GjEx8fD19cX7du3R6tWrZT6uLg4xMTE4MqVK0hISEDv3r3x2muv2eNUSCVZlgFDDtOSGAyQZRl3po+B/MNuZbM4fy0E70I27iEREZFt5To51rhxYzx48AAbNmzA3bt3Ub58eURGRirzddy9exeJiYnK/n5+foiMjER0dDR2794NX19f9OnTB40aNVL2SUpKQkREhFLetm0btm3bhpo1a2LChAn5OD1ydNLPByB/k7G6kdDidYjd+mnYIyIiIvd15MgRLF++HO+++y6qVauGvXv3YurUqZg9ezZKlSqVZf/bt29j2rRpaNGiBYYMGYJz585hyZIlKFasmBLrPXnyBGXKlMELL7yA6OjoLMcg7QmCAOhy+LVAp4M0ZwIe/fWHskn8Yh0ErwI27p3jkGWZD2+JiFxUnt5rbN26NVq3bm22bvDgwVm21axZE1FR5le4AYwJtO+++y4vXSEnJi2dBfmXg0pZHDQawnONLH+AiIiIbGr79u1o3rw5WrRoAQAIDw/HiRMnsGfPHvTo0SPL/nv27EGpUqUQHh4OAAgMDMSlS5ewbds2JTkWHByM4OBgAMY3DMhBhTYA9m+3XJ/6BPLTibEvN0DwMD//ryuRUx4Z52M78atxdJ3OAwhtADGsF0fMERG5kFzNOUZkDbIkwTAwzDQxNnURE2NEREQa0uv1uHz5MkJDQ022h4SE4Ny5c2Y/c+HCBYSEhJhse/bZZ3H58mWbrB5ONlSnXvb1D+4pf9Ut2uw+ibFpEcCBHcCd20BykvHrwZ2QpkVATnmkdReJiMhKOCM+2ZX84B6kEW+ZbBMXboBgYeVRIiIiso/79+9DkqQsK5AXL148y8rj6ZKTk83ubzAY8ODBA/j6+uapL2lpaUhLS1PKgiCgYMGCyt+tLf2Ybv3K3LxJqnYL3P4bbt265RYrwkqbVgE34rIuVCBJwM14yJtXQ+zeP8vn+P2kDq+TOrxO6vA6qcdrZR6TY2Q38sUzkKI+zthQuTp0H0/XrkNERESUhblgObsAOnNdetIkP0H3pk2bsH79eqVcqVIlREVFKXPc2oo7LwQVpyLZFbj9NwiC4DbX6frpYzBks4KnePoYypYta/Hz7nKd8ovXSR1eJ3V4ndTjtTLF5JgTMKSlQafByCprtivt3gR5/TKlLHR6G2KbzjZvNzcMej10Hu7zT4KTyhIR0dOKFSsGURSzjBK7d+9eltFh6Xx8fLLsf//+feh0OhQpUiTPfQkLC0O7du2UcvrPq4SEBJu8rpme8Ll586ZbjIjKTP/UKL3sxMfHo3z58m5xnWRZhiE1Ndt9DE+e4Pr161niKXf/flKL10kdXid1eJ3Uc6dr5eHhofrBmvtkApyM4fxp4PMxyjBuAwAIAvDhp9BVre1U7RpmjAbOn1bK4qhpEKrWsnm7qvr2z0Xgs48AfVpGux6ewMdR0D0TbLN2tcJJZYmIyBIPDw8EBQXh5MmTaNCggbL95MmTqF+/vtnPVKlSBceOHTPZduLECQQFBcEjHw+cPD094WnhQZktA3lZll3+FwVzdB4exhgoB+n31G2uk06nqt7StXCb65RPvE7q8Dqpw+ukHq+VKU7I74AM508DM0Znnd9AloEZo431TtCunJYGQ7/2pomxmSvMJ8a0ON9/LgJTRiiJMYU+DZgywljvQjipLBER5aRdu3bYt28f9u/fj/j4eCxfvhyJiYlo2bIlAONqkwsWLFD2b9WqFRITExEdHY34+Hjs378f+/fvx+uvv67so9frERsbi9jYWOj1eiQlJSE2NhY3b960+/lRNnIaTe6Oo81DGwCihV+XRNFYT0RELoHJMUf0+Zj81TtAu3LiLUiD3sjYIAgQv94EoZiPTdvNlc8+yl+9k8lpUllp0yptOkZERA6jcePGCA8Px4YNGxAREYG///4bkZGRyisJd+/eRWJiorK/n58fIiMjcebMGURERGDDhg3o06cPGjXKWIE6KSkJERERiIiIwN27d7Ft2zZERETgq6++svv5UTba98i+vtPb9umHAxHDegH+gVkTZKII+Aca64mIyCXwtUpHlNPQRlsNfbRSu/KJXyEtmKKUhfpNIPYfZfN2cy3ziLHc1jubE79avpaSZKw3s+ISERG5l9atW6N169Zm6wYPHpxlW82aNREVFWXxeH5+fvjuu++s1j+yPvnRQ2DL6ux32hANWJgv1lUJ3oUgRk5/akoKg/FVSk5JQUTkcpgcczAGlROiWnvSemu1K8Ushbx3i1IWwodCfLGFzdvNLYPKyXxdZZJ+WZaNc4xlx2DgJP1ERERuRn5wH9IIjoCyRPAuBF33/kD3/oyTiIhcmPP/1u9idJ6eqiZEtfZqjvltV5ZlSB+/CyQlKNvE8fMgBFa0abt5pXbiWVdIjAH/rfKly+FcdDoGfERERG5EvnsHUkQf1fvrc1i90dUxTiIicl2cc8wRaTUhah7blVMeQerfwTQxNn9tjomx/Labbx45JNxyqnc2nFSWiIiI/iPfvpGrxBgAeHh52ag3zoGruhERuS4mxxzRh5/mr96O7crxVyAN6ZaxoVQZiIu25G4OBq3O92PL86OoqncynFSWiIiIAEC+dhXSmAFKWXgr61xyZCSnPILh20UwfPwupIg+MHz8LgzfLuIq30RELobJMQekq1obGDU164gpQQBGTTXWO0C70uG9kCYOzditVRh00xbnesi5Zuf7TDDwyaysI8Q8PIFPZhnrXUj6pLJo2hYo6Qf4lDR+bdoWYuR0TipLRETkBuR/LkKa8L5SFvp9CPHl1sAbvbP/YE71LkhOeQRpWgRwYAdw5zaQnGT8enAnpGkRTJAREbkQ15hQyQXpqtYGFhkntrf2ZPTWaFf6ejrk339SyuKQsRBC6tu8XWvTPRMMfLnB2K6LTL6fHU4qS0RE5L7k839BmhGplMX3x0II/S9+27gi+w9vXOF2q1VKm1YBN+KyrvYtScDNeEibVhnjKiIicnocOeYE7JUoUtOuLBlg6NfeNDH22ZJ8JcbUtGsPrp4Yy4yJMSIiIvchnz5mmhj78NOMxBiQNQGU5QBuON/WiV8tn7ckGeuJiMgluFc2gPJFvn8X0kjTIfXilxsguNrE9UREREQuRD52GNJXGXOpiqM/h1CpqlI2pKWpOo5e5X6uQJZlwKDPfieDgSPxiYhcBEeOkSry+dOmibFqdaBbvJWJMSIiIiIHJh3ea5oYGz/PJDEGqB+176HR6H4tCIIA6HIYR6DTMTFGROQiOHKMciTtWg/5qXkohC59ILYK07BHRERERJQTad82yGsXK2VxylcQypQzv7MgZP/qpDsmgUIbAAd3Gl+hzEwUjfVEROQSOHKMsmWYNsokMSZ+FMXEGBEREZGDk7bHmCbGopZaTowBQK9B2R8wp3oXJIb1AvwDjYkwkwoR8A801hMRkUvgyDEyS05LhTTIdEUicdYqCEWLadQjIiIiIlJDWrcM8p5NSlmcuQJCMZ/sP/TtopzrX3k1/51zIoJ3IYiR042rVp74FTAYAJ0OCG0AMawXBO9CWneRiIishMkxykK+fQPSmAEZGzy9IC74DkLmp2ZERERE5FCkFQsg/7hHKYtz1kAoXCTnD+pzmGw/p3oXJXgXgq57f6B7f06+T0TkwpgcIxPyHz9D+nKaUhZeaAax73ANe0REREREahi+nAb88bNSFufHQPAumPPn9Dmsyvgfvcr9XBUTY0RErovJMVJIa76GfGCHUhbeGQ6xUTMNe0REREREahg+HwOcO6WUxYXrIXh6qfqszsMDBhX7eXjwVwciInJN/AlHkGUZ0qhw4N5dZZs4cQGEchW06xQRERERqWKY+AEQH6uUxS83QshtIsvDM/tXJz0889Y5IiIiJ8BJpNyc/OghpP4dTBNj82OYGCMiIiJyAoaIvqaJsa835z4xBgCdw/NXT0RE5MSYHHNj8tVLkIZ2z9jgHwBx0RZVc1MQERERkXZkWYbhvTeAu4nKNnHRlrwvoLR2cf7qiYiInBhfq3RT0qHdkFd+oZSFNp0hdnpbwx4RERERkRqyLBtH/qfz8oLui/XadYiIiMjJMTnmhgxfTAX+/EUpi0PHQ6hdT8MeEREREZEasmSANCAsY0OJUtBFfZOvYxpSU1Xtp1e5HxERkbNhcsyNyAYDpIFhJtvEqKUQSpTWqEdEREREpJas10N6r1PGhsBK0I2fm+/j6ry81K1W6aVu9UsiIiJnwznH3IScnJQ1MfblRibGiIiIiJyAnJZqmhirHmKVxBgRERExOeYW5LMnIY0Kz9hQ8znoFm/N20pGRERERGRXcspjSIM6Z2yo2xi6kVOs28g7w/NXT0RE5MSYHXFx0ra1kLeuUcpCt34QW7yuYY+IiIiISC354b+QhvVQykKTVhDfft/6De3elHP9C82t3y4REZEDYHLMhRkmDweuXlLK4ujPIVSqqmGPiIiIiEgt+f5dSCN7K2WhdRjEzn1s09j1q/mrJyIicmJMjrkgOfUJpMFdTLaJc1ZDKFxUox4RERERUW7IdxIgffyOUhY69ITYrqtN2pIkCZDlHDokG/cjIiJyQZxzzAkYrl9Xva9867ppYqxgIYhfb85TYsyQkpLrz1iDVoEXAz4iIiJyBPKt66aJsW79bZYYAwBRFAFByH4nQTDuR0RE5II4csxBGaaOBK5cyCin/6VSFehGzzT7Gfn3nyB9PV0pCy+1hNh7SO7a/eUAsHR21nbfGQ5do2a5OlZuSMl3IM+daByyL8swCAJQrgKEoeMh+pR0uXaJiIiIzJHjYyFN/EApC+FDIb7YwvYNl6sAxMdmX09EROSi+PjHAWVOjJm4csFYn4m0cqFpYqzfh/lOjJlYOttYbwNS8h3Ikf2MAVn6sH5JAuJjIUf2g5R8x6XaJSIiIjJHvnzOJDEmDvzYPokxABgQkb96IiIiJ8bkmCOylBgzUy/LMgxDe0A+9L2yTZy8EGKDl3PfrqXEmNr6PJLnTgT0evOVer2x3oXaJSIiIspMPnsS0rRRSlkcOh5Cvcb268CBnfmrJyIicmJMjjkx+eG/kPp3AB79q2wTF6yD4B+oYa/yQKvVkbgqExERETkA+cRvkGZ+opTFUdMg1K5n306c+DV/9URERE6MyTEHo3byfcNvP0Ma1iNjQ8Az0C3eCqFAgby1q3LyfWtP0q/V6khclYmIiIgcgfTrIUgLJitl8ZNZEKrWsmsfZFkGDBZG06czGIz7ERERuSBOyO9gdOXKZUyCn51F05S/Cu26QezQI5udVbTr7a2qXZ23d77ayUwUReMk+NkFWzZYHUmrdomIiIjSSYe+h7xyoVIWJy6AoMHE94IgALocfi3Q6Yz7ERERuSD+5u/kxOGT8p0Y01xOQaCtgkSt2iUiIiK3J+3ZZJoYm7pIk8SYIrQBAEvJL+G/eiIiItfEkWOOqFKVnCflByBOXwbBt6T12n1nePaT7r8z3HptPUUYOt64aqS5yfE9PCAMHe9S7RI5C71ej0ePHmndDafw+PFjpKamat0Ngvl7UahQIXh4MOQhxyFtWQN5+1qlbPWYLi+atQX2b7dQKRvriShfHj58CL1en+tRmIwz1OF1Us+VrpW14jxGig5IN3omDFNHZpsgE7/aBEGns267jZoZX600lyB7Zzh0jZpZtb10ok9JSNMWG1eHvH7V+KqjIADlKkAYOh6ij22CRa3aJXIGer0eDx8+RNGiRfl6sQqenp5IS0vTuhuErPdCkiQ8ePAAhQsXZoKMHIK0djHkfduUsjhrFYSixTTs0X++np5z/YT59ukLkQt68uQJBEFA8eLFc/1Zxhnq8Dqp5yrXyppxHqNEB6UbPRMAIP91HNKcp0YwhdSHbshY27XbqBnwXxLMkJJi9TnGLBF9SgLj5wEwfoPb65dxrdolcnSPHj1iYoxcgiiKKFq0KP79918UK+YACQhya9I3syH/fEApi3O/hVCosIY9egpX8SayqSdPnqBo0aJad4PIpVgzzmNyzIFJm1dB3vGdUhZ6DoTY1H5D2u2VGMtMq1/GmQQgMsV/E+Qq+L1MjsAwfzJw8jelLC5Yl+dVxq2Nq3gT2QcXtSCyPmvFeUyOOSjDhCHAtX+UsvjJLAjPBGvYIyIiIiLKC0PUR8DFv5WyuHADBE9PDXtkiqt4ExGRu2NyzMHIT55Aer+LyTZx7hoIhYpo1CMiIiIiyivD2EHAzXilbIt5Y62iXAUgPjb7eiIiIhfFxz8ORL4Rb5oYK1IM4qItTIwREdnQzJkz0bJly1x9pnPnzhg3bpyNepS9hg0bYvHixTY7flxcHAICAnD69GmbtZGZrc+JSCuG4b1ME2Nfb3bMxBiMq3jD0mTGXMWbiJ5i6zjInnFWQEAAvv/+e7u0lVvDhg1D3759bdqGvWMwe5xTXnHkmIOQjv4AeclMpSw0bQOx53vadYiIyE0MHDgQffr0ydVnFi9eDE8rvRIVFxeHRo0aYffu3ahdu3aO++/cuROFChWyStuOIvM5BQQEYOnSpXj11Vc17BVR3smyDKl/B5Nt4qItDj3fkOBdEHJJP+DW9ayVJf0geBe0f6eIyKUdOXIEXbp0wZkzZ0xW8bRmnJVu5syZ+P777/F///d/JtuPHz+epxVE86phw4Z499130a9fvxz3nTRpEuSc5oN0MpnPqXPnzqhZsyYmTZqkYa+MmBxzANLyuZAP71PK4sCPINR7UcMeERFZjyzLDvkLoSzLMBgMKFy4MAoXzt1qcb6+vjbqlWWpqanw8vJCyZIl7d62rbniOZH7ypIYK1gIunlrteuQStKmVcDtG+YrE25C2rQKYo8B9u0UEZnlqLGVtdgzzvLz87NbW2oZDAYIguCSq2w78jnxtUoNyZIEw+AupomxKV8xMUZETk9OeQTDt4tg+PhdSBF9YPj4XRi+XQQ55ZFN233y5AnGjh2LkJAQBAUFoWPHjvjzzz8BGJ9OBgQE4ODBg2jTpg0qVaqEo0ePZnmtUq/XY+zYsahRowZq1aqFTz/9FEOHDjUZAp55uH+9evUwb948jBgxAlWrVkX9+vWxatUqVX1u1KgRAKB169YICAhA586dAWQMO58/fz7q1q2LJk2aAMg6/D0gIADR0dHo1asXKleujEaNGmHbtm2qr9nx48fRqlUrBAUFoU2bNmZfpzx//jzeeustVKlSBaGhoRgyZAiSkpJMrsfYsWMxZcoU1KpVC88++yxmzpxpcoyZM2eifv36qFSpEurWrYuxY8cqdU+fU8OGDQEA77zzDgICAtCwYUPExcUhMDAQJ06cMDnmN998gwYNGrjcU1VyXrJkME2MlfZ3isQYAODEr5Yn5JckYz0RaUar2OrRo0f44IMPUKVKFTz33HP46quvTOpTU1MxZcoU1KtXD8HBwWjXrh2OHDmi1MfHx6N3796oWbMmgoOD0axZM+zbtw9xcXHo0sU4pVDNmjUREBCAYcOGAcgaZzVs2DDHOOvTTz9Fo0aNULlyZbzwwguYPn060tLSAAAxMTGYNWsWzpw5g4CAAAQEBCAmJgZA1tcq//77b3Tp0gWVK1dGrVq1EBERgYcPHyr16fHZV199heeeew61atXC6NGjlbay07lzZ8THx2PChAlKP9L7V6NGDfzf//0fmjZtikqVKiE+Pj7LK4idO3fGmDFjMGbMGCVOjYqKUh0HJSYmonfv3qhcuTKef/55bNy4Mcs+9+/fR0REBEJCQlCtWjV06dIFf/31l1KfHjevX78eDRs2RPXq1fHee+/h33//VfbZvn07WrRooVzDrl274tGjRybXL/3vP//8M5YuXapcj6tXr+LFF1/M8n129uxZBAYGIjY2VtW55gWTYxqR/70PaUBHIPWJsk38Yh2EMuW06xQRkRXIKY8gTYsADuwA7twGkpOMXw/uhDQtwqZB3KeffoqdO3dizpw5+P7771GxYkX07NkTd+/eVfaZMmUKIiMjcfDgQdSoUSPLMb744gts3LgRs2bNwpYtW/DgwQPs3r07x7a//vprhISEYPfu3ejduzciIyNx8eLFHD+3Y8cOAMDatWtx/Phxk8TXTz/9hAsXLuDbb79FdHS0xWPMmDEDbdu2xZ49e9CpUycMHjwYFy5cyLHtR48eKUHSrl27MGLECEyePNlkn1u3buGNN95AzZo1sWvXLqxevRqJiYkYMMB0BMm6detQqFAhbNu2DWPGjMHs2bNx6NAhAMYgafHixYiKisJPP/2EpUuXonr16mb7tHPnTgDArFmzcPz4cezcuRPly5dHkyZNlEA2XUxMDN58802XfnpOzkPWp0EaEJaxoWIV6KYu0q5DuSDLMmDQZ7+TwcBENJFG5MfaxVaTJ0/GkSNHsHTpUqxZswY///wzTp48qdSPGDECv/32GxYuXIi9e/eiXbt26NWrFy5fvgwAGD16NFJTU7Fhwwbs27cPo0ePRuHChVGuXDkl5jl06BCOHz+e7at1OcVZhQsXxrx583Dw4EFMnDgRa9asUY7fvn17DBgwANWqVcPx48dx/PhxtG/fPksbjx8/Rq9eveDj44MdO3bg66+/xo8//ogxY8aY7HfkyBHExsZi3bp1mDNnDr777jt89913OV7LxYsXo2zZsvjwww+Vfjzd9oIFCzBjxgzs378fpUqVMnuMdevWQafTYdu2bZg8eTIWL16MNWvW5Ng2AAwfPhzx8fGIiYnB0qVLER0djcTERKVelmW8/fbbuH37NlauXIldu3ahTp066Nq1q0ks/c8//2D37t2Ijo5GdHQ0fvnlFyxYsACAMW4cPHgwunbtioMHD2L9+vVo06aN2Z8fkyZNQr169dCzZ0/legQEBKBr165ZYr61a9eiYcOGqFixoqpzzQsmxzQgXz4HaXivjA3PBEO3eCsErwLadYqIyEqkTauAG3FZRyBIEnAz3lhvA48ePcKKFSvwySefoHnz5qhatSpmzJgBb29vrF2bMXJj1KhRePnll1GxYkWUKFEiy3GWLVuGIUOGoE2bNggODsann36qagh48+bNER4ejkqVKmHw4MEoUaKEyZNTS9JfKfT19YWfn5/JqwSFChXC559/jmrVqllMJgFAu3bt0KNHD1SuXFl52vfNN9/k2PbGjRthMBgwa9YsVKtWDS1btsTAgQNN9lmxYgXq1KmDyMhIBAcHo3bt2pg5cyaOHDmCS5cuKfvVqFEDI0aMQFBQELp06YLQ0FD89NNPAIBr166hdOnSaNKkCQICAvDcc8+hZ8+e2V6P4sWLw8/PTyl3794dW7ZswZMnxodKf/31F/766y907do1x/MksjU59Qmk997I2FC7LnRjZlr+gIMRBAHQ5TDbik7HRDSRRtI2RGsSWz18+BBr167F2LFj8fLLL6NGjRqYM2cODAYDACA2NhabN2/G119/rSQuBg4ciPr16yvJjevXr6N+/fqoUaMGnnnmGbRs2RKNGjWCTqeDj48PAKBUqVLw8/PLNt7KKc4aNmwYGjRogPLly6NVq1YYMGCAMpK+YMGCKFy4MHQ6Hfz8/ODn54eCBbPOo7hx40akpKRg7ty5qF69Ol566SVMmTIFGzZsQEJCgrJf8eLF8emnnyI4OBgtW7ZEixYtlJgnO76+vtDpdChSpIjSj3RpaWmYOnUq6tevj+DgYIvzy5YrVw4TJ05EcHAwOnXqhL59+6qaUP/SpUvYv38/ZsyYgeeffx6hoaGYOXMmUlJSlH0OHz6Ms2fP4uuvv0ZoaCiCgoIwbtw4FC9eXHmYCwCSJGH27NmoXr06GjZsiDfeeEM5/9u3b0Ov16Nt27YoX748atSogfDwcLNTmBQrVgxeXl7w9vZWrodOp0PXrl1x6dIlJXmYlpaGjRs32jzmY3LMzqS9WyFNG6WUhQ49oftkloY9IiKyMo1ezYmNjUVaWhrq16+vbPP09MSzzz5rMooqJCTE4jHu37+PhIQEPPvss8o2nU6X7WfS1axZU/m7IAgoXbo07ty5k8uzMFW9enV4eXnluF+9evWylNWMHLtw4QJq1qxpEiBmPtbJkydx5MgRVKlSRfnzyiuvADA+OUyXeRSen5+f8jSyXbt2SElJwQsvvIBRo0Zh165d0OtzGKWSyauvvgqdTqe8+hATE4PGjRujfPnyuToOkbXJjx9BGpyx2rjQ4BXohk7QrkN5FdoAsJT8EgRjPRFpQvrzqGaxVWpqKp5//nllm6+vLypXrgwAOHXqFGRZRpMmTUzihF9++UWJEfr27Yu5c+eiQ4cO+Pzzz3HmzJk89SWnOGv79u1o164dnn32WVSpUgUzZszAtWvXctXGhQsXUKNGDZPEVP369SFJkskDwapVq0L31MrDZcqUMRmBlRdeXl4m52hJ3bp1TR5U1KtXD1euXFESlpZcvHgRHh4eCA0NVbYFBwebLEZw6tQpPHz4ELVr1za5n1evXjWJ+cqXL48iRYooZT8/P+Ve1KxZEy+99BJatGiB/v37Y/Xq1UhOTs7xvJ5WpkwZtGjRQnm4vXfvXjx58gSvv/56ro6TW5yQ344Ms8cBZ/5UyuKHn0KoVke7DhERWVluXs2x9giE9OHamY+buS01Kz2aO0ZOPDxMf6QKggBJknL8XHbysyqlmuur5rxkWUbLli0xevToLHVlypRR/p7d+QcEBODQoUP48ccf8eOPP2L06NH48ssvsWHDBtWrUXl5eeGNN95ATEwM2rRpg02bNmHixImqPktkK/K/903eBhCatYXYY2A2n3BcQps3IB/6HjCXuNbpILR5I+t2IrI5WZbN/7t8mo1jK0skSYJOp8OuXbtMkkUAlJFCPXr0wCuvvIJ9+/bh0KFDWLBgAcaNG2cyl5Ya2cUZx44dw6BBgxAREYEmTZqgaNGi2LJlCxYtyt2r7dldw6e3m4td8vvaube3t01H51qKk58mSRL8/Pywfv36LHVPJ9Gyuxc6nQ5r167F77//jh9++AHLli1DVFQUtm/fjgoVKqjub/fu3TF06FBMmDABMTExaN++vdnRftbEkWN2IOvTYOjX3jQx9nk0E2NE5HK0fDWnUqVK8PLywq+/Zjw9TUtLw4kTJ1ClShVVxyhWrBhKly5tMgeEwWAwO0m9taQHWPlJpP3xxx9ZysHBwTl+rmrVqjhz5gweP35s8Vi1a9fGuXPnUL58eVSqVMnkT26SdwULFkSrVq0wefJkrFu3DseOHcPZs2fN7uvp6Wn2CWiPHj3w448/Ijo6Gnq9Hm3atFHdPpG1yclJpomxtl2cNjEGAPKuDYClkQcGyVhPRHYnCALgoV1s5enpiWPHjinbkpOTlfnEateuDYPBgDt37mSJEZ5+ZTAgIABvv/02lixZggEDBihzZKXHQDmNesrJb7/9hsDAQAwfPlx5HTDzqDFPT88cY630uCh98vj0Y4uiiKCgoHz18el+5Od8zcV8lSpVypKczCw4OBh6vd5kcaOLFy/i3r17SrlOnTpISEiAh4dHlvtpbioSSwRBQP369fHhhx9i9+7d8PT0xK5du8zua+m+tGjRAoUKFcKKFStw4MABu0yjweSYjcl3EkznoAAgfrUJQnH7LU9LRGRXoQ0A0cKPF1G02as5hQoVwltvvYUpU6bgwIEDOH/+PEaNGoWUlBR069ZN9XH69OmDBQsWYPfu3bh48SLGjRuHe/fu2expXqlSpeDt7Y0DBw4gISEB9+/fz/Uxtm/fjrVr1+LSpUv4/PPP8eeff6JPnz45fi4sLAyiKOLDDz/E+fPnsW/fviyrA4WHhyM5ORmDBg3C8ePH8c8//+CHH37AiBEjVAd3MTEx+Pbbb3H27Fn8888/2LBhA7y9vZVVmjILDAzETz/9hNu3b5sMxa9SpQrq1q2LqVOnokOHDjZ/gkhkiZx4C9KocKUsdOoNMewt7TpkDdm9Ei9ztUoiLYnPNtQktipcuDC6deuGKVOm4Mcff8TZs2cxfPhwiP/1pXLlyujUqROGDh2KnTt34urVq/jzzz/xxRdfYN++fQCAcePG4eDBg7h69SpOnTqFw4cPKw/wAgMDIQgC9u7dizt37pisCpkblSpVwrVr17Bp0ybExsZi6dKlWZIx5cuXx9WrV3H69GkkJSUpc5g+rVOnTihQoACGDh2Ks2fP4vDhwxg7dizeeOMNlC5dOk99y6x8+fI4evQobty4YbLyt1rXr1/HhAkTcPHiRWzevBnffPMN3nnnnRw/l75S6KhRo/DHH3/gxIkTGDVqFLy9vZV9mjRpgnr16qFv3744ePAg4uLi8NtvvyEqKirLiuGW/PHHH5g3bx5OnDiBa9euYefOnUhKSrL4oLp8+fI4fvw44uLikJSUZDICrUuXLvjss89QsWJFk1d7bYXJMRuSTx2D9PFT36h1XzBOvJ9DVpeIyJmJYb0A/8CsQZwoAv6BxnobGT16NNq2bYsPPvgAr776KmJjY7F69Wplwlc1Bg8ejI4dO2Lo0KHo0KEDChcujFdeeQUFCthm0RQPDw9MnjwZq1atQt26dXP9mgEAjBw5Elu2bEHLli2xbt06LFiwAFWrVs3xc4ULF8by5ctx/vx5tG7dGlFRUVlWZPL398fmzZshSRJ69uyJ5s2bY9y4cShatKgSHOekePHiWL16NTp27Ij//e9/+Omnn7B8+XKLTyHHjRuHQ4cOoX79+mjdurVJXffu3ZGampqrhCeRNck34iFF9lPKQs+BEJ38lUOuVknk2Dzf6K1ZbDV27Fg0bNgQffr0Qbdu3dCgQQOTuVhnzZqFzp07Y9KkSXj55ZfRp08fHD9+HOXKlQNgHBk/ZswYNG3aFD179kRQUBCmTp0KAChbtixGjhyJadOmITQ0NEsMolbr1q3Rr18/REZGolWrVvj9998xbNgwk33atm2Lpk2b4s0330SdOnWwefPmLMcpWLCgMkfWa6+9hv79++Oll17Cp59+mqd+mfPhhx8iLi4OL774IurUyf2bZJ07d0ZKSgratWuHMWPGoG/fvujVS939nzVrFsqVK4fOnTujT58+6Nmzp8mqmIIgYOXKlWjUqBFGjhyJJk2aYNCgQYiPj7e4emZmRYsWxdGjR/HWW2+hSZMmmD59OsaNG4fmzZub3X/AgAEQRRFNmzZFnTp1TEb82TvmE2QX+ymXkJCAtLQ0qx9XEASULVsWN27cUBUYSBuiIX+fMfxceGswxJdbZ/MJUiO394Fsg/fBMdjyPty/f1/VCo2WyCmPjCsnnfjV+JqOTgeENoAY1guCd97n0dKCJEl45ZVX8PrrryMiIsLsPp6enjb52aNGQEAAli5dildffVWT9u1t7ty52Lp1q/JEOjNL98LS97Snp6fVngaT7Wkd58lXL0GaPDzjc++MgNioqdX7owXDx+8Cd25b3qGkHzyilvLnvwqMk9Rxt+uUn9jK09MTqQ/uuUxsZStaxmP20LlzZ9SsWROTJk3K97Gc4Vr99ttv6Ny5M37//fccYzVrxHmckN/KZFmG9MlA4PYNZZs4dg6ECtZ5R5mIyBkI3oWg694f6N7fJhPE2lJ8fDx++OEHNGrUCKmpqVi2bBni4uIQFhamddfc2sOHD3HhwgUsW7YMo0aNyvkDRFYmX/wbUtRHSlkcPBrCs4007JGVhTYADu40rnyXmQ1f2yIidZw5tiLKjSdPnuD69euYPn06Xn/9dbs9xGRyzIrklMeQhphOFCfOWwuhIDP5ROS+nC14EwQB3333HSZPngxZllGtWjWsXbtW9aT+mc2bNw/z5883W9ewYUOsWrUqP9112LatbcyYMdiyZQtat27NVyrJ7uQzxyHNHq+UxRGTIdQI1bBH1ieG9YJ09iRwM940QWaH17aIKHecLbZyF0ePHs32FccLFy64ZNvWtnnzZnz44YeoVasW5s2bZ7d2+VqlSjkN+5WvX4U0/v2MDT4lIU7/hv9xWZm7Db92VLwPjsGRX6t0N9kNTb97967JpPJP8/b2RtmyZW3WLy3b1gpfq3RtWsR58vFfIC2cqpTFj6dDqFzd6n1wBDm9Es+f/+rwOqnjbtcpv69VOvorcI5A6+v0+PFj3Lx502J9pUqVHKZtra+VtfG1Sgch/XwA8jezlbLQ4nWI3fpl8wkiInIXvr6+8PXVZoViLdsmcgWZYzxXnyqDr20REeVdwYIFbZoAc9S2XQWTY/kkLZkJ+egPSlkcNBrCcy40/wQRERGRG5IO7IS85iulLE5eCME/UMMe2RcTY0RE5E7ylBzbvXs3tm7diuTkZAQGBiI8PBw1atSwuP+ZM2cQHR2N+Ph4+Pr6on379mjVqpXJPr/88gtiYmJw69YtlClTBt27d0eDBo418Wfca8/DY8k2AIAsSZAGvWEccv4fceoiCKX9rd6uITEROpVLp1q13dRU6Ly87N6uViRJgph5eWQXxifCRERkDuM8QNq1AfLGaKVO/GwJhJJ+WnWNiIiIbCzXybEjR45g+fLlePfdd1GtWjXs3bsXU6dOxezZs1HKTALn9u3bmDZtGlq0aIEhQ4bg3LlzWLJkCYoVK4ZGjYwjrM6fP485c+aga9euaNCgAX799VfMnj0bkyZNyvMEyNZi6NfepKx/93Wz+4kLN0Dw9LReuws/BY4fzSin/+W5htANGmO1drK0e/oYMHdi1naHjoeudj2btasVKfkO5LkTgetXAVmGQRCAchUgDB0P0aek1t2zOtO5RPSAzoNLQBMRkYJxXtY4T/w8GkJxvp5MRETkynI9TGb79u1o3rw5WrRooTxNLFWqFPbs2WN2/z179qBUqVIIDw9HYGAgWrRogWbNmmHbtm3KPjt27EBISAjCwsIQEBCAsLAw1K5dGzt27Mj7mVlB5oDJrMrVoVu81aaJMRPHjxrrbSBzYszE3InGehciJd+BHNkPiI81rsoky8av8bGQI/tBSr6jdRetSk55BGlaBHBgB3DnNpCcZPx6cCekaRGQUx5p3UUiItIY4zxT4pzVTIwRERG5gVwlx/R6PS5fvozQUNOlq0NCQnDu3Dmzn7lw4QJCQkJMtj377LO4fPky9Ho9AOMTxcz7hIaG4vz587npniZ0H0+3/kEtJcbU1ueVpcSY2nonI8+dCPz3PZiFXm+sdyHSplXAjThjEtCkQgJuxhvriYjIbTHOy0ooXFTrLhAREZEd5Oq1yvv370OSJBQvXtxke/HixS0uFZ+cnGx2f4PBgAcPHsDX1xfJycnw8fEx2cfHx8fiMQEgLS3NZOlRQRBQsGBB5e/2otWcTe7Wbub2rdKP61dzrNf6fK3qxK9ZE2PpJAk48SuEHgNUHcqq94HyjPeBKHf4byV7jPOy4veMKf7cUYfXSR1eJyKypvz+X5KnCfnNNZpdRzLXyf/9gp7dZ3KaLHzTpk1Yv369Uq5UqRKioqJQunRpi5/JjbjXnle1n/7d11F+x+9WaRMAEhMTYWEskwlPT0+zc3/kVWpqKm6p2K9kyZLwcoBJ+v3987fwgSRJuGYhT6SQgTJlyrjEJP2yLOMG5Iw55MzQQYa/v3+u/lPJ730g67DFfXj8+DE8rfi6uKtasWIFNm7ciJMnT+Lff//FhQsXsiQKzPnmm2+wcOFC3Lp1C9WqVcOUKVOU+ZnSnT9/HpMnT8aRI0cgSRKqV6+OxYsXIzDQvqvlbdu2DVFRUYiNjUXFihURGRmJ1157LdvPnDlzBpGRkTh+/Dh8fHzw9ttvY+TIkSb/vxw5cgTjxo3DuXPnUKZMGbz//vsIDw/PcqyOHTti8+bNueqzue9dLy8vlC1bNlfHcVeM8zJYO85zFfz5rw6vkzrucp3yG1u5S1xmq9hqyJAhiImJMflMvXr1sGvXLqufQ04cJbZype8pa8R5uUqOFStWDKIoZnnSd+/ePYvfsOaeDN6/fx86nQ5FihSxuE92xwSAsLAwtGvXTimnf1MkJCQow/jzw2PJNouT72fe78aNG/luL7fS0tI0affOHW3n4RIEAf7+/rh586YSfOf9YACyO4QA3LqlJmXoHAzIPullgICbN2+qOpZV7wPlmS3vQ2pqqsmoDTLv33//xSuvvILmzZtjypQpWUa7mLNlyxaMHTsWU6dORf369bFy5Up069YNBw8eREBAAAAgNjYW7dq1Q/fu3TFixAgULVoUFy5cgE6nU31fhg0bhvLly2PkyJF5Pr/ff/8d/fv3x6hRo9CmTRvs2rUL/fr1w6ZNm1C3bl2zn3nw4AG6dOmCxo0bY8eOHbh8+TKGDx+OAgUKYODAgQCAq1evonv37ujRowfmzZuH3377DaNHj4aPjw9ee+01XLp0CadPn0aHDh0gyzLS0tJw6tQp3LhxI8sqiJl5enqavUapqalmf256eHhYLeHi7Bjnmd9Pi3jLUfHnvzq8Tuq423XKT2xl6WebK0qPrV555RVMmzYtV7FVVFQU6tataza2kiQJzZo1w6xZs5TP5fa6ulJsBQB//PGHqtjKGVgjzsvVkBgPDw8EBQXh5MmTJttPnjyJatWqmf1MlSpVsux/4sQJBAUFwcPDmJurWrUqTp06leWYVatWtdgXT09PFCpUSPmTPtQeMD6NtMYfNazVlju3m5d+WuU45Spkf7LlKmh+rla9bqENAEuj4EQRCG2gyX3gn3zeVw3/P3Ak69atQ61atfDkyROT7f369cMHH3xgs3b79euH999/H/XqqV/Nd/HixejWrRt69OiBKlWqYNKkSShXrhxWrFih7BMVFYXmzZvjk08+Qe3atfHMM8/gf//7n1VHDKuxZMkSvPzyyxgyZAiCg4MxZMgQvPTSS1iyZInFz2zcuBFPnjzB7NmzUb16dbRt2xZDhgzB4sWLle+tlStXIiAgQFmtsEePHujatSu++uorAECJEiVw+PBhDBgwAPfu3cPnn3+OqKgoBAUFISUlBc2aNUNERITS5tWrV1G9enWsXr062/Nxhe91W2Kcl5XW/8c74h9eF14nXqe8n6sz0Tq2spQoMic9turVq5fF2Aowji7y8/NT/vj62n/BFUeJraKioqwSWzmS/P67y/X7Yu3atcO+ffuwf/9+xMfHY/ny5UhMTETLli0BAGvWrMGCBQuU/Vu1aoXExERER0cjPj4e+/fvx/79+/H66xlP69q2bYsTJ05g8+bNuHbtGjZv3oxTp07lOLTQZT3XMH/1eTV0fP7qnYwwdDzgYWHwpIeHsd6FiGG9AP/ArAkyUQT8A431RGbIsgz5SYo2f1T+UGvXrh0kSTJZUS8pKQl79+5F165dLX6uWbNmqFKlisU/zZo1y/f1e1pqaipOnjyJV155xWT7K6+8gt9/N766JUkS9u3bh6CgIPTo0QMhISFo164dvv/+e6v2RY1jx47h5ZdftthXS59p1KgRChQooGxr2rQpbt68ibi4OGWfzNegadOmOHnyJNLS0uDr64vp06ejSZMmOHPmDGJjY7Fq1SoEBwfD29sb8+fPx7p16/D999/DYDDggw8+QOPGjdGzZ08rnr17YpxHRGR7jK2sR01sle7nn39GSEgIXnrpJYwaNQqJiYlW7YsajhJbXblyhbFVJrmec6xx48Z48OABNmzYgLt376J8+fKIjIxUhqrdvXvX5JvMz88PkZGRiI6Oxu7du+Hr64s+ffqYvP9brVo1DBs2DGvXrkVMTAz8/f0xbNgwVKlSxQqnmHe6xVuzXeZbt3irbdodNAaGhZ+aX5XyuYbQDRpjm3Zr14Nh6Hjzq1IOHQ9dbfUjI5yB6FMS0rTFxlUpr181TlYvCEC5ChCGjofoU1LrLlqV4F0IYuR046qUJ34FDAZApwNCG0AM6wXBu5DWXSRHlfoE0vtvatK0uOA7oIB3jvsVLFgQHTt2xHfffaf8Ur5x40aULVsWjRs3tvi5lStXZjuc3tpzMSQlJcFgMGQZAVaqVCncvn0bgHHuyYcPH+KLL75AREQERo8ejYMHD+Ldd9/FunXr8MILL1i1T9lJSEjIMhS9dOnSSEhIyPYz5cuXN9mWfr63b99GhQoVcPv2bbPXQK/XIykpCQUKFEBUVBSSkpJQs2ZNPPPMM+jVqxcmTJiA4OBg1K5dGxERERg1ahQ6duyIf/75B998842Vztq9Mc4zrScisolcxlZPct5FNXeMrQBj0q5du3YIDAzE1atXMWPGDLz55pvYtWuXSdLJ1hwltqpYsSJjq0zyNCF/69at0bp1a7N1gwcPzrKtZs2aiIqKyvaYjRo1yjIZsSNID4wEQYD+3dfhsWSbXYbFPp0AMyQmQmenV2l0tesB/52zITUVOgeYfN+WRJ+SwPh5AIyjNVxh8v3sCN6FoOveH+jeH7Kc/WTIRM6mZ8+eaNu2LW7cuIGyZcsiJiYGXbp0yfb73N6T26czN4F5+jZJkgAYf9b2798fAFC7dm38/vvvWLlypcXk2MaNG/HRRx8p5dTUVAiCoAynB4yva3bq1CnLZ69du4amTZsq5SFDhiivTGTXV7XSf24+/TlLxxAEAYmJiWjYsCE6duyIzp07Y9SoUTh16hQuX76M4OBgAMCAAQOwe/dufPPNN1i1ahVKlCiRqz6RZYzznO/1JyIiW3CV2AoAOnTooPy9evXqCA0NRcOGDbFv3z60bdvW7DFdObb6+OOP8ccffzC2ekqekmPuqvyO3zWZlNVeibEs7bp4YiwzV0+MZcbEGKnmVcD4lFGjttWqXbs2atasifXr16Np06Y4e/Ysli9fnu1nmjVrhvj4eIv1gYGBOHDggOo+5KREiRLQ6XRZng7euXNHeYpYokQJeHh4ZBlVU6VKFfz6668Wj92qVSs899xzSnnq1Knw9/dH3759lW2WJiQtU6aMyWsTPj4+yv5PP3UFjCPbspv7zNzTz/TFXNLb9/Pzy7JPYmIiPDw84OvrCz8/PyVQS1enTh3UqVPHZP9Lly5Bp9PhypUrVn9Ng9yPVnEeEbmhXMZWVp2Q3w1jK3PKlCmDgIAAXLlyxeI+jK3cK7ZicoyIiLIlCIKq4feOoHv37li8eDFu3ryJJk2aKCsUWWLvof9eXl4ICQnBoUOH0KZNG2X7oUOHlJE6Xl5eCA0NxaVLl0w+e/ny5WyfxhYpUkRZHRAAChcuDB8fH1SqVCnHfnl4eJjdr169evjxxx+VEWzpfX3++ectHqtevXqIiopCamoqvP57yPLDDz/A399feSWgXr16+L//+z+Tz/3www8ICQnJcs3Xr19vtp2RI0eiWrVq6NmzJz788EO89NJL2U7wTkRE5ChyG1sJnp4QRJ0Ne2SZM8VW7dtnvCr/dGxlTlJSEm7cuAE/Pz+L+zC2cq/Yyr2GyhARkUvr1KkTbt68iTVr1mQ7WWy6wMBAVKpUyeKfnF4NuH37Nk6fPq08dTx79ixOnz6Nu3fvKvu8+eabWLZsmVLu168fvv32W6xduxYXLlzA+PHjce3aNbz11lvKPu+99x62bduG1atX48qVK1i2bBn+7//+D717987tJcmXd955Bz/88AO++OILXLx4EV988QV+/PFHvPvuu8o+y5Ytw5tvZsybEhYWBi8vLwwfPhxnz57Frl27MH/+fPTr108ZsfrWW28hPj4eEyZMwIULF7B27VqsXbtWWY48J8uXL8exY8cwd+5chIWFoW3btnj//feRmppq3QtARETk5rSKrWJjYwHkLrZas2aN2djq4cOHmDRpEn7//XfExcXhyJEjCA8Ph6+vr8nDSntgbOW4mBwjIiKXUbRoUbRt2xaFChXCq6++avP2Vq5cidatW2PEiBEAjAFk69atTYbR//PPP0hKSlLKHTp0wIQJEzB79my0atUKR48excqVK02CxTZt2uCzzz7DwoUL8b///Q9r1qzB4sWL0aBBA5uf09Pq16+PhQsXIiYmBv/73//w3Xff4csvvzRZXj0pKQn//POPUi5WrBi+/fZb3LhxA23btsXo0aPRv39/DBgwQNmnQoUKWLlyJX7++We0atUKc+bMwaRJk1StXnjx4kVMnjwZU6dOVZ5eT506Fffv38eMGTOsePZERESkVWw1atQoALmLrWbOnGk2thJFEWfPnkXfvn3RpEkTDBs2DEFBQdi6davJyDB7YGzluATZxWYdTUhIsN772E8RBAFly5bFjRs3OFGrhngfHAPvg2Ow5X24f/8+ihUrZtVj2ku3bt1QpUoVTJ482W5tWnUuEMoXS/fC0ve0p6dntnOSkGNhnKctXid1eJ3UcbfrlJ/YSus4Q4vYKi+0vk7OxNWulTXiPI4cIyIil3D37l1s2bIFhw8ftvvrh0RERESuhrEVuRNOyE9ERC7h1Vdfxb179zBmzJgsq/EQERERUe4wtiJ3wuQYERG5hKNHj2rdBSIiIiKXwdiK3AlfqyQiIiIiIiIiIrfF5BgREREREREREbktJseIiCgLd1g1itwLv6eJiIiIXJM14jwmx4iIKAsPDw88fPiQCQVyerIs4+HDh/Dw4DSrRESkHUEQkJqaqnU3iFyKNeM8RopERJRF4cKF8eTJEzx48EDrrjgFLy8vBrwOwty9KFCgAAoUKKBRj4iIiIAiRYrg33//RUpKSq4/yzhDHV4n9VzpWlkrzmNyjIiIzGJCQR1BEFC2bFncuHGDI+00xntBRESOShAEFC1aNE+f48+2nPE6qcdrZR5fqyQiIiIiIiIiIrfF5BgREREREREREbktJseIiIiIiIiIiMhtMTlGRERERERERERuy+Um5Lf1Uu1cCt4x8D44Bt4Hx8D74Bh4HxxHbu4F75tzYZznGHid1OF1UofXSR1eJ3V4ndRzh2uVm3MUZC5PQEREREREREREboqvVar0+PFjfPTRR3j8+LHWXXFrvA+OgffBMfA+OAbeB8fBe0F5xe8ddXid1OF1UofXSR1eJ3V4ndTjtTKPyTGVZFnGlStXwIF22uJ9cAy8D46B98Ex8D44Dt4Lyit+76jD66QOr5M6vE7q8Dqpw+ukHq+VeUyOERERERERERGR22JyjIiIiIiIiIiI3BaTYyp5enqic+fO8PT01Lorbo33wTHwPjgG3gfHwPvgOHgvKK/4vaMOr5M6vE7q8Dqpw+ukDq+TerxW5nG1SiIiIiIiIiIiclscOUZERERERERERG6LyTEiIiIiIiIiInJbTI4REREREREREZHbYnKMiIiIiIiIiIjclofWHdDK7t27sXXrViQnJyMwMBDh4eGoUaOGxf3PnDmD6OhoxMfHw9fXF+3bt0erVq1M9vnll18QExODW7duoUyZMujevTsaNGhg61Nxata+D3FxcYiJicGVK1eQkJCA3r1747XXXrPHqTg1a9+HvXv34tChQ4iLiwMABAUFoXv37ggODrb5uTg7a9+Lo0ePYtOmTbh58yYMBgP8/f3x+uuv4+WXX7bH6TgtW/yMSHf48GHMnTsXzz//PCIiImx1Ci7B2vfh4MGDWLhwYZbPrVq1Cl5eXjY5B9IG4zx1GIepwzhJPcYx6jDOUIdxgDq2+H56+PAhvv32W/z66694+PAh/Pz88NZbb6Fu3bq2Ph3tyG7o8OHDcrdu3eS9e/fKcXFx8rJly+RevXrJCQkJZve/deuW3KtXL3nZsmVyXFycvHfvXrlbt27yzz//rOxz7tw5uWvXrvLGjRvl+Ph4eePGjXK3bt3k8+fP2+u0nI4t7sOFCxfkFStWyD/99JPcr18/efv27fY6Hadli/swd+5c+fvvv5evXLkix8fHy1988YXcu3dv+c6dO/Y6Ladki3tx+vRp+ejRo3JcXJx848YNeceOHXLXrl3l48eP2+msnI8t7kO627dvywMGDJDHjRsnR0VF2fpUnJot7sOBAwfkt99+W757967JH3ItjPPUYRymDuMk9RjHqMM4Qx3GAerY4jqlpaXJH3/8sTx16lT577//lm/fvi3//fff8pUrV+x0Vtpwy9cqt2/fjubNm6NFixZKZrVUqVLYs2eP2f337NmDUqVKITw8HIGBgWjRogWaNWuGbdu2Kfvs2LEDISEhCAsLQ0BAAMLCwlC7dm3s2LHDXqfldGxxH4KDg/HWW2/hxRdfhKenp71OxanZ4j588MEHaN26NSpWrIiAgAAMHDgQsizj1KlT9jotp2SLe1GrVi00aNAAgYGB8Pf3R9u2bfHMM8/g7Nmz9jotp2OL+wAAkiRh3rx5ePPNN+Hn52ePU3FqtroPgiDAx8fH5A+5FsZ56jAOU4dxknqMY9RhnKEO4wB1bHGd9u/fj3///RejRo1C9erVUbp0aVSvXh0VK1a001lpw+2SY3q9HpcvX0ZoaKjJ9pCQEJw7d87sZy5cuICQkBCTbc8++ywuX74MvV4PADh//nyWfUJDQ3H+/Hkr9t512Oo+UO7Y6z48efIEer0eRYoUsU7HXZA97kV64H39+nXUrFnTep13Iba8D+vXr0exYsXQvHlz63fcxdjyPqSkpGDQoEEYOHAgPvvsM1y5csX6J0CaYZynDuMwdRgnqcc4Rh3GGeowDlDHVtfp2LFjqFKlCpYuXYp+/fph5MiR2LhxIyRJss2JOAi3m3Ps/v37kCQJxYsXN9levHhxJCcnm/1McnKy2f0NBgMePHgAX19fJCcnZ8k6+/j4WDymu7PVfaDcsdd9WL16NUqUKIE6depYre+uxpb34tGjRxgwYAD0ej1EUcQ777yT5YciGdnqPpw9exb79+/H9OnTbdV1l2Kr+1CuXDkMGjQIFSpUwOPHj7Fz506MHTsWM2bMQNmyZW11OmRHjPPUYRymDuMk9RjHqMM4Qx3GAerY6jrdunULCQkJeOmllxAZGYkbN25g6dKlkCQJnTt3ttXpaM7tkmPpBEFQtc1SnSzLOX5GluVs68k+94FyZsv7sGXLFhw+fBgTJkxw6oku7cUW98Lb2xszZsxASkoKTp06hRUrVqBMmTKoVauWlXrteqx5Hx4/foz58+djwIABKFasmHU76uKs/e+hatWqqFq1qlJfrVo1fPTRR9i1axf69u1rjS6Tg2Ccpw7jMHUYJ6nHOEYdxhnqMA5Qx9rXSZZlFCtWDAMGDIAoiggKCsLdu3exdetWJsdcSbFixSCKYpZM6r1797JkUNOZezJ4//596HQ6ZfizuX2yO6a7s9V9oNyx9X3YunUrNm3ahLFjx+KZZ56xZtddji3vhSiK8Pf3BwBUrFgR165dw+bNm506qLQVW9yH+Ph4JCQkICoqSqlPD0K6deuGOXPmKPeHjOz1M0IURVSuXBk3b960RrfJATDOU4dxmDqMk9RjHKMO4wx1GAeoY8ufeR4eHhDFjFm4AgICkJycDL1eDw8P10wjud2cYx4eHggKCsLJkydNtp88eRLVqlUz+5kqVapk2f/EiRMICgpSvjGqVq2aZRLNkydPmmSmKYOt7gPlji3vw9atW7FhwwaMHj0alStXtn7nXYw9/03Isoy0tLT8d9oF2eI+lCtXDp9//jmmT5+u/KlXrx5q1aqF6dOno1SpUjY7H2dlr38Psizjn3/+cfrJeCkD4zx1GIepwzhJPcYx6jDOUIdxgDq2uk7VqlXDzZs3TeYYu3HjBnx9fV32/3vADZNjANCuXTvs27cP+/fvR3x8PJYvX47ExES0bNkSALBmzRosWLBA2b9Vq1ZITExEdHQ04uPjsX//fuzfvx+vv/66sk/btm1x4sQJbN68WXmacerUKbz22mt2Pz9nYYv7oNfrERsbi9jYWOj1eiQlJSE2NtZpnwbYgy3uw5YtW7B27Vq899578PPzQ3JyMpKTk5GSkmL383MmtrgXmzZtwsmTJ3Hr1i1cu3YN27dvx6FDh9CkSRO7n5+zsPZ98PLyQoUKFUz+FC5cGN7e3qhQoYJLBxn5YYt/D+vWrcOff/6JW7duITY2Fl9++SViY2PRqlUru58f2Q7jPHUYh6nDOEk9xjHqMM5Qh3GAOra4Tq1atcKDBw+wfPlyXL9+HX/88Qc2bdqE1q1b2/387Mk5/6XkU+PGjfHgwQNs2LABd+/eRfny5REZGYnSpUsDAO7evYvExERlfz8/P0RGRiI6Ohq7d++Gr68v+vTpg0aNGin7VKtWDcOGDcPatWsRExMDf39/DBs2DFWqVLH7+TkLW9yHpKQkREREKOVt27Zh27ZtqFmzJiZMmGC3c3MmtrgPe/bsgV6vx6xZs0za6ty5M9588037nJgTssW9ePLkCZYsWYI7d+7Ay8sLAQEBGDJkCBo3bmz383MWtrgPlHu2uA8PHz7EokWLkJycjEKFCqFSpUqYOHEigoOD7X5+ZDuM89RhHKYO4yT1GMeowzhDHcYB6tjiOpUqVQqffPIJoqOjMWrUKJQoUQJt2rRBx44d7X16diXI6S8kExERERERERERuRm3fK2SiIiIiIiIiIgIYHKMiIiIiIiIiIjcGJNjRERERERERETktpgcIyIiIiIiIiIit8XkGBERERERERERuS0mx4iIiIiIiIiIyG0xOUZERERERERERG6LyTEiIiIiIiIiInJbTI4REREREREREZHbYnKMiIiIiIiIiIjcFpNjRERERERERETktpgcIyIiIiIiIiIit/X/Z+UOg0K744cAAAAASUVORK5CYII=", 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cMdYtW384W56ns2TZDCsAAABQ/3BbJQAACJrz6rMyyxe7Zeuqm2T/sU8IIwIAAAAOD8kxAADqGWOMLMuq89d0Jo2Wdv7s1tlTZslq275O4wAAAABqGskxAADqAbN3j5ysedLqVZK3VPLESN17yk4ZKatRk9p97T275dw4wqfOfuI1WY0a1+rrAgAAAHWB5BgAAGHO7N0jZ9pt0pYfJWP2L1j5jpx1ubLTptdagsz8sFHOfTftr2jdRvb9T9X5lWsAAABAbWHmXAAAwpyTNc8/MSZJjiPl55Utr43X/SDbJzFm/fkieR54msQYAAAAIgrJMQAAwt3qVf6JsXKOU7a8hnlnT5V56Um3bN9wt+yLRtX46wAAAAChxm2VAACEMWNM2RxjlfF6a2ySfuP1yrk2xafOfvA5WUe2OuxtAwAAAOGI5BgAAGHMsqyyyfcr4/HUTGJsZ6GcW32vDrOfelNWDMMFAIC/UDw9GQBqA6NdAADCXfee0sp3ym6hPJhtly0/TGZdrpxH7txf0aW7PDffd9jbBQBEllA+PRkAagvJMQAAwpydMlLOulwpP883QWbbUmKS7JSRh7V9Z8mrMm/Pd8vWpVfL/tMFh7VNAEDkCeXTkwGgNpEcAwAgzFmNmshOm37AmXqv5PHUyJl67303ST9sdMt22kOykjvXRNgAgAgTzNOTPSPGhiY4ADgMJMcAAKgHrEZNyn5wjBhbI3O8mN/2yZlwsU+dPWOerGZxh7VdAEAEC+bpySTHANRDdqgDAAAAVXPYibGtm30TYw0ayn7mLRJjAIAKVeXpyQBQ35AcAwAgipjPPpJz57Vu2Tq9nzxPviHLZkgAAKhYXT49GQDqGrdVAgAQJZx5s2Xef88tW2Nukf2Hs0MYEQCgXqmDpycDQCiQHAMAIMIZY+TcNFLavcuts++dLevopBBGBQCob2r76ckAECokxwAAiGBm9y9y/nKZT50963VZDRuFKCIAQH1Vm09PBoBQIjkGAECEMt9tkPPALfsr2naQZ8oToQsIAFDv1fTTkwEgHJAcAwAgAjkr3pGZ/7Rbts6/RPZQbncBANQcEmMAIgXJMQAAIoz38Xulr/7jlu2/3CPrhJNCGBEAAAAQvkiOAQAQIYzXK+faFJ86e/oLsuKPDFFEAAAAQPizQx0AAAA4fKZwh39i7Kk3SYwBAAAAh0ByDACAes6s/VLObaP3V5x4qjzPLpIVwwXiAAAAwKEwagYAoB5z3n5ZZslrbtm67FrZfc4LYUQAAABA/UJyDACAeso7ZaL00/du2f7bI7KO6RTCiAAAAGqHyftWVlLHUIeBCEVyDACAesbs2yfn+ot96uzH5stq2ixEEQEAANQO89s+ORP+N+7p3lOe6+8MbUCISMw5BgBAPWK25PkmxpoeIXvO2yTGAABAxDG/7tmfGJNkdekRumAQ0bhyDACAesJZ9YHMsw+7ZeusP8u+YnwIIwIAAKgdZlexnJtHumWrz/my+w0KYUSIZCTHAACoB5yMx2U+WuaW7XG3yTr1jBBGBAAAUDtM0Q45k/Y/ids6/xLZQ0dWsgZweEiOAQAQxozjyLlhhLTvV7fOvv9pWUe1CWFUiGTZ2dlatGiRioqKlJSUpNTUVHXp0qXC9mvXrlVmZqby8vIUHx+vIUOGaMCAAe7ylStXavbs2X7rzZs3Tw0aNKiVfQAA1F9me76cO8a6ZWtYquyBF4YwIkQDkmMAAIQp80uxnJt8z5LaT74hq0HDEEWESPfxxx8rIyNDY8aMUefOnbVs2TJNnTpVM2bMUEJCgl/7bdu2adq0aerXr58mTpyo9evXa+7cuYqLi1OvXr3cdo0bN9bMmTN91iUxBgA4mNnyo5y7J7hl6/LrZJ9zbggjQrRgQn4AAMKQ2bTeNzHWPlmeZxeRGEOtWrJkifr27at+/fq5V40lJCRo6dKlAdsvXbpUCQkJSk1NVVJSkvr166c+ffpo8eLFPu0sy1KLFi18/gAAcCDzw0bfxNiYW0iMoc5w5RgAAGHGWbZI5rW5btkacpnswcNDGBGiQWlpqTZt2qShQ4f61Hfr1k3r168PuM6GDRvUrVs3n7oePXpoxYoVKi0tVUxM2VBz7969Gj9+vBzH0THHHKNLL71UHTt2rDCWkpISlZSUuGXLstS4cWP33zWtfJu1se1IQj8Fh34KDv0UnGjpJ7NhrZz0292yff2dsnv8Iej1o6WfagJ9FRjJMQAAwoh3xt3S2i/dsn3zfbK6dA9dQIgaxcXFchxHzZs396lv3ry5ioqKAq5TVFQUsL3X69WuXbsUHx+vNm3aaPz48Wrfvr1+/fVXvfPOO7rrrrv00EMP6eijjw643aysLC1YsMAtd+zYUenp6WrVqtXh7eQhJCYm1ur2IwX9FBz6KTj0U3AiuZ/2fv6Jth+QGGs19Sk16n5atbYVyf1U0+grXyTHAAAIA6a0RM51F/nU2Q9lyGrRMkQRIVoFOpNc2dnlg5cZY3zqjz/+eB1//PHu8s6dO+v222/Xu+++q6uuuirgNlNSUjRo0CC/19i+fbtKS0uD3JPgWZalxMRE5efnu/HDH/0UHPopOPRTcCK9n5zP/yVn9lS37El7SIWtk6QtW6q0nUjvp5oUTX0VExMT9Ik1kmMAAISY+Xm7nNuv9qmzn86S5fGEKCJEo7i4ONm27XeV2M6dO/2uDivXokULv/bFxcXyeDxq1qxZwHVs29axxx6r/Pz8CmOJjY1VbGxswGW1OZA3xkT8D4WaQD8Fh34KDv0UnEjsJ+fjHJkXHnPL9t0zpXYdD2s/I7Gfagt95YsJ+QEACCGz5jPfxNhJvcom3icxhjoWExOj5ORk5ebm+tTn5uaqc+fOAdfp1KmTX/vVq1crOTnZnW/sYMYYff/990zKDwBRzFnxd9/E2H1PyWpX8VyUQG0jOQYAQIg4CzPlzLzHLVtXjJdn/B0hjAjRbtCgQVq+fLlycnKUl5enjIwMFRQUqH///pKk+fPna9asWW77AQMGqKCgQJmZmcrLy1NOTo5ycnI0ePBgt80bb7yhL7/8Ulu3btV3332np556St99950GDBhQ5/sHAAg95503ZOY/45btB+fKSmwbwogAbqsEAKDOGWPk3HmttG3/fBr2XTNktT82hFEBUu/evbVr1y4tXLhQhYWFateundLS0tz5OgoLC1VQUOC2b926tdLS0pSZmans7GzFx8dr9OjR6tWrl9tm9+7dmjNnjoqKitSkSRN17NhR99xzj4477rg63z8AQGg5CzNl3lvolu2HM2U1jw9hREAZkmMAANQhs/dXORMv9amzZ74iq0nTEEUE+Bo4cKAGDhwYcNmECRP86rp27ar09PQKt5eamqrU1NSaCg8AUE85L82W+eA9t2w/9rKspkeEMCJgP26rBACgjpjNP/gmxprHy57zNokxAAAQ0Zxnpvsmxp54lcQYwgpXjgEAUAecf62QeX6GW7b6nC/7snEhjAgAAKD2eWfcLa390i3bT74hq0HD0AUEBEByDACAWuY8N0PmkxVu2b4uTdbJfwxhRAAAALXPe//N0vf/dcv2U2/KquBpxkAo8a4EAKCWGMeRM2GYVFrq1tlT58hqlRjCqAAAAGqf969jpB3b3LL9TJYs2xPCiICKkRwDAKAWmF075dx8hU+dPXuBrNgGIYoIAACgbngnXCz9ts8t23PelmVZIYwIqBwT8gMAUMPMf9f6JsaSO8vz7CISYwAAIKIZY+S9ZohPYkwtW8l59VmZvXtCFxhwCFw5BgBADXKys2QWvOCWrZQrZJ93cQgjAgAAqH3GceSMG+q/4Oft0sp35KzLlZ02XVajJnUeG3AoXDkGAEAN8T50h09izJ40lcQYAACIeMbrDZwYK+c4Un6enKx5dRYTUBUkxwAAOEym5DeVjhksfbPGrbMfyZR1/O9DGBUAAEDtMyUlcq5NOXRDx5FWr6r9gIBqIDkGAMBhMAVblTe0t0+d/UyWrLj4EEUEAABQN8y+vXLGX7S/Ija28hW8XhljajcooBpIjgEAUE1m9b/LHlP+P9apZ5RNvM9jygEAQIQze36Rc/0lbtk6/U/SoU4Oejw8tRJhieQYAADV4LzxvJxZ97llO/UG2eNuC2FEAAAAdcMUF8m58TK3bPW/QHbqDVL3npJdQZrBtsuWA2GIp1UCAFAFxhg5addIO7a5dUfNekU7GjXjNgEAABDxzM8Fcm6/yi1bg0fIHjJCkmSnjJSzLlfKzyubY6ycbUuJSbJTRtZ1uEBQSI4BABAks3ePnInDfeo8s15Tg47HSlu2hCgqAACAumG2bZHzt3Fu2br0atl/umB/uVET2WnTy55KuXqV5PVKHo/UvafslJGyGjUJRdjAIZEcAwAgCCbvWzn33Li/omUr2Q/OlVXRrQMAAAARxPz0vZwpE92ydeX1ss8c4NfOatREnhFjpRFjZYxhjjHUCyTHAAA4BOejZTIZj7tl608XyL706hBGBAAAUHfMtxvkTL3FLdvjbpN16hmHXI/EGOoLkmMAAFTCmfOQzL8/dMv29XfJ6n5aCCMCAACoO2b9GjkP3+GW7RvulnXiqSGMCKh5JMcAAAjAOF4541J86uxpz8pKOCpEEQEAANQt89V/5Dx+r1u2b50qq/PvQxgRUDtIjgEAcBBTXCTnlit96uzZC2XFxoYoIgAAgLpl/vNPOc9Md8v2HY/I6tgphBEBtYdZhAEAOID5Zo1vYuz4E+R5dhGJMQAAEDWcf/7DNzE25QkSY4hoXDkGAMD/OO8ukHnzRbdsDRste2BKJWsAAABEFmfZIpnX5rpl+4GnZbVuE8KIgNpHcgwAAEneaZOkTevdsn37g7KO6xrCiAAAAOqWs/hVmUXz3bKd/ryslgkhjAioGyTHAABRzZT8Jmf8MJ86+9GXZB3RPEQRAQAA1D3ntedklr3tlhkPIZpUKzmWnZ2tRYsWqaioSElJSUpNTVWXLl0qbL927VplZmYqLy9P8fHxGjJkiAYMGBCw7UcffaSZM2fq1FNP1W233Vad8AAACIrZni/njrH7K2JiZD+5QJbNlJwAACB6OBkzZT5a7pbtmfNlNWkWwoiAulXl0f/HH3+sjIwMXXjhhUpPT1eXLl00depUFRQUBGy/bds2TZs2TV26dFF6erpSUlL0wgsv6JNPPvFru337dr300kuVJtoAAKgJ5otPfBJjVq9z5HnqTRJjAAAgqnhnT/VNjM16ncQYok6VfwEsWbJEffv2Vb9+/dyrxhISErR06dKA7ZcuXaqEhASlpqYqKSlJ/fr1U58+fbR48WKfdo7j6PHHH9cll1yi1q1bV29vAAAIgvPqs3JmT3XL1lU3yb765hBGBAAAUPe8D90hfbH/whV79kJZDRuFMCIgNKp0W2Vpaak2bdqkoUOH+tR369ZN69evD7jOhg0b1K1bN5+6Hj16aMWKFSotLVVMTFkICxYsUFxcnPr27auvv/76kLGUlJSopKTELVuWpcaNG7v/rmnl26yNbSN4HIfwwHEIDxyHqjPGyHtrqrTzZ7fOc88sWW07VHubHIfwwbEAACB43snXS5t/cMv201myPJ4QRgSETpWSY8XFxXIcR82b+07K17x5cxUVFQVcp6ioKGB7r9erXbt2KT4+XuvWrVNOTo6mT58edCxZWVlasGCBW+7YsaPS09PVqlWr4HeoGhITE2t1+wgOxyE8cBzCA8chOM7uX/TTJef41LVd8IHsxk1qZPsch/DBsQAAoHLeW0dJOwvdsv3MW0wtgahWrQn5A52Rrews7cHLjDFu/a+//qonnnhC48aNU1xcXNAxpKSkaNCgQX6vsX37dpWWlga9nWBZlqXExETl5+e78aPucRzCA8chPHAcgmd+2CjvvX/ZX3FUG3nuf1pbi3ZKRTsPa9sch/BRnWMRExNT6yfWAAAIF8YYOdemSI7j1tlz3uaqa0S9KiXH4uLiZNu231ViO3fu9Ls6rFyLFi382hcXF8vj8ahZs2bKy8vT9u3blZ6e7i4vH9AOHz5cjz32WMAzwLGxsYqNjQ34mrX548QYw4+fMMBxCA8ch/DAcaic80G2zEtPumXrzxfJvmiUpJr9vuA4hA+OBQAA/owxcsZesL+iQUN5nnwjdAEBYaRKybGYmBglJycrNzdXPXv2dOtzc3N12mmnBVynU6dO+uyzz3zqVq9ereTkZMXExKhNmzZ6+OGHfZa/+uqr2rt3rzvZPwAA1eGdPdV3ktkbJss68ZQQRgQAAFD3jOOVMy5lf8WRreV5cG7oAgLCTJVvqxw0aJCeeOIJJScn6/jjj9eyZctUUFCg/v37S5Lmz5+vn3/+Wddff70kacCAAcrOzlZmZqb69eunb775Rjk5ObrxxhslSQ0aNFD79u19XqNp06aS5FcPAEAwjNdbdsvAAez052S15PY5AAAQXUxpqZzrLtxf0f5Yee6aEbqAgDBU5eRY7969tWvXLi1cuFCFhYVq166d0tLS3Pk6CgsLVVBQ4LZv3bq10tLSlJmZqezsbMXHx2v06NHq1atXze0FAAD/Y3YWyrl1lE+d/dSbsmKqNc0mAABAvWV+2ydnwsX7K7r2kOeme0MXEBCmqvVLYeDAgRo4cGDAZRMmTPCr69q1q8+cYocSaBsAAByKWZcr55E791d06S7PzfeFLiAAAIAQMXv3yJk43C1bp54he9xtIYwICF+cRgcARARn8asyi+a7ZevSq2X/6YJK1gAAAIhMZvcuOX+53C1bZ/1Z9hXjQxgREN5IjgEA6j3vfTdJP2x0y3baQ7KSO4cwIgAAgNA4eIoJa+CFsoelhi4goB4gOQYAqLf85tGQZM+YJ6tZXIgiAgAACB2zY7ucv17tlq2UK2Sfd3ElawCQJDvUAQAAUB1m62bfxFjDxrKfeYvEGAAAiEom/yffxNhl40iMAUHiyjEAQL1jPvtIztP7H/Rinf4n2ak3hDAiAACA0DE/fivn3hvdsjX6L7J79w1hRED9QnIMAFCvOPNmy7z/nlu2xtwi+w9nhzAiAACA0DEb18l5cP9TKO3r0mSd/McQRgTUPyTHAAD1gjGm7KlLe35x6+x7Z8s6OimEUQEAAISO+Xq1nEfvcsv2X+6RdcJJIYwIqJ9IjgEAwp7Z/Yucv1zmU2fPel1Ww0YhiggAACC0zJefynnyAbds3/agrE5dQxgRUH8xIT8AIKyZ7zb4JsbadpDn2UUkxgAAQNRyPn3fNzF25wwSY8Bh4MoxAEDYcla8IzP/abdsnX+J7KEjQxgRAABAaDnvvyczb7Zbtu99UtbR7UIYEVD/kRwDAIQl7+P3Sl/9xy3bN90jqytzaAAAgOjlZL8psyDDLdtT58hqlRi6gIAIQXIMABBWjNcr59oUnzp7+guy4o8MUUQAAACh52TNk3nndbdsP5Qhq0XLEEYERA6SYwCAsGEKd8i5bbRPnf3Um7Ji+LoCAADRyzv/GZmcJW7ZfnSerCPiQhgREFmYkB8AEBbM2i98E2Mnnlo28T6JMQAAEMV2PHSXb2Ls8VdJjAE1jF8cAICQc96aJ/P3/bcJWJddK7vPeSGMCAAAIPS8j9+jPbkHzME66w1ZDRuGMCIgMpEcAwCElHfKROmn792y/bdHZB3TKYQRAQAAhJ532iRp03q3bD+1UFZMbAgjAiIXyTEAQEiYffvkXH+xT5392HxZTZuFKCIAAIDw4P3bOGnbFrfsmfOWZDErElBb+HQBAOqc2ZLnmxhrdoTsOW+TGAMAAFHPe+MIn8RY0uJVsmxPCCMCIh9XjgEA6pSz6gOZZx92y9bZf5Y9cnwIIwIAAAg9Y4ycsRf41HmeXSTL5poWoLaRHAOilDFGlmWFOgxEmEO9r5yMx2U+WuaW7XG3yTr1jLoIDQAAIGwZx5Ezbuj+iibN5Jk5n/E6UEdIjgFRxOzdIydrnrR6leQtlTwxUveeslNGymrUJNThoZ4K5n1lHEfODcOlfXvd9ez7n5Z1VJtQhQ0AABAWjOOVMy5lf0XrNvI88HToAgKiEMkxIEqYvXvkTLtN2vKjZMz+BSvfkbMuV3badBJkqLJg3lcqLZVz00if9ewn35DVgMeQAwCA6GZKS+Rcd9H+imN/J89fp4cuICBKcfMyECWcrHn+CQxJchwpP69sOVBFh3xfZTzhmxhrn1w2dwaJMQAAEOXMvn2+ibFup5EYA0KEK8eAaLF6lX8Co5zjlC0fMbZuY0L9d6j31WcfuUVryGWyBw+vo8AAVFd2drYWLVqkoqIiJSUlKTU1VV26dKmw/dq1a5WZmam8vDzFx8dryJAhGjBgQMC2H330kWbOnKlTTz1Vt912W23tAgCEPbNnt5wbR7hlq9c5sq++OYQRAdGNK8eAKGCMKZsLqjJeb1k7IEhBva/+x77lfhJjQD3w8ccfKyMjQxdeeKHS09PVpUsXTZ06VQUFBQHbb9u2TdOmTVOXLl2Unp6ulJQUvfDCC/rkk0/82m7fvl0vvfRSpYk2AIgGZlexb2Ksz/kkxoAQIzkGRAHLssomSa+Mx8PTcFAlQb2vJNkPZcj6Xbc6iAjA4VqyZIn69u2rfv36uVeNJSQkaOnSpQHbL126VAkJCUpNTVVSUpL69eunPn36aPHixT7tHMfR448/rksuuUStW7eui10BUAc4sVp1pmiHnJv3TzlhnX+J7MvGhTAiABK3VQLRo3tPaeU7Zbe6Hcy2y5YDVVXZ+0qSzjlPVouWdRsTgGopLS3Vpk2bNHToUJ/6bt26af369QHX2bBhg7p1801+9+jRQytWrFBpaaliYsqGmgsWLFBcXJz69u2rr7/++pCxlJSUqKSkxC1blqXGjRu7/65p5dvkJFHl6KfgRHo/mb175Lz5kszqVZLXW3aCtXtP2RdeUaWHO0V6PwVitufLSbvGLdsXj5Y98MJK14nGfqoO+il49FVgJMeAKGGnjJSzLlfKz/NNZNi2lJgkO2VkxSsDFXDfV4Em5W/TXvZFV4YmMABVVlxcLMdx1Lx5c5/65s2bq6ioKOA6RUVFAdt7vV7t2rVL8fHxWrdunXJycjR9evCTTGdlZWnBggVuuWPHjkpPT1erVq2C36FqSExMrNXtRwr6KTiR2E/Ont3aeu+NMj9+J5n940mz8h1Z/12rox55QXaTplXaZiT2UyAlP3yr/AMSY/HX36Fm51aeGDtQtPTT4aKfgkdf+SI5BkQJq1ET2WnTy54ueMCZPnXvKTtlZJXO9AHlrEZNpK49pM0/7K9seoT0h7N5XwH1VKAzyZWdXT54WfltVpZl6ddff9UTTzyhcePGKS4uLugYUlJSNGjQIL/X2L59u0pLg5vrsCosy1JiYqLy8/O5TawS9FNwIrmfvPOfkfnx24BPqS7N+06bn35YniAf8BTJ/XQw8/1/5b3vJrdsX3OLdvX4o3Zt2XLIdaOpnw4H/RS8aOqrmJiYoE+skRwDoojVqEnZgGXEWBljuJQWh8UYI+fOa6Vt+wd21p0zZHc4NoRRAaiuuLg42bbtd5XYzp07/a4OK9eiRQu/9sXFxfJ4PGrWrJny8vK0fft2paenu8vLB+LDhw/XY489FvDMdWxsrGJjYwO+Zm0O5I0xEf9DoSbQT8GJxH4yh3hKtfnyU5nh1wReXtE2I7CfDmQ2rJUz/a9u2Z7wN1k9/lDlfY70fqop9FPw6CtfJMeAKEViDIfD7P1VzsRLfersma/IquKtFADCR0xMjJKTk5Wbm6uePffPQ5mbm6vTTjst4DqdOnXSZ5995lO3evVqJScnKyYmRm3atNHDDz/ss/zVV1/V3r173cn+AdQPVXn6OePMMub/vpDz2GS3bN98n6wu3UMYEYCK8LRKAECVmM0/+CbGWrSUPedtEmNABBg0aJCWL1+unJwc5eXlKSMjQwUFBerfv78kaf78+Zo1a5bbfsCAASooKFBmZqby8vKUk5OjnJwcDR48WJLUoEEDtW/f3udP06ZN1ahRI7Vv396dsB9A+OPp51VjPv+Xb2Lsr9NJjAFhjBEJACBozr9WyDw/wy1bfQfJDnJuEQDhr3fv3tq1a5cWLlyowsJCtWvXTmlpae58HYWFhSooKHDbt27dWmlpacrMzFR2drbi4+M1evRo9erVK1S7AKA28fTzoDgf58i88JhbtifPlJXUMXQBATgkkmMAgKA4z82Q+WSFW7avS5N18h9DGBGA2jBw4EANHDgw4LIJEyb41XXt2tVnTrFDCbQNAPUDTz8/NCdnicwrc9yyfd9TshLbhjAiAMEgOQYAqJRxHDkThkkHPCHOnjpHVise/wwAQDTh6eeVc/7+usxb89yy/eBzso4M7kl5AEKL5BgAoEJm1045N1/hU2fPXiArtkGIIgIAAKHE088Dcxa8IJOd5ZbthzNlNY8PYUQAqoIJ+QEAAZn/rvVNjCV3lufZRSTGAACAJJ5+Xs556UnfxNhjL5MYA+oZrhwDAPhxsrNkFrzglq2UK2Sfd3EIIwIAAAg/zjPTZf7zT7dsP/Fq1N9eCtRHJMcAAD68D90hfbPGLduTpsk6/oQQRgQAABB+vI/eJX292i0z9QRQf5EcAwBIkkxJiZzxF/nU2Y9kyorjtgAAAIADee/7i/TDJrdsP/WmrBh+XgP1FZ9eAIBMwVY5adf41NnPZMmyPSGKCAAAIDx5b79a+nm7W2bMBNR/TMgPAFHOrP63T2LMOvWMson3GeQBAAD48E4Y5psYm/M2YyYgAnDlGABEMef152T+8bZbtkZNlH1G/xBGBAAAEH6MMXLGXrC/whMj+6mFPLETiBAkxwAgChlj5Px1jO+Zz8kzZSV1DGFUAAAA4cc4jpxxQ/dXNG8pz8MZoQoHQC0gOQYAUcbs3SNn4nCfOh47DgAA4M94vXKuTdlf0baDPFOeCF1AAGoFc44BQBQxed/6JsaObF02VwaJMQAAAB+m5DffxFjnE0mMARGKK8cAIEo4Hy2TyXjcLVv9L5B9ydUhjAgAACA8mX175Vx/yf6Kk3rJM/6O0AUEoFaRHAOAKODMeUjm3x+6Zfv6u2R1Py2EEQEAAIQns+cXOTde5pat0/8kO/WGEEYEoLaRHAOACGYcr5xxKT519rRnZSUcFaKIAAAAwpcpLpJzy5VumSvtgehAcgwAIpQpLpRzyyifOnv2QlmxsSGKCAAAIHyZnwvk3H6VW7aGXCZ78PBK1gAQKZiQHwAikPlmjW9i7PgT5Hl2EYkxAACAAMy2zb6JsUvHkBgDoghXjgFAhHHeXSDz5otu2Ro2WvbAlErWAAAAiF7mp+/lTJnolq3UG2Sf/qcQRgSgrpEcA4AI4p02Sdq03i3bt6fLOq5LCCMCAAAIX+bbb+RMvdUt2+Nuk3XqGSGMCEAokBwDgAhgSn6TM36YT5396EuyjmgeoogAAADCm1m/Rs7Dd7hl+4a7ZZ14aggjAhAqJMcAoJ4z2/PlpF2zvyImRvaTC2TZTCsJAAAQiPnqP3Iev9ct25Omyjr+9yGMCEAo8csJAOqxPf9aKe8BiTGr1znyPPUmiTEAAFDrjDGhDqFanH//0zcxdscjJMaAKMeVYwBQT3nnP6MdOUvcsnXVTbL/2CeEEQEAgEhn9u6RkzVPWr1K8pZKnhipe0/ZKSNlNWoS6vAOyflwqcyLs9yyPWWWrLbtQxcQgLBAcgwA6hljjJxJqdLOQreOgR0AAKhtZu8eOdNuk7b8KB141djKd+Ssy5WdNj2sE2TOP96Wef05t2w/8Iys1keHMCIA4YL7bgCgHjF7dssZe4FPYswz63USYwAAoNY5WfP8E2OS5DhSfl7Z8jDlLJrvmxhLf57EGAAXyTEAqCfMDxvl3Dhif8VRbZW05N+yGjUOXVAAACB6rF7lnxgr5zhly8OQ89pzMotfdcv2oy/JapkQwogAhBtuqwSAesD5IFvmpSfdsnXuRfJclCrLskIYFQAAiBbGmLI5xirj9coYE1bjEydjpsxHy92yPXO+rCbNQhgRgHBEcgwAwpx39lTpi0/csn3DZFknnhLCiAAAQLSxLKts8v3KeDxhlRjzPvmA9OWnbtme9bqsho1CGBGAcEVyDADClPF65Vyb4lNnpz8nq2WrEEUEAACiWvee0sp3ym6hPJhtly0PE97pf5U2rHXL9uyFsmJjQxgRgHDGnGMAEIZM0c/+ibGn3iQxBgAAQsZOGSkd1SbwwqPalC0PA967J/gmxp7OIjEGoFIkxwAgzJh1uXImpe6v6NJdnmcXyYrhYl8AABBiFczHX2F9HfPecmXZEzX/x37mLVkeTwgjAlAfVOuXVnZ2thYtWqSioiIlJSUpNTVVXbp0qbD92rVrlZmZqby8PMXHx2vIkCEaMGCAu/zTTz9VVlaW8vPz5fV6lZiYqMGDB+uss86qTngAUG85i1+VWTTfLVuXjpH9pyEhjAgAAKCMkzVP2vpT4IXbNsvJmifPiLF1G9T/GGPKrro/4JZPe87bYTUHGoDwVeXk2Mcff6yMjAyNGTNGnTt31rJlyzR16lTNmDFDCQn+j8Pdtm2bpk2bpn79+mnixIlav3695s6dq7i4OPXq1UuS1KxZM1144YVq06aNYmJi9Pnnn2v27NmKi4tTjx49DnsnAaA+8N53k/TDRrdspz0kK7lzCCMCAAA4wOpVkqngEjHHKVseguSYMUbO2Av2VzRsJM+s1+s8DgD1V5WTY0uWLFHfvn3Vr18/SVJqaqpWr16tpUuX6rLLLvNrv3TpUiUkJCg1NVWSlJSUpI0bN2rx4sVucuyEE07wWee8887T+++/r3Xr1pEcAxDxzG/75Ey42KfOfuxlWU2PCFFEAAAAvowxkre08kZer4wxdXq1lnG8csYdME/rka3leXBunb0+gMhQpeRYaWmpNm3apKFDh/rUd+vWTevXrw+4zoYNG9StWzefuh49emjFihUqLS1VzEFz6BhjtGbNGm3evFmXX355hbGUlJSopKTELVuWpcaNG7v/rmnl2+Sy3NDiOIQHjkPNMVs3y/nbuP0VDRvL88SrsuxDTwnJcQgPHIfwwbEAgNpjWZbkOcTPR4+nbhNjpaVyrrtwf0WH4+S589E6e30AkaNKybHi4mI5jqPmzZv71Ddv3lxFRUUB1ykqKgrY3uv1ateuXYqPj5ck7dmzR+PGjVNpaals29bVV1/tl1Q7UFZWlhYsWOCWO3bsqPT0dLVqVbtPcktMTKzV7SM4HIfwwHE4PHv+uUw7pv3VLTftP0Qt/3J3lbfDcQgPHIfwwbEAgFrSvae08h2feb1ctl22vI74XXnftYc8N91bZ68PILJUa0L+QGcDKjtDcPAy87/71A+sb9SokR566CHt3btXX331lV588UUdddRRfrdclktJSdGgQYP8XmP79u0qLT3E5b7VYFmWEhMTlZ+f78aPusdxCA8ch8PnfelJmfffc8v2Nbdq3x/O1pYtW4LeBschPHAcwkd1jkVMTEytn1gDgEhhp4yUsy5Xys/zTZDZtpSYJDtlZJ3EYfbukTNxuFu2Tj1D9rjb6uS1AUSmKiXH4uLiZNu231ViO3fu9Ls6rFyLFi382hcXF8vj8ahZs2ZunW3b7pneY445Rj/99JPeeuutCpNjsbGxio2NDbisNn+cGGP48RMGOA7hgeNQdcYYOX+5XNrzi1tn3ztb1tFJ1e5LjkN44DiED44FANQOq1ET2WnTy55auXqV5PVKHo/UvafslJGyGjWp9RjM7l1lY6nymM7+s+yR42v9dQFEtiolx2JiYpScnKzc3Fz17Ln/ktnc3FyddtppAdfp1KmTPvvsM5+61atXKzk52W++sQMZY3zmFAOA+s7s/kXOX3wfXGLPekNWw4YhiggAAKBqrEZN5BkxVhoxtu4n399ZKOfWUftj+fNFsi8aVckaABCcQ8/4fJBBgwZp+fLlysnJUV5enjIyMlRQUKD+/ftLkubPn69Zs2a57QcMGKCCggJlZmYqLy9POTk5ysnJ0eDBg902WVlZys3N1datW/XTTz9pyZIl+uCDD3TmmWfWwC4CQOiZ7zb4JsbadpDn2UUkxgAAQL1Vp4mxHdt8E2MXXkliDECNqfKcY71799auXbu0cOFCFRYWql27dkpLS3Pn6ygsLFRBQYHbvnXr1kpLS1NmZqays7MVHx+v0aNHq1evXm6bffv2ae7cudqxY4caNGigtm3bauLEierdu3cN7CIAhJaz4h2Z+U+7ZWvQpbIvqPhpvAAAAPVBXV05ZvLz5Ny1/9ZJ67JrZfc5r9ZfF0D0qNaE/AMHDtTAgQMDLpswYYJfXdeuXZWenl7h9oYPH67hw4dXuBwA6ivv4/dKX/3HLds33SOr60khjAgAAKD6zN49B8w5Vip5Ymp1zjHzwyY59/3FLVuj/yK7d98afx0A0a1ayTEAQOWM1yvn2hSfOnv6C7LijwxRRAAAAIfH7N0jZ9pt0pYfpQMffLLyHTnrcmWnTa/RBJnZuE7Og/ufQmlflybr5D/W2PYBoFyV5xwDAFTOFO7wT4w99SaJMQAAUK85WfP8E2OS5DhSfl7Z8hpivl7tmxj7yz0kxgDUGpJjAFCDzNov5Nw2en/FiaeWTbxfydN5AQAA6oXVq/wTY+Ucp2x5DTBffiLn0bvcsn37g7JOYFoKALWHX2sAUEOct+bJ/P11t8xksQAAIFIYY8rmGKuM13vYk/Q7n6yUee5Rt2zfNUNW+2OrvT0ACAbJMQCoAd4pE6WfvnfL9p2PyupwXMjiqaunRwEAgOhgWVbZ5PuV8XgOLzG28l2Zl59yy/a9s2UdnVTt7QFAsEiOAcBhMPv2ybn+Yp86+7H5spo2q/tY6vjpUQAAIMp07ymtfKfsFsqD2XbZ8mpyst+UWZCxf3NT58hqlVjt7QFAVZAcA4BqMlvy5Nw9fn9FsyNkPzovJFds1fXTowAAQPSxU0bKWZcr5ef5JshsW0pMkp0yslrbdbLmybyzf2oK+6EMWS1aHm64ABA0JuQHgGpwVn3gkxizzv6zPDNeDtmtjHX59CgAABCdrEZNZKdNl845TzqytdTiyLK/zzmv2ifivPOf8U2MzZhHYgxAnePKMQCoIifjcZmPlrlle9xtsk49I4QRKbinR40YW7cxAQCAiGM1aiLPiLHSiLGHPcfpjofulFn5nlu2H39VVmOudAdQ90iOAUCQjOPIuWG4tG+vW2ff/7Sso9qEMKq6e3oUAADAgQ5nXOF9bIr2rPnMLdtPviGrQcOaCAsAqozkGAAEwfxSLOcm33k0wmUQVxdPjwIAAKgp3qm3St9+45btpxbKiokNYUQAoh1zjgHAIZhN630TYx2Ok+fZRWGRGHN171k2GW4gh/n0KAAAgJri/ds4n8SYZ85bJMYAhBzJMQCohLNskZxpk9yydcFl8tz5aAgjCsxOGSklJvknyA7z6VEAAAA1xXvjCGnbFrectHiVLNsTwogAoAy3VQJABbwz7pbWfumW7Vvul/W7bqELqBLlT49ysuaVTb7v9Uoej9S9p+yUkdV6ehQAAEBNMMbIGXuBT53n2UWyKrrqHQDqGMkxADiIKS2Rc91FPnX2Qxlh/1jxmnx6FAAAQE0wjiNn3ND9Fc2OkGfGy4xTAIQVkmMAcADz83Y5t1/tU2c/nSXLU78u+WfACaC6srOztWjRIhUVFSkpKUmpqanq0qVLhe3Xrl2rzMxM5eXlKT4+XkOGDNGAAQPc5Z9++qmysrKUn58vr9erxMREDR48WGeddVZd7A6AEDJer5xrU/ZXJLaV576nQhcQAFSA5BgA/I/56jM5j9+zv+KkXvKMvyN0AQFAHfv444+VkZGhMWPGqHPnzlq2bJmmTp2qGTNmKCEhwa/9tm3bNG3aNPXr108TJ07U+vXrNXfuXMXFxalXr16SpGbNmunCCy9UmzZtFBMTo88//1yzZ89WXFycevToUcd7CKCumJISOeMPuBL/2N/J89fpoQsIACpBcgwAJDkLM2XeW+iWrSvGyz7rzyGMCADq3pIlS9S3b1/169dPkpSamqrVq1dr6dKluuyyy/zaL126VAkJCUpNTZUkJSUlaePGjVq8eLGbHDvhhBN81jnvvPP0/vvva926dSTHgAhl9u2Tc/3F+yu6nSbPxLtCFxAAHALJMQBRzRgj585rfZ6cZN/1mKz2ySGMCgDqXmlpqTZt2qShQ4f61Hfr1k3r168PuM6GDRvUrZvvg0p69OihFStWqLS0VDExvkNNY4zWrFmjzZs36/LLL68wlpKSEpWUlLhly7LUuHFj9981rXyb3JJeOfopONHeT2bPbjk3DHfL1h/7yHP1zX7tor2fgkU/BYd+Ch59FRjJMQBRy+z9Vc7ES33q7JmvyGrSNEQRAUDoFBcXy3EcNW/e3Ke+efPmKioqCrhOUVFRwPZer1e7du1SfHy8JGnPnj0aN26cSktLZdu2rr76ar+k2oGysrK0YMECt9yxY0elp6erVatW1dy74CQmJtbq9iMF/RScaOwn784ibR4z2C03GzJc8eNurXSdaOyn6qCfgkM/BY++8kVyDEBUMpt/kDP5+v0VLVrKnv4CZ1AARL1A/w9W9n/jwcuMMX71jRo10kMPPaS9e/fqq6++0osvvqijjjrK75bLcikpKRo0aJDfa2zfvl2lpaXB70yQLMtSYmKi8vPz3fjhj34KTrT2kynaIe+tqW7ZGnSp9g65XFu2bAnYPlr7qarop+DQT8GLpr6KiYkJ+sQayTEAUcf51wqZ52e4ZavvINkjxoYwIgAIvbi4ONm27XeV2M6dO/2uDivXokULv/bFxcXyeDxq1qyZW2fbtnuG+phjjtFPP/2kt956q8LkWGxsrGJjYwMuq82BvDEm4n8o1AT6KTjR1E9me76cO/aPpayLR8sekBLU/kdTPx0O+ik49FPw6CtfdqgDAIC65Dw3wycxZl+XRmIMAFR2djU5OVm5ubk+9bm5uercuXPAdTp16uTXfvXq1UpOTvabb+xAxhifOcUA1F9m8w++ibErxssekBLCiACg6kiOAYgKxnHkvfZCmU9WuHX21DmyTv5jCKMCgPAyaNAgLV++XDk5OcrLy1NGRoYKCgrUv39/SdL8+fM1a9Yst/2AAQNUUFCgzMxM5eXlKScnRzk5ORo8eP+cQ1lZWcrNzdXWrVv1008/acmSJfrggw905pln1vn+AahZ5vuNPtNUWGNu4WnfAOolbqsEEPHMrp1ybr7Cp86evUBWbIMQRQQA4al3797atWuXFi5cqMLCQrVr105paWnufB2FhYUqKChw27du3VppaWnKzMxUdna24uPjNXr0aPXq1ctts2/fPs2dO1c7duxQgwYN1LZtW02cOFG9e/eu8/0DUHPMhrVypv/VLdvX3ymre88QRgQA1UdyDEBEM/9dKyd9/8BNx/5Onr9OD11AABDmBg4cqIEDBwZcNmHCBL+6rl27Kj09vcLtDR8+XMOHD6+x+ACEnlnzuZyZU9yyfcv9sn5X8RNoASDckRwDELGc7CyZBS+4ZevCK2WfOyyEEQEAANRv5rOP5Tz9oFu20x6SlRx4XkIAqC9IjgGISN6H7pC+WeOW7UnTZB0f+KloAAAAODTno+UyGTPdsj15pqykjiGMCABqBskxABHFlJTIGX+RT539SKasuPgQRQQAACKBMUaWZYU6jJBxcpbIvDLHLdv3PSUd1SaEEQFAzSE5BiBimIKtctKu8amzn8mSZXtCFBEAAKjPzN49crLmSatXSd5SyRMjde8pO2WkrEZNQh1enXH+/rrMW/P2V/TuJ+exyVHdJwAiC8kxABHBrF4lZ9b9btk69QzZ424LYUQAAKA+M3v3yJl2m7TlR8mY/QtWviNnXa7stOlRkQxyFrwgk521v+KottK/cqK6TwBEHjvUAQDA4XJee843MZZ6A4kxAABwWJysef6JMUlyHCk/r2x5hHNenOWbGDtzgLRtc1T3CYDIRHIMQL1ljJH39qtllr3t1tmTH5d9+p9CGBUAAIgIq1f5J4HKOU7Z8gjmffpBmQ+XumX7idektV9GdZ8AiFzcVgmgXjJ798iZONynzn7iVS7lBwAAh80YUzafVmW83oidpN/7yJ3Suly3bM9eIMXERnWfAIhsXDkGRClT0Vm/esDkfeubGDuytew5b5MYCwP1+X0FAEA5y7LKJpqvjMcTkUkg7703+ibGnnpTVmyDqO4TAJGPK8eAKBIJT1xyPlomk/G4W7b6XyD7kqtDGBEi4X0FAICf7j2lFe9IxvFfZtllyyOM9/arpZ+3u2W/p3537ymtfKfsFsqD2ZHZJwCiA8kxIEpEwhOXnDkPyfz7Q7dsX3+XrO6nhTAiRML7CgCAQKxzL5L54D2pNEAiyGPLOveiug+qFnknDJN++80t23Pe9rsKzE4ZKWddrpSf55sgs20pMUl2ysi6ChcAahS3VQJRoj4/cck4XnmvGeKbGJv2LImxMFCf31cAAFTGvLtQKq1gji2vt2x5BDDGyHvNkP2JsZjYgIkxSbIaNZGdNl065zzpyNZSiyPL/j7nPE6IAajXuHIMiBbBPHFpxNi6jSkIprhQzi2jfOrs2QtlxcaGKCL4qKfvKwAADqmyJy8aExHfccZx5Iwbur+iRUt5HsqodB2rURN5RoyVRoxl8n0AEYMrx4AoUJUnLoUT880a38RY5xPleXYRibEwUV/fVwAAHEo0fMeZ0lLfxFjbDodMjB2MxBiASMGVY0AUqI9PF3LeXSDz5otu2bp4tOwBKSGMCAerj+8rAACCEenfcabkNznjh+2v6HyiPLc+ELqAACDEuHIMiBbde5ZNlhpImD1dyDttkk9izL49ncRYuKpH7ysAAKokQr/jzL69vomxk3qRGAMQ9UiOAVHCThkpJSb5D/LC6OlCpuS3sglhN6136+xHX5J1XJcQRoXK1If3FQAA1RGJ33Fmzy9yrr/ELVtn9Jdn/B0hjAgAwgO3VQJRovzpQk7WvLIJZL1eyeORuveUnTIy5E8XMtvz5dxxwKS2MTGyn1wgq6IztggL4f6+AgCguiLtO84UF8m55Uq3bA0YKvviq0IYEQCED5JjQBQJ16cLmS8+kTN7qlu2ep0j++qbQxgRqiJc31cAAByuSPmOMz9vl3P71W7ZuuAy2YOGhzAiAAgvJMeAKBUugzvnlTkyOUvcsnXVTbL/2CeEEeFwhMv7CgCAmlZfv+PMts1y/natW7YuHSP7T0NCGBEAhB+SYwBCwhgjZ1KqtLPQrbPvmSWrTfvQBQUAABBBzE/fy5ky0S1bqTfIPv1PIYwIAMITyTEAdc7s2S3nxhE+dfYTr8lq1DhEEQEAAEQW8+03cqbe6pbta2+XdcrpIYwIAMIXM10DqFPmh42+ibGj2sqe8zaJMQAAgBpi1n/lmxi7YTKJMQCoBFeOAagzzgfZMi896Zatcy+SfeGoEEYEAAAQWUzuv+U8cZ9btidNlXX870MYEQCEP5JjAOqEd/ZU6YtP3LJ9w2RZJ54SwogAAAAii/PvD2XmPOSW7TsekdWxUwgjAoD6geQYgFplvF4516b41Nnpz8lq2SpEEQEAAEQe58OlMi/Ocsv2lFmy2vKgIwAIBskxALXGFP1c9kTKA9hPvSkrhv96AAAAaorzj7dlXn/OLdsPPCOr9dEhjAgA6hcm5AdQK8y6XN/EWNeT5Hl2EYkxAACAGuQsmu+bGJv+AokxAKgifqUCqHHO4ldlFs13y9bwa2T3GxzCiAAAACKP89pcmWWL3LL96EuyjmgewogAoH4iOQagRnnvu0n6YaNbttMekpXcOYQRAQAARB7n+cdk/pXjlu2Zr8hq0jSEEQFA/UVyDECNML/tkzPhYp86+7GXZTU9IkQRAQAARCbvrPul1avcsj3rdVkNG4UwIgCo35hzDMBhM1s3+ybGGjaW/cxbJMYAAABqmDf9r76JsdkLSYwBwGHiyjEAh8V89pGcp9PdsnX6n2Sn3hDCiAAAACKT9+4J0pYf3bL9dJYsjyeEEQFAZCA5BqDavC89KfP+e27ZGnOL7D+cHcKIAAAAaocxRpZlhez1vTdfIe3a6ZbtZ96SZXMjEADUBJJjAKrMGKOfLu0r80uxW2ffN1tWYlIIowIAAKhZZu8eOVnzym5j9JZKnhipe0/ZKSNlNWpSNzEYI2fcUMkYt86e83ZIE3UAEGlIjgGoErP7Fzl/ucynzp71hqyGDUMUEQAAQM0ze/fImXZb2W2MBySmtPIdOetyZadNr/UEmTFGztgL9lc0bCzPrNdq9TUBIBpxHS6AoJnvNvgmxtoeI8+zi0iMAQCAiONkzfNPjEmS40j5eWXLa5FxvL6JsSNbkxgDgFpCcgxAUJwV78h54Ba3HDd8jGLueSKEEQEAANSi1av8E2PlHMfniZE1zZSWyhmXsr+iw3HyPDi31l4PAKIdt1UCOCTv4/dKX/3HLds33avmfzpPe7ZsCWFUAAAAtcMYUzbHWGW83lqZpN/8tk/OhIv3V5xwkjx/uadGXwMA4KtaybHs7GwtWrRIRUVFSkpKUmpqqrp06VJh+7Vr1yozM1N5eXmKj4/XkCFDNGDAAHf5smXL9MEHH+jHH8seS5ycnKwRI0bouOOOq054QLWE+glEdS2Y/TVer5xrU3zq7OkvyG6ZUJuhAQAAhJRlWWWT71fG46n5xNjePXImDt8fx2lnyh47qUZfAwDgr8rJsY8//lgZGRkaM2aMOnfurGXLlmnq1KmaMWOGEhL8fzBv27ZN06ZNU79+/TRx4kStX79ec+fOVVxcnHr16iWpLHl2+umnq3PnzoqNjdXbb7+t+++/X48++qhatmx5+HsJVCAcnkBUl6qyv6Zwh5zbRvvU2U+9KSuGC04BAEAU6N5TWvlO2S2UB7PtsuU1yPxSLOemkW7ZOudc2ZdfV6OvAQAIrMpzji1ZskR9+/ZVv3793KvGEhIStHTp0oDtly5dqoSEBKWmpiopKUn9+vVTnz59tHjxYrfNDTfcoIEDB+qYY45R27Ztde2118oYo6+++qr6ewYcgvsEohV/l3Zsk4p+Lvt75Ttypt0ms3dPqEOsUVXZX/N/X/gmxrqdVjbxPokxAAAQJeyUkVJiUlkizGeBLSUmlS2vIaboZ9/E2J8vIjEGAHWoSsmx0tJSbdq0Sd27d/ep79atm9avXx9wnQ0bNqhbt24+dT169NCmTZtUWhr4Pv59+/aptLRUzZo1q0p4QJWE+glEdS3Y/XXemifnscnuYuvya+WZeFddhgoAABByVqMmstOmS+ecJx3ZWmpxZNnf55wnO216jd1lYHZskzMpdf/rXnil7ItG1ci2AQDBqdJlIMXFxXIcR82bN/epb968uYqKigKuU1RUFLC91+vVrl27FB8f77fOyy+/rJYtW+rEE0+sMJaSkhKVlJS4Zcuy1LhxY/ffNa18m9E0J1U4qtHjEMQTiKzLxh3+64SLIPbXu/4r6afv3WrPnTNkHeM/9x+fh/DAcQgPHIfwwbEAUNOsRk3kGTFWGjG2dibfz8+Tc9f4/a932bWy+5xXo68BADi0at0jFehLobIvioOXmf/9QA+0zttvv62PPvpIU6ZMUYMGDSrcZlZWlhYsWOCWO3bsqPT0dLVq1eqQ8R+OxMTEWt0+gnO4x8EYoy0y8lbSxiOjxMTEiPiRFcz+asc2n2LbV3NkHxFX6Xb5PIQHjkN44DiED44FgNpQ44mxHzbJue8v+7d/9U2ye/Wp0dcAAASnSsmxuLg42bbtd5XYzp07/a4OK9eiRQu/9sXFxfJ4PH63TS5atEhZWVm666671KFDh0pjSUlJ0aBBg9xy+ZfV9u3bK7xd83BYlqXExETl5+e7yT3UvZo8Dl5VPsDxylJ+fv5hvUY4OdT+upodIc+Ml7X1l93SL7sDNuHzEB44DuGB4xA+qnMsYmJiav3EGoDIUJNXjpmN6+Q8eJtbtsffIeukXjWy7boUbU97BxC5qpQci4mJUXJysnJzc9Wz5/6ns+Tm5uq0004LuE6nTp302Wef+dStXr1aycnJijlgcu9FixZp4cKF+tvf/qZjjz32kLHExsYqNjY24LLa/HFijOHHTxiokeMQxBOIIupYV7a//2Od/WfZI8su7Q9m3/k8hAeOQ3jgOIQPjgWAmlIbTzY3a7+UM+Nut2zfdI+srifVVMi1Ltqe9g4gOlT5aZWDBg3S8uXLlZOTo7y8PGVkZKigoED9+/eXJM2fP1+zZs1y2w8YMEAFBQXKzMxUXl6ecnJylJOTo8GDB7tt3n77bb366qu67rrr1Lp1axUVFamoqEh79+6tgV0EAqvLJxCFgwr393+sq/7iJsYAAACiXW082dx88YlvYuz2B+tfYiyKnvYOIHpUec6x3r17a9euXVq4cKEKCwvVrl07paWlubckFBYWqqCgwG3funVrpaWlKTMzU9nZ2YqPj9fo0aPVq9f+y4aXLl2q0tJSPfrooz6vNWzYMF1yySXV3TegUuVPINp/5ssreTwRe+bL3d83Xyob0By47K4Zstsf+opNAACAaBHMk749I8YGv71PVso8t//3jn3XDFn1bPxV030CAOGiWhPyDxw4UAMHDgy4bMKECX51Xbt2VXp6eoXbe/LJJ6sTBnDYavsJRGGntNQvMWY/+YasBg1DFBAAAECYCuJJ3woyEeSsfFfm5afcsn3vbFlHJ9VElHWrBvsEAMJJlW+rBCJVpCfGzKb1cm464FbRDsfJ8+wiEmMAAAAHMcaUzadVGa83qPkNnfcW+ibGpj1bLxNjNdknABBuqnXlGID6xVm2SOa1uW7ZuuAy2YOGhzAiAACA8GVZVtlE85XxeA55ctXJeknmnTfcsv1QhqwWLWsixDpXU30CAOGIK8eACOedcbdPYsy+5X4SYwAAAIfSvaekihI91v+WV8z78lO+ibEZ8+ptYszVvWeFD3cqf9o7ANRHJMeACGVKS+S9Zoi09ku3zn4oQ9bvuoUuKAAAgPqiz3mSKrpF0PxveWA7HrpTZsU7btl+/FVZzeJqNr4QiLanvQOIHiTHgAhkft4u57qLfOrsp7Pq/9lKAACAuvLM9Got9z42RXtWvueW7SffkNU4Mp6CXv70c51znnRka6nFkWV/n3Oe7LTpEfe0dwDRgznHgAhjvvpMzuP37K84+Y/yXJcWuoAAAADqo80/VHm5d+qt0rffuGX7qYWyYmJrOrKQirqnvQOICiTHgAjiLMyUeW+hW7aumCD7rIEhjAgAUN9kZ2dr0aJFKioqUlJSklJTU9WlS5cK269du1aZmZnKy8tTfHy8hgwZogEDBrjLly1bpg8++EA//vijJCk5OVkjRozQcccdV+v7AlSX4zjSoZ66aIwcx5H9v1sMvXeMlbbnu4s9c96SrMi+UYfEGIBIQXIMiADGGDl3Xitt2+LW2Xc9Jqt9cgijAgDUNx9//LEyMjI0ZswYde7cWcuWLdPUqVM1Y8YMJSQk+LXftm2bpk2bpn79+mnixIlav3695s6dq7i4OPXq1UtSWfLs9NNPV+fOnRUbG6u3335b999/vx599FG1bMnt/ghPtm3La1mVJ8gsa39i7Ibh0q973EVJS/6t/Px8mUMl2Oo5rhwDEClIjgH1nNn7q5yJl/rU2TNfkdWkaYgiAgDUV0uWLFHfvn3Vr18/SVJqaqpWr16tpUuX6rLLLvNrv3TpUiUkJCg1NVWSlJSUpI0bN2rx4sVucuyGG27wWefaa6/Vp59+qq+++kpnn3127e4QcDjatJfyvqt0uTFGztgLfKo9zy6K6ISR2btHTtY8afUqyVsqeWKk7j1lp4xkzjEA9VZkX+cLRDiz+QffxFiLlrLnvE1iDABQZaWlpdq0aZO6d+/uU9+tWzetX78+4DobNmxQt26+T0Hu0aOHNm3apNLS0oDr7Nu3T6WlpWrWrFnNBA7UltQbKl8+6nrfxFizI6IjMTbtNmnF36Ud26Sin8v+XvmOnGm3yezdc+iNAEAY4soxoJ5y/rVC5vkZbtnqO0j2iLEhjAgAUJ8VFxfLcRw1b97cp7558+YqKioKuE5RUVHA9l6vV7t27VJ8fLzfOi+//LJatmypE088scJYSkpKVFJS4pYty1Ljxo3df9e08m1GclKjJkRdP2U8XvnyB27d/+/Etoq5/2lJkd1PTtY8acuP/rebOo6Unyfz1stBj0cjuZ9qEv0UHPopePRVYCTHgHrIee5RmU9WumV7/B2yTuoVuoAAABEj0GC5sgH0wcvK51gKtM7bb7+tjz76SFOmTFGDBg0q3GZWVpYWLFjgljt27Kj09HS1atXqkPEfjsTExFrdfqSIln768VBPq/yfBl2766iHnvOrj8R+2rzmM3krmkfNcWSv+UxHH310lbYZif1UG+in4NBPwaOvfJEcA+oR4zhyxl8keb1unT11jqxW/McGADg8cXFxsm3b7yqxnTt3+l0dVq5FixZ+7YuLi+XxePxum1y0aJGysrJ01113qUOHDpXGkpKSokGDBrnl8kTb9u3bK7xd83BYlqXExMSomED9cERTPwX1tEpJ6naanBvu1pYt+x+KFKn9ZIyR97ffKm3j3bdPmzdvDuqKlEjtp5pGPwWHfgpeNPVVTExM0CfWSI4B9YTZtVPOzVf41NmzF8qKjQ1RRACASBITE6Pk5GTl5uaqZ8+ebn1ubq5OO+20gOt06tRJn332mU/d6tWrlZycrJiY/cPMRYsWaeHChfrb3/6mY4899pCxxMbGKraC77faHMgbYyL+h0JNiIZ+sixLOtTTKiV5Jt5VYV9EZD95PEEtr8p+R2Q/1QL6KTj0U/DoK19MyA/UA+a/a30TY8f+rmzCVxJjAIAaNGjQIC1fvlw5OTnKy8tTRkaGCgoK1L9/f0nS/PnzNWvWLLf9gAEDVFBQoMzMTOXl5SknJ0c5OTkaPHiw2+btt9/Wq6++quuuu06tW7dWUVGRioqKtHfv3jrfP6BK2rSvfHnSMXUSRljp3lOyK/gJadtlywGgHuLKMSDMOdlZMgtecMvWhVfKPndYCCMCAESq3r17a9euXVq4cKEKCwvVrl07paWlubckFBYWqqCgwG3funVrpaWlKTMzU9nZ2YqPj9fo0aPVq9f+eTCXLl2q0tJSPfrooz6vNWzYMF1yySV1s2NANVg3TpZJu0YKdCtvTIysGyfXfVAhZqeMlLMuV8rPK5uE311gS4lJslNGhi44ADgMJMeAMOZ96A7pmzVu2Z40TdbxJ4QwIgBApBs4cKAGDhwYcNmECRP86rp27ar09PQKt/fkk0/WWGxAXbIaNZZp3lLasc1/4ZGtZTVqXPdBhZjVqInstOllT61cvapsHlyPR+reU3bKSFmNmoQ6RACoFpJjQBgyJSVlE+8fwH4kU1ZcfIgiAgAAiC7OvKcCJ8YkaXu+nKx58owYW7dBhQGrUZOy/f7/9u48rIrq/wP4e+YC4g4uiIKmiLtCaS5ZlstXTTMV01xLtFzSzC0pNHfT0NzNyiXFLcl9T39uWVpWZi6ZuyS4goiainDvzO+PG4MX7oUB7r1zl/freXzwzJk758wMyofPnDmne3/Isqxq8n0iIkfHOceIHIyceCtrYuzrTUyMEREREdmJ/M9F4OgPlneQJOPIKTfHxBgRuQomx5yA9PT7/G7AYDC4VbtPk0/8Cimyn1IW6jcxTrwv5rAyUF7a0mhlEke4zkRERESWyOf/gjRlRM47Ggxc6Y2IyEXwtUoHJSXfgTx3InD9KiDLMAgCUK4ChKHjIfqU1Lp7Vme4GQ989hHw8IGxDACFiwIfR0HnH+hy7ZojxSyFvHeLUhbCh0J8sYVV25BTHj01R4Qe0HnYZY4IR7rORERERJbIp49BmjtR3c46nduPnOJrlUTkKjhyzAFJyXeMK+PExxqHbMuy8Wt8LOTIfpCS72jdRasy3IwHxg5SEieKhw+AsYOM9S7UbmayLMPw0TsmiTFx/DzbJMamRQAHdhjnz0hOMn49uBPStAjIKY+s2l46R7nORERERNmRjx0xTYzVe9G4CqM5ogiENrBPxxyMnPIIhm8XwfDxu5Ai+sDw8bswfLvIZrEkEZE9MDnmgOS5E80vGQ0Aer2x3pV89lH+6p2t3afIKY8g9e8AJCUo28T5ayEEVrR6W9KmVcCNOGOy1aRCAm7GG+ttwQGuMxEREVF2pMP7IH31mVIWx8+FGD4E8A/MmiATRcA/EGJYLzv3UntaPWwlIrI1Jscc0fWr+at3NplHFOW23tna/Y8cfwXSkG4ZG0r6QVy0xXavN574NWtiLJ0tJ5XV+DoTERERZUfatx3y8rlKWZzyFYTAShC8C0GMnA40bQuU9AN8Shq/Nm0LMXK6TaekcFSaPWwlIrIxzjnmYKT01yizI8uQJAmipWHeTkTt5OwGgwE6nfUmpdeq3XTS4b2Ql89TykLLDhDffMfq7aSTZdk4x1h2/ptU1przRmh9nYmIiIiyI22PgbxltVIWo5ZCKFFaKQvehaDr3h/o3p/zawHqHrZ272/fPhERWQGTYw5GFEXj5PvZJcgEwSUSYwCg0+mgJn1i7cSJVu0CgLRoBuTfflTK4vtjIYTWt3o7TxMEwTj5fnZsMKmslteZiIiIKDvSumWQ92xSyuLMaAjFfC3u7+6JMa0ethIR2YNrZFhcTbkK+at3NoWL5q/eSdqVJQMM/dqbJsY+W2LzxJgitIE2k8pqdX+JiIiILJBWLDBNjM1Zk21ijLR72EpEZA9MjjkgYeh4wMPCDx4PD2O9K/k4Kn/1TtCufP8upAFhJtvELzdAKOlntTZyIob10mZSWa3uLxEREZEZhq8+g/zjHqUszo+BULiIhj1yIlo9bCUisjEmxxyQ6FMSwrTFQGBF4w8ZQTB+DawIYdpiiD4lte6iVen8A4HJC7OOICpcFJi80FjvxO3K509DGtk7Y0O1OtAt3grBw9Mqx1dLq0lltbq/RERERJkZZn4CHDuilMWF6yF4F9SwR85Fs4etREQ2xjnHHJToUxIYb5yw3VUm38+Ozj8QmGOcDNWek7Pbul1p13rIG1coZaFLH4itwrL5hG1pNamsVveXiIiIKJ1h4lAg/opSFr/cCMHS2xpkVvrDVmnTKuPk+wYDoNMBoQ0ghvVyyxU8icg18KeBE3D1xFhmWiVOrN2uYdoo4PI5pSx+FAUhuIZV28gPreaDYGKMiIiI7M0Q0Re4m6iUxa83Q3CzGNtauIInEbkiJseIrExOS4U0qLPJNnHWSghFi2vUIyIiIiL3JMuyMS7TpynbxEVbmNCxEl5HInIVfFxCZEVywk3TxJiHp/HJJBNjRERE5ERkWda6C/kmyzKk/h0yEmMenkyMERGRWRw5RmQl8h8/Q/pymlIWXmgGse9wDXtEREREpJ6c8uipuaT0gM7DaeeSkiUJ0oCOGRt8SkI3Y5lm/SEiIsfG5BiRFUhrvoZ8YIdSFt4ZDrFRMw17RERERKSenPII0rQI4EYc8PSosYM7IZ09aVzZumBh7TqYC7JeD+m9ThkbAitC999CV0RERObwtUqifJBlGYYPe5skxsSJC5gYIyIiIqcibVqVNTEGAJIE3Iw31jsBOS3VNDFWPYSJMSIiyhGTY0R5JD96aJzH4t5dZZs4PwZCuQoa9oqIiIgoD078mjUxlk6SjPUOTk55bDr3a93G0I2col2HiIjIaTA5RpQH8tVLkIZ2z9hQJsA4wat3Qe06RURERJQHsiwb5xjLjsHg0JP0yw//hTSkq1IWXmoJ3Xsfa9gjIiJyJpxzjCiXpEO7Ia/8QikLbd6A2Km3hj0iIiIiyjtBEIyT72dHp3PYVR7l+8mQRr6tlIVWHSF26athj9yHLMsO+31BRJQbTI4R5YJh4VTg+C9KWfxgPIQ69TTsEREREZEVhDYADu40vkKZmSga6x2QnJQA6aN3lLLQoSfEdl2z+QTllyutakpElI7JMSIVZIMB0sAwk21i1FIIJUpr1CMiIiIi6xHDekE6exK4GW+aIBNFwD8QYlgv7TpngXz7OqQxA5Wy0K0/xBbtNOyR61O1qikTZETkhDjnGFEO5OSkrImxLzcyMUZEREQuQ/AuBDFyOtC0LVDSD/ApafzatK1DJjzk+FjTxFj4UCbG7MBVVjUlIsqMI8eIsiGfPQlp5icZG2o+B93widp1iIiIiMhGBO9C0HXvD3Tv79BzScmXz0GaNkopiwM/glDvRQ175EbUrGravb99+0REZAVMjhFZIG1bC3nrGqUsdOsHscXrGvaIiIiIyD4cNjF27hSkz8coZc7/aj+5WdXUUb9/iIgsYXKMyAzD5OHA1UtKWYycASGomoY9IiIiIrIfR0xwyCd/gzR/slIWR02DULWWhj1yL86+qikRUXaYHCN6ipz6BNLgLibbxDmrIRQuqlGPiIiIiOzDkVchlH77EfKiGUpZHDMTQsUqGvbITTnpqqZERDlhcozoP/Kt65A+yZjYFd4FIc79FoLIdSuIiIjItalahbBgYU36Jv24B/KKBUpZnLgAQrkKmvTF3TnjqqZERGrwt34iAPLvP5kkxoSXWkI3P4aJMSIiInILjroKobRns2libOoiJsY05GyrmhIRqcWRY+T2pJULIR/6XikL/T6E2OBlDXtEREREZGdqViHsMcCuXZK2rIG8fa1SFqcvg+Bb0q59oKycZVVTIqLcYHKM3JYsy5CG9QQe/atsEycvhOAfqGGviIiIiOwrN6sQ2ou0djHkfduUsjhrJYSixe3WPqnDxBgRuQomx5yAVk9kDKmp0Hl52b1dSZIg2vh1Rvnhv5CG9TDdOD8GgndBm7ZLRERE5GgcbRVC6Zs5kH/er5TFud9CKKTNfGdEROQemBxzUFqtFmQ4fQyYOzGjnP6XoeOhq13PZu1KyXcgz50IXL8KyDIMggCUqwBh6HiIPtYdPi/HXoD06ciMDZ6egMEAfNDNpu0SEREROazQBsCBnYBsZhVCwX6rEBoWTDHGv/8RF6yDUKCAXdomIiL3xdnGHZCyWtCBHcCd20BykvHrwZ2QpkVATnlkk3YzJ8ZMzJ1orLcBKfkO5Mh+QHyscU4LWTZ+jY+FHNkPUvId67V1YKdpYkwQgLQ0m7dLRERE5NCatTWfGAOM25u1tXkXDFEfmSbGFm5gYoyIiOyCyTEHpNlqQZYSY2rr80ieOxHQW5jnQq831luBYd4kyGu+ythQqozliWet2C4RERGRw/t6ev7q88kwdhBw8W+lLH61CYKnp03bJCIiSsfkmCNSs1qQK7l+NX/1OZD1ehj6tQdO/a5sE6cvA5ISbNouERERkdOwcTyWHcPwXsDNeKUsfr0Zgk5ns/aIiIgyY3LMwWi1WpAhNdWq+6klpb/OmB1ZNu6XB/LdO5De62SyTfxqE+TivjZtl4iIiMhZ2Does3xI2fgA89/7yjZx0RYINl6YiYiIKDP+5HEwWq0WpHZVSmuvXimKonHer+wIQp5Wr5T/Og4pok/GhpD60C3eCkGns2m7RERERM5Ei7hIlmVI/TtkbPAuaIzTNFihXS1rP5wmIiLHwdUqHVFoA+DgTuMrlJmJ9lstyG7KVTBOxp9dfS5Jm1dB3vGdUhZ6DoTYNNNEsjZol4iIiMgp2TEukiUDpAFhGRtK+0M3dZHVjm9NWq0gT0RE9sVhMQ5IDOsF+AcaE2EmFSLgH2ist4Wh4/NXn0fC0PGAh4U8rYeHsT4XDBOGmCTGxE9mZU2M2aBdIiIiIqc1ICJ/9SrJ+jTTxFjFKo6dGNNgBXkiIrI/JscckOBdCGLkdKBpW6CkH+BT0vi1aVuIkdNt9pRKV7ue5QTY0PHGehsQfUpCmLYYCKxoTAAKgvFrYEUI0xZD9Cmp6jjykyfGeSuu/ZNx7DlrIDwTbNN2iYiIiJzegZ3ZVAo51Ksjpz6B9N4bGRtqPQfdmJn5Pq6taLaCPBER2R1fq3RQgnch6Lr3B7r3hyzLdpt/QVe7HrB4KwDj5PvWnmPMEtGnJDB+HgDjpLC5ndNCvhEPadygjA1FikKctSrH65bfdomIiIhcQrarocvG+h4D8nx4+fEjSB90U8pC/SYQ+4/K8/HsQs0K8t3727dPRERkE0yOOQGtJia1V2Iss9wmqKSjP0BekvHUUWjaBmLP92zeLhEREZErsPVq6fK/9yENz5gWJK+xmj3l5po48iICRESkDpNj5NSk5XMhH96nlMWBH0Go96KGPSIiIiJyLrZcLV1OToI0KjyjrTadIXZ6O9fHsTetVpAnIiJtcKgMOSVZkmAY3MU0MTblKybGiIiIiPIitAEAS4keIU+rpcuJt0wTY516O0ViTBHaIOsCWelccQV5IiI3xuQYOR3D/WQY+ncAUp8o28Qv1kEoU07DXhERERE5scbNAVh6bVL+r149+UY8pMh+SlnoORBimzey+YTj0WwFeSIisjsmx8ipyJfP4Xr3/2VseCYYusVbIXgV0K5TRERERM5utoUVy9XWP0W+eslkoSThneEQm7bNa880o9UK8kREZH95mnNs9+7d2Lp1K5KTkxEYGIjw8HDUqFHD4v5nzpxBdHQ04uPj4evri/bt26NVq1ZKfVxcHGJiYnDlyhUkJCSgd+/eeO211/LSNXJh0t6tkGOWKGWhQw+I7bpl8wkiIiIiUuXhg/zV/0e++DekqI+UsjhoNITnGuWnZ5rSagV5IiKyr1yPHDty5AiWL1+OTp06ISoqCjVq1MDUqVORmJhodv/bt29j2rRpqFGjBqKiohAWFoZly5bhl19+UfZ58uQJypQpgx49esDHxyfPJ0OuyzB7nEliTPzwUybGiIiIiKzAYDBYZT/5zJ+mibHhE506MZYZE2NERK4r1yPHtm/fjubNm6NFixYAgPDwcJw4cQJ79uxBjx49suy/Z88elCpVCuHh4QCAwMBAXLp0Cdu2bUOjRsYflsHBwQgODgYArFmzJq/nQi5I1qdBes90fopyK7/H7SdpeV5OnIiIiIgy6HQ6qEmP6XQ6i3Xy8V8gLZyqlMWPoiAEW36zhIiIyJHkKjmm1+tx+fJldOzY0WR7SEgIzp07Z/YzFy5cQEhIiMm2Z599FgcOHIBer4eHR57e7ERaWhrS0tKUsiAIKFiwoPJ3a0s/Jp8Y2Y+clAApoq/JNo9FW6ArUQrCzZsa9YoA/ntwFLwPjoH3wXHwXhDlQ+Gi2b86WbioxSrplwOQl85WyuLYORAqBFmzd0RERDaVq8zU/fv3IUkSihcvbrK9ePHiSE5ONvuZ5ORks/sbDAY8ePAAvr6+uevxfzZt2oT169cr5UqVKiEqKgqlS5fO0/HU8vf3t+nxyejx74eROH6oUi7YuBlKjZmhlHkfHAPvg2PgfXAMvA+Og/eCKA8+jgLGDsq+3gzpwE7Ia75SyuKkhRDKBlq7d0RERDaVp2Fb5p7IZveUNnNd+utw+XmyGxYWhnbt2mVpIyEhAXq9Ps/HtUQQBPj7++PmzZt8nc/GDOuXQ/5+g1IW334faS+3xo0bN3gfHATvg2PgfXAMvA+OIy/3wsPDw+YP1oicgehTAlJpfyDBzOj80v4QfUpk2Szt2gB5Y3TGMaYthlCqjC27SUREZBO5So4VK1YMoihmGSV27969LKPD0vn4+GTZ//79+9DpdChSpEiuOvs0T09PeHp6mq2z5S8nsizzlx8bkWUZ0icDgds3lG3pw/IzX3PeB8fA++AYeB8cA++D4+C9IMo9adMqIPGW+co7tyFtWgWxx4Cn9l8Jeec6pSzOWA7BTAKNiIjIGeRqtUoPDw8EBQXh5MmTJttPnjyJatWqmf1MlSpVsux/4sQJBAUF5Xm+MXI9cspjSP07mCbG5n7L+SqIiIiI7OHEr4ClpLIkGev/Y1j9pWlibPYqJsaIiMip5To71a5dO8yfPx9BQUGoWrUq9u7di8TERLRs2RKAcbXJpKQkvP/++wCAVq1aYffu3YiOjkaLFi1w/vx57N+/H0OHZswnpdfrER8fr/w9KSkJsbGx8Pb25rwhbkC+fhXS+PczNviUhDj9G06oTEREpIHdu3dj69atSE5ORmBgIMLDw1GjhuVVB8+cOYPo6GjEx8fD19cX7du3R6tWrZT6uLg4xMTE4MqVK0hISEDv3r3x2muv2eNUSCVZlgFDDtOSGAyQZRl3po+B/MNuZbM4fy0E70I27iEREZFt5To51rhxYzx48AAbNmzA3bt3Ub58eURGRirzddy9exeJiYnK/n5+foiMjER0dDR2794NX19f9OnTB40aNVL2SUpKQkREhFLetm0btm3bhpo1a2LChAn5OD1ydNLPByB/k7G6kdDidYjd+mnYIyIiIvd15MgRLF++HO+++y6qVauGvXv3YurUqZg9ezZKlSqVZf/bt29j2rRpaNGiBYYMGYJz585hyZIlKFasmBLrPXnyBGXKlMELL7yA6OjoLMcg7QmCAOhy+LVAp4M0ZwIe/fWHskn8Yh0ErwI27p3jkGWZD2+JiFxUnt5rbN26NVq3bm22bvDgwVm21axZE1FR5le4AYwJtO+++y4vXSEnJi2dBfmXg0pZHDQawnONLH+AiIiIbGr79u1o3rw5WrRoAQAIDw/HiRMnsGfPHvTo0SPL/nv27EGpUqUQHh4OAAgMDMSlS5ewbds2JTkWHByM4OBgAMY3DMhBhTYA9m+3XJ/6BPLTibEvN0DwMD//ryuRUx4Z52M78atxdJ3OAwhtADGsF0fMERG5kFzNOUZkDbIkwTAwzDQxNnURE2NEREQa0uv1uHz5MkJDQ022h4SE4Ny5c2Y/c+HCBYSEhJhse/bZZ3H58mWbrB5ONlSnXvb1D+4pf9Ut2uw+ibFpEcCBHcCd20BykvHrwZ2QpkVATnmkdReJiMhKOCM+2ZX84B6kEW+ZbBMXboBgYeVRIiIiso/79+9DkqQsK5AXL148y8rj6ZKTk83ubzAY8ODBA/j6+uapL2lpaUhLS1PKgiCgYMGCyt+tLf2Ybv3K3LxJqnYL3P4bbt265RYrwkqbVgE34rIuVCBJwM14yJtXQ+zeP8vn+P2kDq+TOrxO6vA6qcdrZR6TY2Q38sUzkKI+zthQuTp0H0/XrkNERESUhblgObsAOnNdetIkP0H3pk2bsH79eqVcqVIlREVFKXPc2oo7LwQVpyLZFbj9NwiC4DbX6frpYzBks4KnePoYypYta/Hz7nKd8ovXSR1eJ3V4ndTjtTLF5JgTMKSlQafByCprtivt3gR5/TKlLHR6G2KbzjZvNzcMej10Hu7zT4KTyhIR0dOKFSsGURSzjBK7d+9eltFh6Xx8fLLsf//+feh0OhQpUiTPfQkLC0O7du2UcvrPq4SEBJu8rpme8Ll586ZbjIjKTP/UKL3sxMfHo3z58m5xnWRZhiE1Ndt9DE+e4Pr161niKXf/flKL10kdXid1eJ3Uc6dr5eHhofrBmvtkApyM4fxp4PMxyjBuAwAIAvDhp9BVre1U7RpmjAbOn1bK4qhpEKrWsnm7qvr2z0Xgs48AfVpGux6ewMdR0D0TbLN2tcJJZYmIyBIPDw8EBQXh5MmTaNCggbL95MmTqF+/vtnPVKlSBceOHTPZduLECQQFBcEjHw+cPD094WnhQZktA3lZll3+FwVzdB4exhgoB+n31G2uk06nqt7StXCb65RPvE7q8Dqpw+ukHq+VKU7I74AM508DM0Znnd9AloEZo431TtCunJYGQ7/2pomxmSvMJ8a0ON9/LgJTRiiJMYU+DZgywljvQjipLBER5aRdu3bYt28f9u/fj/j4eCxfvhyJiYlo2bIlAONqkwsWLFD2b9WqFRITExEdHY34+Hjs378f+/fvx+uvv67so9frERsbi9jYWOj1eiQlJSE2NhY3b960+/lRNnIaTe6Oo81DGwCihV+XRNFYT0RELoHJMUf0+Zj81TtAu3LiLUiD3sjYIAgQv94EoZiPTdvNlc8+yl+9k8lpUllp0yptOkZERA6jcePGCA8Px4YNGxAREYG///4bkZGRyisJd+/eRWJiorK/n58fIiMjcebMGURERGDDhg3o06cPGjXKWIE6KSkJERERiIiIwN27d7Ft2zZERETgq6++svv5UTba98i+vtPb9umHAxHDegH+gVkTZKII+Aca64mIyCXwtUpHlNPQRlsNfbRSu/KJXyEtmKKUhfpNIPYfZfN2cy3ziLHc1jubE79avpaSZKw3s+ISERG5l9atW6N169Zm6wYPHpxlW82aNREVFWXxeH5+fvjuu++s1j+yPvnRQ2DL6ux32hANWJgv1lUJ3oUgRk5/akoKg/FVSk5JQUTkcpgcczAGlROiWnvSemu1K8Ushbx3i1IWwodCfLGFzdvNLYPKyXxdZZJ+WZaNc4xlx2DgJP1ERERuRn5wH9IIjoCyRPAuBF33/kD3/oyTiIhcmPP/1u9idJ6eqiZEtfZqjvltV5ZlSB+/CyQlKNvE8fMgBFa0abt5pXbiWVdIjAH/rfKly+FcdDoGfERERG5EvnsHUkQf1fvrc1i90dUxTiIicl2cc8wRaTUhah7blVMeQerfwTQxNn9tjomx/Labbx45JNxyqnc2nFSWiIiI/iPfvpGrxBgAeHh52ag3zoGruhERuS4mxxzRh5/mr96O7crxVyAN6ZaxoVQZiIu25G4OBq3O92PL86OoqncynFSWiIiIAEC+dhXSmAFKWXgr61xyZCSnPILh20UwfPwupIg+MHz8LgzfLuIq30RELobJMQekq1obGDU164gpQQBGTTXWO0C70uG9kCYOzditVRh00xbnesi5Zuf7TDDwyaysI8Q8PIFPZhnrXUj6pLJo2hYo6Qf4lDR+bdoWYuR0TipLRETkBuR/LkKa8L5SFvp9CPHl1sAbvbP/YE71LkhOeQRpWgRwYAdw5zaQnGT8enAnpGkRTJAREbkQ15hQyQXpqtYGFhkntrf2ZPTWaFf6ejrk339SyuKQsRBC6tu8XWvTPRMMfLnB2K6LTL6fHU4qS0RE5L7k839BmhGplMX3x0II/S9+27gi+w9vXOF2q1VKm1YBN+KyrvYtScDNeEibVhnjKiIicnocOeYE7JUoUtOuLBlg6NfeNDH22ZJ8JcbUtGsPrp4Yy4yJMSIiIvchnz5mmhj78NOMxBiQNQGU5QBuON/WiV8tn7ckGeuJiMgluFc2gPJFvn8X0kjTIfXilxsguNrE9UREREQuRD52GNJXGXOpiqM/h1CpqlI2pKWpOo5e5X6uQJZlwKDPfieDgSPxiYhcBEeOkSry+dOmibFqdaBbvJWJMSIiIiIHJh3ea5oYGz/PJDEGqB+176HR6H4tCIIA6HIYR6DTMTFGROQiOHKMciTtWg/5qXkohC59ILYK07BHRERERJQTad82yGsXK2VxylcQypQzv7MgZP/qpDsmgUIbAAd3Gl+hzEwUjfVEROQSOHKMsmWYNsokMSZ+FMXEGBEREZGDk7bHmCbGopZaTowBQK9B2R8wp3oXJIb1AvwDjYkwkwoR8A801hMRkUvgyDEyS05LhTTIdEUicdYqCEWLadQjIiIiIlJDWrcM8p5NSlmcuQJCMZ/sP/TtopzrX3k1/51zIoJ3IYiR042rVp74FTAYAJ0OCG0AMawXBO9CWneRiIishMkxykK+fQPSmAEZGzy9IC74DkLmp2ZERERE5FCkFQsg/7hHKYtz1kAoXCTnD+pzmGw/p3oXJXgXgq57f6B7f06+T0TkwpgcIxPyHz9D+nKaUhZeaAax73ANe0REREREahi+nAb88bNSFufHQPAumPPn9Dmsyvgfvcr9XBUTY0RErovJMVJIa76GfGCHUhbeGQ6xUTMNe0REREREahg+HwOcO6WUxYXrIXh6qfqszsMDBhX7eXjwVwciInJN/AlHkGUZ0qhw4N5dZZs4cQGEchW06xQRERERqWKY+AEQH6uUxS83QshtIsvDM/tXJz0889Y5IiIiJ8BJpNyc/OghpP4dTBNj82OYGCMiIiJyAoaIvqaJsa835z4xBgCdw/NXT0RE5MSYHHNj8tVLkIZ2z9jgHwBx0RZVc1MQERERkXZkWYbhvTeAu4nKNnHRlrwvoLR2cf7qiYiInBhfq3RT0qHdkFd+oZSFNp0hdnpbwx4RERERkRqyLBtH/qfz8oLui/XadYiIiMjJMTnmhgxfTAX+/EUpi0PHQ6hdT8MeEREREZEasmSANCAsY0OJUtBFfZOvYxpSU1Xtp1e5HxERkbNhcsyNyAYDpIFhJtvEqKUQSpTWqEdEREREpJas10N6r1PGhsBK0I2fm+/j6ry81K1W6aVu9UsiIiJnwznH3IScnJQ1MfblRibGiIiIiJyAnJZqmhirHmKVxBgRERExOeYW5LMnIY0Kz9hQ8znoFm/N20pGRERERGRXcspjSIM6Z2yo2xi6kVOs28g7w/NXT0RE5MSYHXFx0ra1kLeuUcpCt34QW7yuYY+IiIiISC354b+QhvVQykKTVhDfft/6De3elHP9C82t3y4REZEDYHLMhRkmDweuXlLK4ujPIVSqqmGPiIiIiEgt+f5dSCN7K2WhdRjEzn1s09j1q/mrJyIicmJMjrkgOfUJpMFdTLaJc1ZDKFxUox4RERERUW7IdxIgffyOUhY69ITYrqtN2pIkCZDlHDokG/cjIiJyQZxzzAkYrl9Xva9867ppYqxgIYhfb85TYsyQkpLrz1iDVoEXAz4iIiJyBPKt66aJsW79bZYYAwBRFAFByH4nQTDuR0RE5II4csxBGaaOBK5cyCin/6VSFehGzzT7Gfn3nyB9PV0pCy+1hNh7SO7a/eUAsHR21nbfGQ5do2a5OlZuSMl3IM+daByyL8swCAJQrgKEoeMh+pR0uXaJiIiIzJHjYyFN/EApC+FDIb7YwvYNl6sAxMdmX09EROSi+PjHAWVOjJm4csFYn4m0cqFpYqzfh/lOjJlYOttYbwNS8h3Ikf2MAVn6sH5JAuJjIUf2g5R8x6XaJSIiIjJHvnzOJDEmDvzYPokxABgQkb96IiIiJ8bkmCOylBgzUy/LMgxDe0A+9L2yTZy8EGKDl3PfrqXEmNr6PJLnTgT0evOVer2x3oXaJSIiIspMPnsS0rRRSlkcOh5Cvcb268CBnfmrJyIicmJMjjkx+eG/kPp3AB79q2wTF6yD4B+oYa/yQKvVkbgqExERETkA+cRvkGZ+opTFUdMg1K5n306c+DV/9URERE6MyTEHo3byfcNvP0Ma1iNjQ8Az0C3eCqFAgby1q3LyfWtP0q/V6khclYmIiIgcgfTrIUgLJitl8ZNZEKrWsmsfZFkGDBZG06czGIz7ERERuSBOyO9gdOXKZUyCn51F05S/Cu26QezQI5udVbTr7a2qXZ23d77ayUwUReMk+NkFWzZYHUmrdomIiIjSSYe+h7xyoVIWJy6AoMHE94IgALocfi3Q6Yz7ERERuSD+5u/kxOGT8p0Y01xOQaCtgkSt2iUiIiK3J+3ZZJoYm7pIk8SYIrQBAEvJL+G/eiIiItfEkWOOqFKVnCflByBOXwbBt6T12n1nePaT7r8z3HptPUUYOt64aqS5yfE9PCAMHe9S7RI5C71ej0ePHmndDafw+PFjpKamat0Ngvl7UahQIXh4MOQhxyFtWQN5+1qlbPWYLi+atQX2b7dQKRvriShfHj58CL1en+tRmIwz1OF1Us+VrpW14jxGig5IN3omDFNHZpsgE7/aBEGns267jZoZX600lyB7Zzh0jZpZtb10ok9JSNMWG1eHvH7V+KqjIADlKkAYOh6ij22CRa3aJXIGer0eDx8+RNGiRfl6sQqenp5IS0vTuhuErPdCkiQ8ePAAhQsXZoKMHIK0djHkfduUsjhrFYSixTTs0X++np5z/YT59ukLkQt68uQJBEFA8eLFc/1Zxhnq8Dqp5yrXyppxHqNEB6UbPRMAIP91HNKcp0YwhdSHbshY27XbqBnwXxLMkJJi9TnGLBF9SgLj5wEwfoPb65dxrdolcnSPHj1iYoxcgiiKKFq0KP79918UK+YACQhya9I3syH/fEApi3O/hVCosIY9egpX8SayqSdPnqBo0aJad4PIpVgzzmNyzIFJm1dB3vGdUhZ6DoTY1H5D2u2VGMtMq1/GmQQgMsV/E+Qq+L1MjsAwfzJw8jelLC5Yl+dVxq2Nq3gT2QcXtSCyPmvFeUyOOSjDhCHAtX+UsvjJLAjPBGvYIyIiIiLKC0PUR8DFv5WyuHADBE9PDXtkiqt4ExGRu2NyzMHIT55Aer+LyTZx7hoIhYpo1CMiIiIiyivD2EHAzXilbIt5Y62iXAUgPjb7eiIiIhfFxz8ORL4Rb5oYK1IM4qItTIwREdnQzJkz0bJly1x9pnPnzhg3bpyNepS9hg0bYvHixTY7flxcHAICAnD69GmbtZGZrc+JSCuG4b1ME2Nfb3bMxBiMq3jD0mTGXMWbiJ5i6zjInnFWQEAAvv/+e7u0lVvDhg1D3759bdqGvWMwe5xTXnHkmIOQjv4AeclMpSw0bQOx53vadYiIyE0MHDgQffr0ydVnFi9eDE8rvRIVFxeHRo0aYffu3ahdu3aO++/cuROFChWyStuOIvM5BQQEYOnSpXj11Vc17BVR3smyDKl/B5Nt4qItDj3fkOBdEHJJP+DW9ayVJf0geBe0f6eIyKUdOXIEXbp0wZkzZ0xW8bRmnJVu5syZ+P777/F///d/JtuPHz+epxVE86phw4Z499130a9fvxz3nTRpEuSc5oN0MpnPqXPnzqhZsyYmTZqkYa+MmBxzANLyuZAP71PK4sCPINR7UcMeERFZjyzLDvkLoSzLMBgMKFy4MAoXzt1qcb6+vjbqlWWpqanw8vJCyZIl7d62rbniOZH7ypIYK1gIunlrteuQStKmVcDtG+YrE25C2rQKYo8B9u0UEZnlqLGVtdgzzvLz87NbW2oZDAYIguCSq2w78jnxtUoNyZIEw+AupomxKV8xMUZETk9OeQTDt4tg+PhdSBF9YPj4XRi+XQQ55ZFN233y5AnGjh2LkJAQBAUFoWPHjvjzzz8BGJ9OBgQE4ODBg2jTpg0qVaqEo0ePZnmtUq/XY+zYsahRowZq1aqFTz/9FEOHDjUZAp55uH+9evUwb948jBgxAlWrVkX9+vWxatUqVX1u1KgRAKB169YICAhA586dAWQMO58/fz7q1q2LJk2aAMg6/D0gIADR0dHo1asXKleujEaNGmHbtm2qr9nx48fRqlUrBAUFoU2bNmZfpzx//jzeeustVKlSBaGhoRgyZAiSkpJMrsfYsWMxZcoU1KpVC88++yxmzpxpcoyZM2eifv36qFSpEurWrYuxY8cqdU+fU8OGDQEA77zzDgICAtCwYUPExcUhMDAQJ06cMDnmN998gwYNGrjcU1VyXrJkME2MlfZ3isQYAODEr5Yn5JckYz0RaUar2OrRo0f44IMPUKVKFTz33HP46quvTOpTU1MxZcoU1KtXD8HBwWjXrh2OHDmi1MfHx6N3796oWbMmgoOD0axZM+zbtw9xcXHo0sU4pVDNmjUREBCAYcOGAcgaZzVs2DDHOOvTTz9Fo0aNULlyZbzwwguYPn060tLSAAAxMTGYNWsWzpw5g4CAAAQEBCAmJgZA1tcq//77b3Tp0gWVK1dGrVq1EBERgYcPHyr16fHZV199heeeew61atXC6NGjlbay07lzZ8THx2PChAlKP9L7V6NGDfzf//0fmjZtikqVKiE+Pj7LK4idO3fGmDFjMGbMGCVOjYqKUh0HJSYmonfv3qhcuTKef/55bNy4Mcs+9+/fR0REBEJCQlCtWjV06dIFf/31l1KfHjevX78eDRs2RPXq1fHee+/h33//VfbZvn07WrRooVzDrl274tGjRybXL/3vP//8M5YuXapcj6tXr+LFF1/M8n129uxZBAYGIjY2VtW55gWTYxqR/70PaUBHIPWJsk38Yh2EMuW06xQRkRXIKY8gTYsADuwA7twGkpOMXw/uhDQtwqZB3KeffoqdO3dizpw5+P7771GxYkX07NkTd+/eVfaZMmUKIiMjcfDgQdSoUSPLMb744gts3LgRs2bNwpYtW/DgwQPs3r07x7a//vprhISEYPfu3ejduzciIyNx8eLFHD+3Y8cOAMDatWtx/Phxk8TXTz/9hAsXLuDbb79FdHS0xWPMmDEDbdu2xZ49e9CpUycMHjwYFy5cyLHtR48eKUHSrl27MGLECEyePNlkn1u3buGNN95AzZo1sWvXLqxevRqJiYkYMMB0BMm6detQqFAhbNu2DWPGjMHs2bNx6NAhAMYgafHixYiKisJPP/2EpUuXonr16mb7tHPnTgDArFmzcPz4cezcuRPly5dHkyZNlEA2XUxMDN58802XfnpOzkPWp0EaEJaxoWIV6KYu0q5DuSDLMmDQZ7+TwcBENJFG5MfaxVaTJ0/GkSNHsHTpUqxZswY///wzTp48qdSPGDECv/32GxYuXIi9e/eiXbt26NWrFy5fvgwAGD16NFJTU7Fhwwbs27cPo0ePRuHChVGuXDkl5jl06BCOHz+e7at1OcVZhQsXxrx583Dw4EFMnDgRa9asUY7fvn17DBgwANWqVcPx48dx/PhxtG/fPksbjx8/Rq9eveDj44MdO3bg66+/xo8//ogxY8aY7HfkyBHExsZi3bp1mDNnDr777jt89913OV7LxYsXo2zZsvjwww+Vfjzd9oIFCzBjxgzs378fpUqVMnuMdevWQafTYdu2bZg8eTIWL16MNWvW5Ng2AAwfPhzx8fGIiYnB0qVLER0djcTERKVelmW8/fbbuH37NlauXIldu3ahTp066Nq1q0ks/c8//2D37t2Ijo5GdHQ0fvnlFyxYsACAMW4cPHgwunbtioMHD2L9+vVo06aN2Z8fkyZNQr169dCzZ0/legQEBKBr165ZYr61a9eiYcOGqFixoqpzzQsmxzQgXz4HaXivjA3PBEO3eCsErwLadYqIyEqkTauAG3FZRyBIEnAz3lhvA48ePcKKFSvwySefoHnz5qhatSpmzJgBb29vrF2bMXJj1KhRePnll1GxYkWUKFEiy3GWLVuGIUOGoE2bNggODsann36qagh48+bNER4ejkqVKmHw4MEoUaKEyZNTS9JfKfT19YWfn5/JqwSFChXC559/jmrVqllMJgFAu3bt0KNHD1SuXFl52vfNN9/k2PbGjRthMBgwa9YsVKtWDS1btsTAgQNN9lmxYgXq1KmDyMhIBAcHo3bt2pg5cyaOHDmCS5cuKfvVqFEDI0aMQFBQELp06YLQ0FD89NNPAIBr166hdOnSaNKkCQICAvDcc8+hZ8+e2V6P4sWLw8/PTyl3794dW7ZswZMnxodKf/31F/766y907do1x/MksjU59Qmk997I2FC7LnRjZlr+gIMRBAHQ5TDbik7HRDSRRtI2RGsSWz18+BBr167F2LFj8fLLL6NGjRqYM2cODAYDACA2NhabN2/G119/rSQuBg4ciPr16yvJjevXr6N+/fqoUaMGnnnmGbRs2RKNGjWCTqeDj48PAKBUqVLw8/PLNt7KKc4aNmwYGjRogPLly6NVq1YYMGCAMpK+YMGCKFy4MHQ6Hfz8/ODn54eCBbPOo7hx40akpKRg7ty5qF69Ol566SVMmTIFGzZsQEJCgrJf8eLF8emnnyI4OBgtW7ZEixYtlJgnO76+vtDpdChSpIjSj3RpaWmYOnUq6tevj+DgYIvzy5YrVw4TJ05EcHAwOnXqhL59+6qaUP/SpUvYv38/ZsyYgeeffx6hoaGYOXMmUlJSlH0OHz6Ms2fP4uuvv0ZoaCiCgoIwbtw4FC9eXHmYCwCSJGH27NmoXr06GjZsiDfeeEM5/9u3b0Ov16Nt27YoX748atSogfDwcLNTmBQrVgxeXl7w9vZWrodOp0PXrl1x6dIlJXmYlpaGjRs32jzmY3LMzqS9WyFNG6WUhQ49oftkloY9IiKyMo1ezYmNjUVaWhrq16+vbPP09MSzzz5rMooqJCTE4jHu37+PhIQEPPvss8o2nU6X7WfS1axZU/m7IAgoXbo07ty5k8uzMFW9enV4eXnluF+9evWylNWMHLtw4QJq1qxpEiBmPtbJkydx5MgRVKlSRfnzyiuvADA+OUyXeRSen5+f8jSyXbt2SElJwQsvvIBRo0Zh165d0OtzGKWSyauvvgqdTqe8+hATE4PGjRujfPnyuToOkbXJjx9BGpyx2rjQ4BXohk7QrkN5FdoAsJT8EgRjPRFpQvrzqGaxVWpqKp5//nllm6+vLypXrgwAOHXqFGRZRpMmTUzihF9++UWJEfr27Yu5c+eiQ4cO+Pzzz3HmzJk89SWnOGv79u1o164dnn32WVSpUgUzZszAtWvXctXGhQsXUKNGDZPEVP369SFJkskDwapVq0L31MrDZcqUMRmBlRdeXl4m52hJ3bp1TR5U1KtXD1euXFESlpZcvHgRHh4eCA0NVbYFBwebLEZw6tQpPHz4ELVr1za5n1evXjWJ+cqXL48iRYooZT8/P+Ve1KxZEy+99BJatGiB/v37Y/Xq1UhOTs7xvJ5WpkwZtGjRQnm4vXfvXjx58gSvv/56ro6TW5yQ344Ms8cBZ/5UyuKHn0KoVke7DhERWVluXs2x9giE9OHamY+buS01Kz2aO0ZOPDxMf6QKggBJknL8XHbysyqlmuur5rxkWUbLli0xevToLHVlypRR/p7d+QcEBODQoUP48ccf8eOPP2L06NH48ssvsWHDBtWrUXl5eeGNN95ATEwM2rRpg02bNmHixImqPktkK/K/903eBhCatYXYY2A2n3BcQps3IB/6HjCXuNbpILR5I+t2IrI5WZbN/7t8mo1jK0skSYJOp8OuXbtMkkUAlJFCPXr0wCuvvIJ9+/bh0KFDWLBgAcaNG2cyl5Ya2cUZx44dw6BBgxAREYEmTZqgaNGi2LJlCxYtyt2r7dldw6e3m4td8vvaube3t01H51qKk58mSRL8/Pywfv36LHVPJ9Gyuxc6nQ5r167F77//jh9++AHLli1DVFQUtm/fjgoVKqjub/fu3TF06FBMmDABMTExaN++vdnRftbEkWN2IOvTYOjX3jQx9nk0E2NE5HK0fDWnUqVK8PLywq+/Zjw9TUtLw4kTJ1ClShVVxyhWrBhKly5tMgeEwWAwO0m9taQHWPlJpP3xxx9ZysHBwTl+rmrVqjhz5gweP35s8Vi1a9fGuXPnUL58eVSqVMnkT26SdwULFkSrVq0wefJkrFu3DseOHcPZs2fN7uvp6Wn2CWiPHj3w448/Ijo6Gnq9Hm3atFHdPpG1yclJpomxtl2cNjEGAPKuDYClkQcGyVhPRHYnCALgoV1s5enpiWPHjinbkpOTlfnEateuDYPBgDt37mSJEZ5+ZTAgIABvv/02lixZggEDBihzZKXHQDmNesrJb7/9hsDAQAwfPlx5HTDzqDFPT88cY630uCh98vj0Y4uiiKCgoHz18el+5Od8zcV8lSpVypKczCw4OBh6vd5kcaOLFy/i3r17SrlOnTpISEiAh4dHlvtpbioSSwRBQP369fHhhx9i9+7d8PT0xK5du8zua+m+tGjRAoUKFcKKFStw4MABu0yjweSYjcl3EkznoAAgfrUJQnH7LU9LRGRXoQ0A0cKPF1G02as5hQoVwltvvYUpU6bgwIEDOH/+PEaNGoWUlBR069ZN9XH69OmDBQsWYPfu3bh48SLGjRuHe/fu2expXqlSpeDt7Y0DBw4gISEB9+/fz/Uxtm/fjrVr1+LSpUv4/PPP8eeff6JPnz45fi4sLAyiKOLDDz/E+fPnsW/fviyrA4WHhyM5ORmDBg3C8ePH8c8//+CHH37AiBEjVAd3MTEx+Pbbb3H27Fn8888/2LBhA7y9vZVVmjILDAzETz/9hNu3b5sMxa9SpQrq1q2LqVOnokOHDjZ/gkhkiZx4C9KocKUsdOoNMewt7TpkDdm9Ei9ztUoiLYnPNtQktipcuDC6deuGKVOm4Mcff8TZs2cxfPhwiP/1pXLlyujUqROGDh2KnTt34urVq/jzzz/xxRdfYN++fQCAcePG4eDBg7h69SpOnTqFw4cPKw/wAgMDIQgC9u7dizt37pisCpkblSpVwrVr17Bp0ybExsZi6dKlWZIx5cuXx9WrV3H69GkkJSUpc5g+rVOnTihQoACGDh2Ks2fP4vDhwxg7dizeeOMNlC5dOk99y6x8+fI4evQobty4YbLyt1rXr1/HhAkTcPHiRWzevBnffPMN3nnnnRw/l75S6KhRo/DHH3/gxIkTGDVqFLy9vZV9mjRpgnr16qFv3744ePAg4uLi8NtvvyEqKirLiuGW/PHHH5g3bx5OnDiBa9euYefOnUhKSrL4oLp8+fI4fvw44uLikJSUZDICrUuXLvjss89QsWJFk1d7bYXJMRuSTx2D9PFT36h1XzBOvJ9DVpeIyJmJYb0A/8CsQZwoAv6BxnobGT16NNq2bYsPPvgAr776KmJjY7F69Wplwlc1Bg8ejI4dO2Lo0KHo0KEDChcujFdeeQUFCthm0RQPDw9MnjwZq1atQt26dXP9mgEAjBw5Elu2bEHLli2xbt06LFiwAFWrVs3xc4ULF8by5ctx/vx5tG7dGlFRUVlWZPL398fmzZshSRJ69uyJ5s2bY9y4cShatKgSHOekePHiWL16NTp27Ij//e9/+Omnn7B8+XKLTyHHjRuHQ4cOoX79+mjdurVJXffu3ZGampqrhCeRNck34iFF9lPKQs+BEJ38lUOuVknk2Dzf6K1ZbDV27Fg0bNgQffr0Qbdu3dCgQQOTuVhnzZqFzp07Y9KkSXj55ZfRp08fHD9+HOXKlQNgHBk/ZswYNG3aFD179kRQUBCmTp0KAChbtixGjhyJadOmITQ0NEsMolbr1q3Rr18/REZGolWrVvj9998xbNgwk33atm2Lpk2b4s0330SdOnWwefPmLMcpWLCgMkfWa6+9hv79++Oll17Cp59+mqd+mfPhhx8iLi4OL774IurUyf2bZJ07d0ZKSgratWuHMWPGoG/fvujVS939nzVrFsqVK4fOnTujT58+6Nmzp8mqmIIgYOXKlWjUqBFGjhyJJk2aYNCgQYiPj7e4emZmRYsWxdGjR/HWW2+hSZMmmD59OsaNG4fmzZub3X/AgAEQRRFNmzZFnTp1TEb82TvmE2QX+ymXkJCAtLQ0qx9XEASULVsWN27cUBUYSBuiIX+fMfxceGswxJdbZ/MJUiO394Fsg/fBMdjyPty/f1/VCo2WyCmPjCsnnfjV+JqOTgeENoAY1guCd97n0dKCJEl45ZVX8PrrryMiIsLsPp6enjb52aNGQEAAli5dildffVWT9u1t7ty52Lp1q/JEOjNL98LS97Snp6fVngaT7Wkd58lXL0GaPDzjc++MgNioqdX7owXDx+8Cd25b3qGkHzyilvLnvwqMk9Rxt+uUn9jK09MTqQ/uuUxsZStaxmP20LlzZ9SsWROTJk3K97Gc4Vr99ttv6Ny5M37//fccYzVrxHmckN/KZFmG9MlA4PYNZZs4dg6ECtZ5R5mIyBkI3oWg694f6N7fJhPE2lJ8fDx++OEHNGrUCKmpqVi2bBni4uIQFhamddfc2sOHD3HhwgUsW7YMo0aNyvkDRFYmX/wbUtRHSlkcPBrCs4007JGVhTYADu40rnyXmQ1f2yIidZw5tiLKjSdPnuD69euYPn06Xn/9dbs9xGRyzIrklMeQhphOFCfOWwuhIDP5ROS+nC14EwQB3333HSZPngxZllGtWjWsXbtW9aT+mc2bNw/z5883W9ewYUOsWrUqP9112LatbcyYMdiyZQtat27NVyrJ7uQzxyHNHq+UxRGTIdQI1bBH1ieG9YJ09iRwM940QWaH17aIKHecLbZyF0ePHs32FccLFy64ZNvWtnnzZnz44YeoVasW5s2bZ7d2+VqlSjkN+5WvX4U0/v2MDT4lIU7/hv9xWZm7Db92VLwPjsGRX6t0N9kNTb97967JpPJP8/b2RtmyZW3WLy3b1gpfq3RtWsR58vFfIC2cqpTFj6dDqFzd6n1wBDm9Es+f/+rwOqnjbtcpv69VOvorcI5A6+v0+PFj3Lx502J9pUqVHKZtra+VtfG1Sgch/XwA8jezlbLQ4nWI3fpl8wkiInIXvr6+8PXVZoViLdsmcgWZYzxXnyqDr20REeVdwYIFbZoAc9S2XQWTY/kkLZkJ+egPSlkcNBrCcy40/wQRERGRG5IO7IS85iulLE5eCME/UMMe2RcTY0RE5E7ylBzbvXs3tm7diuTkZAQGBiI8PBw1atSwuP+ZM2cQHR2N+Ph4+Pr6on379mjVqpXJPr/88gtiYmJw69YtlClTBt27d0eDBo418Wfca8/DY8k2AIAsSZAGvWEccv4fceoiCKX9rd6uITEROpVLp1q13dRU6Ly87N6uViRJgph5eWQXxifCRERkDuM8QNq1AfLGaKVO/GwJhJJ+WnWNiIiIbCzXybEjR45g+fLlePfdd1GtWjXs3bsXU6dOxezZs1HKTALn9u3bmDZtGlq0aIEhQ4bg3LlzWLJkCYoVK4ZGjYwjrM6fP485c+aga9euaNCgAX799VfMnj0bkyZNyvMEyNZi6NfepKx/93Wz+4kLN0Dw9LReuws/BY4fzSin/+W5htANGmO1drK0e/oYMHdi1naHjoeudj2btasVKfkO5LkTgetXAVmGQRCAchUgDB0P0aek1t2zOtO5RPSAzoNLQBMRkYJxXtY4T/w8GkJxvp5MRETkynI9TGb79u1o3rw5WrRooTxNLFWqFPbs2WN2/z179qBUqVIIDw9HYGAgWrRogWbNmmHbtm3KPjt27EBISAjCwsIQEBCAsLAw1K5dGzt27Mj7mVlB5oDJrMrVoVu81aaJMRPHjxrrbSBzYszE3InGehciJd+BHNkPiI81rsoky8av8bGQI/tBSr6jdRetSk55BGlaBHBgB3DnNpCcZPx6cCekaRGQUx5p3UUiItIY4zxT4pzVTIwRERG5gVwlx/R6PS5fvozQUNOlq0NCQnDu3Dmzn7lw4QJCQkJMtj377LO4fPky9Ho9AOMTxcz7hIaG4vz587npniZ0H0+3/kEtJcbU1ueVpcSY2nonI8+dCPz3PZiFXm+sdyHSplXAjThjEtCkQgJuxhvriYjIbTHOy0ooXFTrLhAREZEd5Oq1yvv370OSJBQvXtxke/HixS0uFZ+cnGx2f4PBgAcPHsDX1xfJycnw8fEx2cfHx8fiMQEgLS3NZOlRQRBQsGBB5e/2otWcTe7Wbub2rdKP61dzrNf6fK3qxK9ZE2PpJAk48SuEHgNUHcqq94HyjPeBKHf4byV7jPOy4veMKf7cUYfXSR1eJyKypvz+X5KnCfnNNZpdRzLXyf/9gp7dZ3KaLHzTpk1Yv369Uq5UqRKioqJQunRpi5/JjbjXnle1n/7d11F+x+9WaRMAEhMTYWEskwlPT0+zc3/kVWpqKm6p2K9kyZLwcoBJ+v3987fwgSRJuGYhT6SQgTJlyrjEJP2yLOMG5Iw55MzQQYa/v3+u/lPJ730g67DFfXj8+DE8rfi6uKtasWIFNm7ciJMnT+Lff//FhQsXsiQKzPnmm2+wcOFC3Lp1C9WqVcOUKVOU+ZnSnT9/HpMnT8aRI0cgSRKqV6+OxYsXIzDQvqvlbdu2DVFRUYiNjUXFihURGRmJ1157LdvPnDlzBpGRkTh+/Dh8fHzw9ttvY+TIkSb/vxw5cgTjxo3DuXPnUKZMGbz//vsIDw/PcqyOHTti8+bNueqzue9dLy8vlC1bNlfHcVeM8zJYO85zFfz5rw6vkzrucp3yG1u5S1xmq9hqyJAhiImJMflMvXr1sGvXLqufQ04cJbZype8pa8R5uUqOFStWDKIoZnnSd+/ePYvfsOaeDN6/fx86nQ5FihSxuE92xwSAsLAwtGvXTimnf1MkJCQow/jzw2PJNouT72fe78aNG/luL7fS0tI0affOHW3n4RIEAf7+/rh586YSfOf9YACyO4QA3LqlJmXoHAzIPullgICbN2+qOpZV7wPlmS3vQ2pqqsmoDTLv33//xSuvvILmzZtjypQpWUa7mLNlyxaMHTsWU6dORf369bFy5Up069YNBw8eREBAAAAgNjYW7dq1Q/fu3TFixAgULVoUFy5cgE6nU31fhg0bhvLly2PkyJF5Pr/ff/8d/fv3x6hRo9CmTRvs2rUL/fr1w6ZNm1C3bl2zn3nw4AG6dOmCxo0bY8eOHbh8+TKGDx+OAgUKYODAgQCAq1evonv37ujRowfmzZuH3377DaNHj4aPjw9ee+01XLp0CadPn0aHDh0gyzLS0tJw6tQp3LhxI8sqiJl5enqavUapqalmf256eHhYLeHi7Bjnmd9Pi3jLUfHnvzq8Tuq423XKT2xl6WebK0qPrV555RVMmzYtV7FVVFQU6tataza2kiQJzZo1w6xZs5TP5fa6ulJsBQB//PGHqtjKGVgjzsvVkBgPDw8EBQXh5MmTJttPnjyJatWqmf1MlSpVsux/4sQJBAUFwcPDmJurWrUqTp06leWYVatWtdgXT09PFCpUSPmTPtQeMD6NtMYfNazVlju3m5d+WuU45Spkf7LlKmh+rla9bqENAEuj4EQRCG2gyX3gn3zeVw3/P3Ak69atQ61atfDkyROT7f369cMHH3xgs3b79euH999/H/XqqV/Nd/HixejWrRt69OiBKlWqYNKkSShXrhxWrFih7BMVFYXmzZvjk08+Qe3atfHMM8/gf//7n1VHDKuxZMkSvPzyyxgyZAiCg4MxZMgQvPTSS1iyZInFz2zcuBFPnjzB7NmzUb16dbRt2xZDhgzB4sWLle+tlStXIiAgQFmtsEePHujatSu++uorAECJEiVw+PBhDBgwAPfu3cPnn3+OqKgoBAUFISUlBc2aNUNERITS5tWrV1G9enWsXr062/Nxhe91W2Kcl5XW/8c74h9eF14nXqe8n6sz0Tq2spQoMic9turVq5fF2Aowji7y8/NT/vj62n/BFUeJraKioqwSWzmS/P67y/X7Yu3atcO+ffuwf/9+xMfHY/ny5UhMTETLli0BAGvWrMGCBQuU/Vu1aoXExERER0cjPj4e+/fvx/79+/H66xlP69q2bYsTJ05g8+bNuHbtGjZv3oxTp07lOLTQZT3XMH/1eTV0fP7qnYwwdDzgYWHwpIeHsd6FiGG9AP/ArAkyUQT8A431RGbIsgz5SYo2f1T+UGvXrh0kSTJZUS8pKQl79+5F165dLX6uWbNmqFKlisU/zZo1y/f1e1pqaipOnjyJV155xWT7K6+8gt9/N766JUkS9u3bh6CgIPTo0QMhISFo164dvv/+e6v2RY1jx47h5ZdftthXS59p1KgRChQooGxr2rQpbt68ibi4OGWfzNegadOmOHnyJNLS0uDr64vp06ejSZMmOHPmDGJjY7Fq1SoEBwfD29sb8+fPx7p16/D999/DYDDggw8+QOPGjdGzZ08rnr17YpxHRGR7jK2sR01sle7nn39GSEgIXnrpJYwaNQqJiYlW7YsajhJbXblyhbFVJrmec6xx48Z48OABNmzYgLt376J8+fKIjIxUhqrdvXvX5JvMz88PkZGRiI6Oxu7du+Hr64s+ffqYvP9brVo1DBs2DGvXrkVMTAz8/f0xbNgwVKlSxQqnmHe6xVuzXeZbt3irbdodNAaGhZ+aX5XyuYbQDRpjm3Zr14Nh6Hjzq1IOHQ9dbfUjI5yB6FMS0rTFxlUpr181TlYvCEC5ChCGjofoU1LrLlqV4F0IYuR046qUJ34FDAZApwNCG0AM6wXBu5DWXSRHlfoE0vtvatK0uOA7oIB3jvsVLFgQHTt2xHfffaf8Ur5x40aULVsWjRs3tvi5lStXZjuc3tpzMSQlJcFgMGQZAVaqVCncvn0bgHHuyYcPH+KLL75AREQERo8ejYMHD+Ldd9/FunXr8MILL1i1T9lJSEjIMhS9dOnSSEhIyPYz5cuXN9mWfr63b99GhQoVcPv2bbPXQK/XIykpCQUKFEBUVBSSkpJQs2ZNPPPMM+jVqxcmTJiA4OBg1K5dGxERERg1ahQ6duyIf/75B998842Vztq9Mc4zrScisolcxlZPct5FNXeMrQBj0q5du3YIDAzE1atXMWPGDLz55pvYtWuXSdLJ1hwltqpYsSJjq0zyNCF/69at0bp1a7N1gwcPzrKtZs2aiIqKyvaYjRo1yjIZsSNID4wEQYD+3dfhsWSbXYbFPp0AMyQmQmenV2l0tesB/52zITUVOgeYfN+WRJ+SwPh5AIyjNVxh8v3sCN6FoOveH+jeH7Kc/WTIRM6mZ8+eaNu2LW7cuIGyZcsiJiYGXbp0yfb73N6T26czN4F5+jZJkgAYf9b2798fAFC7dm38/vvvWLlypcXk2MaNG/HRRx8p5dTUVAiCoAynB4yva3bq1CnLZ69du4amTZsq5SFDhiivTGTXV7XSf24+/TlLxxAEAYmJiWjYsCE6duyIzp07Y9SoUTh16hQuX76M4OBgAMCAAQOwe/dufPPNN1i1ahVKlCiRqz6RZYzznO/1JyIiW3CV2AoAOnTooPy9evXqCA0NRcOGDbFv3z60bdvW7DFdObb6+OOP8ccffzC2ekqekmPuqvyO3zWZlNVeibEs7bp4YiwzV0+MZcbEGKnmVcD4lFGjttWqXbs2atasifXr16Np06Y4e/Ysli9fnu1nmjVrhvj4eIv1gYGBOHDggOo+5KREiRLQ6XRZng7euXNHeYpYokQJeHh4ZBlVU6VKFfz6668Wj92qVSs899xzSnnq1Knw9/dH3759lW2WJiQtU6aMyWsTPj4+yv5PP3UFjCPbspv7zNzTz/TFXNLb9/Pzy7JPYmIiPDw84OvrCz8/PyVQS1enTh3UqVPHZP9Lly5Bp9PhypUrVn9Ng9yPVnEeEbmhXMZWVp2Q3w1jK3PKlCmDgIAAXLlyxeI+jK3cK7ZicoyIiLIlCIKq4feOoHv37li8eDFu3ryJJk2aKCsUWWLvof9eXl4ICQnBoUOH0KZNG2X7oUOHlJE6Xl5eCA0NxaVLl0w+e/ny5WyfxhYpUkRZHRAAChcuDB8fH1SqVCnHfnl4eJjdr169evjxxx+VEWzpfX3++ectHqtevXqIiopCamoqvP57yPLDDz/A399feSWgXr16+L//+z+Tz/3www8ICQnJcs3Xr19vtp2RI0eiWrVq6NmzJz788EO89NJL2U7wTkRE5ChyG1sJnp4QRJ0Ne2SZM8VW7dtnvCr/dGxlTlJSEm7cuAE/Pz+L+zC2cq/Yyr2GyhARkUvr1KkTbt68iTVr1mQ7WWy6wMBAVKpUyeKfnF4NuH37Nk6fPq08dTx79ixOnz6Nu3fvKvu8+eabWLZsmVLu168fvv32W6xduxYXLlzA+PHjce3aNbz11lvKPu+99x62bduG1atX48qVK1i2bBn+7//+D717987tJcmXd955Bz/88AO++OILXLx4EV988QV+/PFHvPvuu8o+y5Ytw5tvZsybEhYWBi8vLwwfPhxnz57Frl27MH/+fPTr108ZsfrWW28hPj4eEyZMwIULF7B27VqsXbtWWY48J8uXL8exY8cwd+5chIWFoW3btnj//feRmppq3QtARETk5rSKrWJjYwHkLrZas2aN2djq4cOHmDRpEn7//XfExcXhyJEjCA8Ph6+vr8nDSntgbOW4mBwjIiKXUbRoUbRt2xaFChXCq6++avP2Vq5cidatW2PEiBEAjAFk69atTYbR//PPP0hKSlLKHTp0wIQJEzB79my0atUKR48excqVK02CxTZt2uCzzz7DwoUL8b///Q9r1qzB4sWL0aBBA5uf09Pq16+PhQsXIiYmBv/73//w3Xff4csvvzRZXj0pKQn//POPUi5WrBi+/fZb3LhxA23btsXo0aPRv39/DBgwQNmnQoUKWLlyJX7++We0atUKc+bMwaRJk1StXnjx4kVMnjwZU6dOVZ5eT506Fffv38eMGTOsePZERESkVWw1atQoALmLrWbOnGk2thJFEWfPnkXfvn3RpEkTDBs2DEFBQdi6davJyDB7YGzluATZxWYdTUhIsN772E8RBAFly5bFjRs3OFGrhngfHAPvg2Ow5X24f/8+ihUrZtVj2ku3bt1QpUoVTJ482W5tWnUuEMoXS/fC0ve0p6dntnOSkGNhnKctXid1eJ3UcbfrlJ/YSus4Q4vYKi+0vk7OxNWulTXiPI4cIyIil3D37l1s2bIFhw8ftvvrh0RERESuhrEVuRNOyE9ERC7h1Vdfxb179zBmzJgsq/EQERERUe4wtiJ3wuQYERG5hKNHj2rdBSIiIiKXwdiK3AlfqyQiIiIiIiIiIrfF5BgREREREREREbktJseIiCgLd1g1itwLv6eJiIiIXJM14jwmx4iIKAsPDw88fPiQCQVyerIs4+HDh/Dw4DSrRESkHUEQkJqaqnU3iFyKNeM8RopERJRF4cKF8eTJEzx48EDrrjgFLy8vBrwOwty9KFCgAAoUKKBRj4iIiIAiRYrg33//RUpKSq4/yzhDHV4n9VzpWlkrzmNyjIiIzGJCQR1BEFC2bFncuHGDI+00xntBRESOShAEFC1aNE+f48+2nPE6qcdrZR5fqyQiIiIiIiIiIrfF5BgREREREREREbktJseIiIiIiIiIiMhtMTlGRERERERERERuy+Um5Lf1Uu1cCt4x8D44Bt4Hx8D74Bh4HxxHbu4F75tzYZznGHid1OF1UofXSR1eJ3V4ndRzh2uVm3MUZC5PQEREREREREREboqvVar0+PFjfPTRR3j8+LHWXXFrvA+OgffBMfA+OAbeB8fBe0F5xe8ddXid1OF1UofXSR1eJ3V4ndTjtTKPyTGVZFnGlStXwIF22uJ9cAy8D46B98Ex8D44Dt4Lyit+76jD66QOr5M6vE7q8Dqpw+ukHq+VeUyOERERERERERGR22JyjIiIiIiIiIiI3BaTYyp5enqic+fO8PT01Lorbo33wTHwPjgG3gfHwPvgOHgvKK/4vaMOr5M6vE7q8Dqpw+ukDq+TerxW5nG1SiIiIiIiIiIiclscOUZERERERERERG6LyTEiIiIiIiIiInJbTI4REREREREREZHbYnKMiIiIiIiIiIjclofWHdDK7t27sXXrViQnJyMwMBDh4eGoUaOGxf3PnDmD6OhoxMfHw9fXF+3bt0erVq1M9vnll18QExODW7duoUyZMujevTsaNGhg61Nxata+D3FxcYiJicGVK1eQkJCA3r1747XXXrPHqTg1a9+HvXv34tChQ4iLiwMABAUFoXv37ggODrb5uTg7a9+Lo0ePYtOmTbh58yYMBgP8/f3x+uuv4+WXX7bH6TgtW/yMSHf48GHMnTsXzz//PCIiImx1Ci7B2vfh4MGDWLhwYZbPrVq1Cl5eXjY5B9IG4zx1GIepwzhJPcYx6jDOUIdxgDq2+H56+PAhvv32W/z66694+PAh/Pz88NZbb6Fu3bq2Ph3tyG7o8OHDcrdu3eS9e/fKcXFx8rJly+RevXrJCQkJZve/deuW3KtXL3nZsmVyXFycvHfvXrlbt27yzz//rOxz7tw5uWvXrvLGjRvl+Ph4eePGjXK3bt3k8+fP2+u0nI4t7sOFCxfkFStWyD/99JPcr18/efv27fY6Hadli/swd+5c+fvvv5evXLkix8fHy1988YXcu3dv+c6dO/Y6Ladki3tx+vRp+ejRo3JcXJx848YNeceOHXLXrl3l48eP2+msnI8t7kO627dvywMGDJDHjRsnR0VF2fpUnJot7sOBAwfkt99+W757967JH3ItjPPUYRymDuMk9RjHqMM4Qx3GAerY4jqlpaXJH3/8sTx16lT577//lm/fvi3//fff8pUrV+x0Vtpwy9cqt2/fjubNm6NFixZKZrVUqVLYs2eP2f337NmDUqVKITw8HIGBgWjRogWaNWuGbdu2Kfvs2LEDISEhCAsLQ0BAAMLCwlC7dm3s2LHDXqfldGxxH4KDg/HWW2/hxRdfhKenp71OxanZ4j588MEHaN26NSpWrIiAgAAMHDgQsizj1KlT9jotp2SLe1GrVi00aNAAgYGB8Pf3R9u2bfHMM8/g7Nmz9jotp2OL+wAAkiRh3rx5ePPNN+Hn52ePU3FqtroPgiDAx8fH5A+5FsZ56jAOU4dxknqMY9RhnKEO4wB1bHGd9u/fj3///RejRo1C9erVUbp0aVSvXh0VK1a001lpw+2SY3q9HpcvX0ZoaKjJ9pCQEJw7d87sZy5cuICQkBCTbc8++ywuX74MvV4PADh//nyWfUJDQ3H+/Hkr9t512Oo+UO7Y6z48efIEer0eRYoUsU7HXZA97kV64H39+nXUrFnTep13Iba8D+vXr0exYsXQvHlz63fcxdjyPqSkpGDQoEEYOHAgPvvsM1y5csX6J0CaYZynDuMwdRgnqcc4Rh3GGeowDlDHVtfp2LFjqFKlCpYuXYp+/fph5MiR2LhxIyRJss2JOAi3m3Ps/v37kCQJxYsXN9levHhxJCcnm/1McnKy2f0NBgMePHgAX19fJCcnZ8k6+/j4WDymu7PVfaDcsdd9WL16NUqUKIE6depYre+uxpb34tGjRxgwYAD0ej1EUcQ777yT5YciGdnqPpw9exb79+/H9OnTbdV1l2Kr+1CuXDkMGjQIFSpUwOPHj7Fz506MHTsWM2bMQNmyZW11OmRHjPPUYRymDuMk9RjHqMM4Qx3GAerY6jrdunULCQkJeOmllxAZGYkbN25g6dKlkCQJnTt3ttXpaM7tkmPpBEFQtc1SnSzLOX5GluVs68k+94FyZsv7sGXLFhw+fBgTJkxw6oku7cUW98Lb2xszZsxASkoKTp06hRUrVqBMmTKoVauWlXrteqx5Hx4/foz58+djwIABKFasmHU76uKs/e+hatWqqFq1qlJfrVo1fPTRR9i1axf69u1rjS6Tg2Ccpw7jMHUYJ6nHOEYdxhnqMA5Qx9rXSZZlFCtWDAMGDIAoiggKCsLdu3exdetWJsdcSbFixSCKYpZM6r1797JkUNOZezJ4//596HQ6ZfizuX2yO6a7s9V9oNyx9X3YunUrNm3ahLFjx+KZZ56xZtddji3vhSiK8Pf3BwBUrFgR165dw+bNm506qLQVW9yH+Ph4JCQkICoqSqlPD0K6deuGOXPmKPeHjOz1M0IURVSuXBk3b960RrfJATDOU4dxmDqMk9RjHKMO4wx1GAeoY8ufeR4eHhDFjFm4AgICkJycDL1eDw8P10wjud2cYx4eHggKCsLJkydNtp88eRLVqlUz+5kqVapk2f/EiRMICgpSvjGqVq2aZRLNkydPmmSmKYOt7gPlji3vw9atW7FhwwaMHj0alStXtn7nXYw9/03Isoy0tLT8d9oF2eI+lCtXDp9//jmmT5+u/KlXrx5q1aqF6dOno1SpUjY7H2dlr38Psizjn3/+cfrJeCkD4zx1GIepwzhJPcYx6jDOUIdxgDq2uk7VqlXDzZs3TeYYu3HjBnx9fV32/3vADZNjANCuXTvs27cP+/fvR3x8PJYvX47ExES0bNkSALBmzRosWLBA2b9Vq1ZITExEdHQ04uPjsX//fuzfvx+vv/66sk/btm1x4sQJbN68WXmacerUKbz22mt2Pz9nYYv7oNfrERsbi9jYWOj1eiQlJSE2NtZpnwbYgy3uw5YtW7B27Vq899578PPzQ3JyMpKTk5GSkmL383MmtrgXmzZtwsmTJ3Hr1i1cu3YN27dvx6FDh9CkSRO7n5+zsPZ98PLyQoUKFUz+FC5cGN7e3qhQoYJLBxn5YYt/D+vWrcOff/6JW7duITY2Fl9++SViY2PRqlUru58f2Q7jPHUYh6nDOEk9xjHqMM5Qh3GAOra4Tq1atcKDBw+wfPlyXL9+HX/88Qc2bdqE1q1b2/387Mk5/6XkU+PGjfHgwQNs2LABd+/eRfny5REZGYnSpUsDAO7evYvExERlfz8/P0RGRiI6Ohq7d++Gr68v+vTpg0aNGin7VKtWDcOGDcPatWsRExMDf39/DBs2DFWqVLH7+TkLW9yHpKQkREREKOVt27Zh27ZtqFmzJiZMmGC3c3MmtrgPe/bsgV6vx6xZs0za6ty5M9588037nJgTssW9ePLkCZYsWYI7d+7Ay8sLAQEBGDJkCBo3bmz383MWtrgPlHu2uA8PHz7EokWLkJycjEKFCqFSpUqYOHEigoOD7X5+ZDuM89RhHKYO4yT1GMeowzhDHcYB6tjiOpUqVQqffPIJoqOjMWrUKJQoUQJt2rRBx44d7X16diXI6S8kExERERERERERuRm3fK2SiIiIiIiIiIgIYHKMiIiIiIiIiIjcGJNjRERERERERETktpgcIyIiIiIiIiIit8XkGBERERERERERuS0mx4iIiIiIiIiIyG0xOUZERERERERERG6LyTEiIiIiIiIiInJbTI4REREREREREZHbYnKMiIiIiIiIiIjcFpNjRERERERERETktpgcIyIiIiIiIiIit/X/Z+UOg0K744cAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "freight_density.plot_compare_density(\n", " title_1=\"Depot Density vs. Origin Trips\",\n", @@ -771,7 +969,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.8" + "version": "3.10.13" }, "toc": { "base_numbering": 1, diff --git a/examples/14_Advanced_Plan_Cropping.ipynb b/examples/14_Advanced_Plan_Cropping.ipynb index cef17570..48be5357 100644 --- a/examples/14_Advanced_Plan_Cropping.ipynb +++ b/examples/14_Advanced_Plan_Cropping.ipynb @@ -26,25 +26,13 @@ "id": "6935f368", "metadata": { "execution": { - "iopub.execute_input": "2024-04-04T10:40:37.225893Z", - "iopub.status.busy": "2024-04-04T10:40:37.224390Z", - "iopub.status.idle": "2024-04-04T10:40:38.206865Z", - "shell.execute_reply": "2024-04-04T10:40:38.206865Z" + "iopub.execute_input": "2024-04-05T15:22:17.863268Z", + "iopub.status.busy": "2024-04-05T15:22:17.863088Z", + "iopub.status.idle": "2024-04-05T15:22:18.846296Z", + "shell.execute_reply": "2024-04-05T15:22:18.845749Z" } }, - "outputs": [ - { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'pam'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[1], line 5\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mgeopandas\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mgp\u001b[39;00m\n\u001b[0;32m 4\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mmatplotlib\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpyplot\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mplt\u001b[39;00m\n\u001b[1;32m----> 5\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mactivity\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Activity, Leg, Plan\n\u001b[0;32m 6\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcore\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Household, Person, Population\n\u001b[0;32m 7\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01moperations\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m cropping\n", - "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'pam'" - ] - } - ], + "outputs": [], "source": [ "from copy import deepcopy\n", "\n", @@ -82,10 +70,10 @@ "id": "c16eb294", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:39.026927Z", - "iopub.status.busy": "2023-09-22T10:52:39.026792Z", - "iopub.status.idle": "2023-09-22T10:52:39.030706Z", - "shell.execute_reply": "2023-09-22T10:52:39.030404Z" + "iopub.execute_input": "2024-04-05T15:22:18.853397Z", + "iopub.status.busy": "2024-04-05T15:22:18.852977Z", + "iopub.status.idle": "2024-04-05T15:22:18.860481Z", + "shell.execute_reply": "2024-04-05T15:22:18.859940Z" } }, "outputs": [], @@ -121,10 +109,10 @@ "id": "b957468e", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:39.032180Z", - "iopub.status.busy": "2023-09-22T10:52:39.032096Z", - "iopub.status.idle": "2023-09-22T10:52:39.037774Z", - "shell.execute_reply": "2023-09-22T10:52:39.037498Z" + "iopub.execute_input": "2024-04-05T15:22:18.863204Z", + "iopub.status.busy": "2024-04-05T15:22:18.863011Z", + "iopub.status.idle": "2024-04-05T15:22:18.872431Z", + "shell.execute_reply": "2024-04-05T15:22:18.872019Z" } }, "outputs": [], @@ -227,10 +215,10 @@ "id": "62c95b79", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:39.039040Z", - "iopub.status.busy": "2023-09-22T10:52:39.038947Z", - "iopub.status.idle": "2023-09-22T10:52:39.041103Z", - "shell.execute_reply": "2023-09-22T10:52:39.040827Z" + "iopub.execute_input": "2024-04-05T15:22:18.874454Z", + "iopub.status.busy": "2024-04-05T15:22:18.874286Z", + "iopub.status.idle": "2024-04-05T15:22:18.878129Z", + "shell.execute_reply": "2024-04-05T15:22:18.877597Z" } }, "outputs": [], @@ -252,13 +240,34 @@ "id": "24c29b61", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:39.042472Z", - "iopub.status.busy": "2023-09-22T10:52:39.042373Z", - "iopub.status.idle": "2023-09-22T10:52:39.308515Z", - "shell.execute_reply": "2023-09-22T10:52:39.308259Z" + "iopub.execute_input": "2024-04-05T15:22:18.880385Z", + "iopub.status.busy": "2024-04-05T15:22:18.880169Z", + "iopub.status.idle": "2024-04-05T15:22:19.272193Z", + "shell.execute_reply": "2024-04-05T15:22:19.271786Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(10, 10))\n", "zoning_system.boundary.plot(ax=ax)\n", @@ -304,10 +313,10 @@ "id": "c246ebab", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:39.309933Z", - "iopub.status.busy": "2023-09-22T10:52:39.309844Z", - "iopub.status.idle": "2023-09-22T10:52:39.313053Z", - "shell.execute_reply": "2023-09-22T10:52:39.312732Z" + "iopub.execute_input": "2024-04-05T15:22:19.274371Z", + "iopub.status.busy": "2024-04-05T15:22:19.274184Z", + "iopub.status.idle": "2024-04-05T15:22:19.279582Z", + "shell.execute_reply": "2024-04-05T15:22:19.279247Z" } }, "outputs": [], @@ -325,13 +334,34 @@ "id": "99ee54b7", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:39.314361Z", - "iopub.status.busy": "2023-09-22T10:52:39.314282Z", - "iopub.status.idle": "2023-09-22T10:52:39.506925Z", - "shell.execute_reply": "2023-09-22T10:52:39.506647Z" + "iopub.execute_input": "2024-04-05T15:22:19.281740Z", + "iopub.status.busy": "2024-04-05T15:22:19.281579Z", + "iopub.status.idle": "2024-04-05T15:22:19.606040Z", + "shell.execute_reply": "2024-04-05T15:22:19.605654Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "def plot_results(plan: Plan, boundary: gp.GeoDataFrame):\n", " fig, ax = plt.subplots(1, 1, figsize=(10, 10))\n", @@ -374,13 +404,34 @@ "id": "560cdadd", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:39.508349Z", - "iopub.status.busy": "2023-09-22T10:52:39.508265Z", - "iopub.status.idle": "2023-09-22T10:52:39.767357Z", - "shell.execute_reply": "2023-09-22T10:52:39.767082Z" + "iopub.execute_input": "2024-04-05T15:22:19.608354Z", + "iopub.status.busy": "2024-04-05T15:22:19.608168Z", + "iopub.status.idle": "2024-04-05T15:22:19.985963Z", + "shell.execute_reply": "2024-04-05T15:22:19.985538Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# define boundary\n", "boundary = zoning_system.loc[\"e\"].geometry\n", @@ -417,13 +468,34 @@ "id": "b82c7703", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:39.768777Z", - "iopub.status.busy": "2023-09-22T10:52:39.768693Z", - "iopub.status.idle": "2023-09-22T10:52:39.990908Z", - "shell.execute_reply": "2023-09-22T10:52:39.990622Z" + "iopub.execute_input": "2024-04-05T15:22:19.988652Z", + "iopub.status.busy": "2024-04-05T15:22:19.988463Z", + "iopub.status.idle": "2024-04-05T15:22:20.367115Z", + "shell.execute_reply": "2024-04-05T15:22:20.365583Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# crop\n", "plan_cropped = deepcopy(plan)\n", @@ -457,13 +529,34 @@ "id": "deac99bd", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:39.992557Z", - "iopub.status.busy": "2023-09-22T10:52:39.992429Z", - "iopub.status.idle": "2023-09-22T10:52:40.161525Z", - "shell.execute_reply": "2023-09-22T10:52:40.161274Z" + "iopub.execute_input": "2024-04-05T15:22:20.370884Z", + "iopub.status.busy": "2024-04-05T15:22:20.370602Z", + "iopub.status.idle": "2024-04-05T15:22:20.624189Z", + "shell.execute_reply": "2024-04-05T15:22:20.623776Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "boundary = zoning_system.loc[\"i\"].geometry\n", "\n", @@ -490,10 +583,10 @@ "id": "47e9bfb0", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:40.163019Z", - "iopub.status.busy": "2023-09-22T10:52:40.162916Z", - "iopub.status.idle": "2023-09-22T10:52:40.165990Z", - "shell.execute_reply": "2023-09-22T10:52:40.165736Z" + "iopub.execute_input": "2024-04-05T15:22:20.626544Z", + "iopub.status.busy": "2024-04-05T15:22:20.626347Z", + "iopub.status.idle": "2024-04-05T15:22:20.631089Z", + "shell.execute_reply": "2024-04-05T15:22:20.630690Z" } }, "outputs": [], @@ -530,13 +623,34 @@ "id": "af4ccf33", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:40.167292Z", - "iopub.status.busy": "2023-09-22T10:52:40.167217Z", - "iopub.status.idle": "2023-09-22T10:52:40.431159Z", - "shell.execute_reply": "2023-09-22T10:52:40.430823Z" + "iopub.execute_input": "2024-04-05T15:22:20.633177Z", + "iopub.status.busy": "2024-04-05T15:22:20.632999Z", + "iopub.status.idle": "2024-04-05T15:22:21.029078Z", + "shell.execute_reply": "2024-04-05T15:22:21.028622Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "boundary = zoning_system.dissolve().geometry[0]\n", "\n", @@ -565,7 +679,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.8" + "version": "3.10.13" }, "vscode": { "interpreter": { diff --git a/examples/15_advanced_choice_modelling.ipynb b/examples/15_advanced_choice_modelling.ipynb index 8e72f81a..44d0dcbc 100644 --- a/examples/15_advanced_choice_modelling.ipynb +++ b/examples/15_advanced_choice_modelling.ipynb @@ -28,22 +28,25 @@ "id": "82e63bf7", "metadata": { "execution": { - "iopub.execute_input": "2024-04-04T10:40:39.463892Z", - "iopub.status.busy": "2024-04-04T10:40:39.463892Z", - "iopub.status.idle": "2024-04-04T10:40:40.038137Z", - "shell.execute_reply": "2024-04-04T10:40:40.038137Z" + "iopub.execute_input": "2024-04-05T15:22:22.621301Z", + "iopub.status.busy": "2024-04-05T15:22:22.621131Z", + "iopub.status.idle": "2024-04-05T15:22:23.523099Z", + "shell.execute_reply": "2024-04-05T15:22:23.522669Z" } }, "outputs": [ { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'pam'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[1], line 7\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mnumpy\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mnp\u001b[39;00m\n\u001b[0;32m 6\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mpandas\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mpd\u001b[39;00m\n\u001b[1;32m----> 7\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01moperations\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcropping\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m link_population\n\u001b[0;32m 8\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mplanner\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m choice_location \u001b[38;5;28;01mas\u001b[39;00m choice\n\u001b[0;32m 9\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mplanner\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mod\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m ODFactory, ODMatrix\n", - "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'pam'" + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/6n/0h9tynqn581fxsytcc863h94tm217b/T/ipykernel_95065/106397807.py:6: DeprecationWarning: \n", + "Pyarrow will become a required dependency of pandas in the next major release of pandas (pandas 3.0),\n", + "(to allow more performant data types, such as the Arrow string type, and better interoperability with other libraries)\n", + "but was not found to be installed on your system.\n", + "If this would cause problems for you,\n", + "please provide us feedback at https://github.com/pandas-dev/pandas/issues/54466\n", + " \n", + " import pandas as pd\n" ] } ], @@ -88,10 +91,10 @@ "id": "9542e3c7", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:19:09.016327Z", - "iopub.status.busy": "2023-09-29T13:19:09.016102Z", - "iopub.status.idle": "2023-09-29T13:19:09.033007Z", - "shell.execute_reply": "2023-09-29T13:19:09.032678Z" + "iopub.execute_input": "2024-04-05T15:22:23.525438Z", + "iopub.status.busy": "2024-04-05T15:22:23.525221Z", + "iopub.status.idle": "2024-04-05T15:22:23.534745Z", + "shell.execute_reply": "2024-04-05T15:22:23.534316Z" } }, "outputs": [], @@ -109,13 +112,30 @@ "id": "e1163184", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:19:09.035090Z", - "iopub.status.busy": "2023-09-29T13:19:09.034927Z", - "iopub.status.idle": "2023-09-29T13:19:09.039672Z", - "shell.execute_reply": "2023-09-29T13:19:09.039263Z" + "iopub.execute_input": "2024-04-05T15:22:23.537124Z", + "iopub.status.busy": "2024-04-05T15:22:23.536940Z", + "iopub.status.idle": "2024-04-05T15:22:23.541793Z", + "shell.execute_reply": "2024-04-05T15:22:23.541422Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Work locations and travel modes:\n", + "+--------+-----+----------+------+\n", + "| pid | seq | location | mode |\n", + "+--------+-----+----------+------+\n", + "| chris | 1 | a | car |\n", + "| fatema | 1 | a | bike |\n", + "| fred | 3 | a | walk |\n", + "| gerry | 3 | a | walk |\n", + "| nick | 1 | a | car |\n", + "+--------+-----+----------+------+\n" + ] + } + ], "source": [ "def print_activity_locs(population, act_scope=\"work\"):\n", " summary = PrettyTable([\"pid\", \"seq\", \"location\", \"mode\"])\n", @@ -147,13 +167,70 @@ "id": "3081485c", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:19:09.041626Z", - "iopub.status.busy": "2023-09-29T13:19:09.041472Z", - "iopub.status.idle": "2023-09-29T13:19:09.053830Z", - "shell.execute_reply": "2023-09-29T13:19:09.053425Z" + "iopub.execute_input": "2024-04-05T15:22:23.544025Z", + "iopub.status.busy": "2024-04-05T15:22:23.543858Z", + "iopub.status.idle": "2024-04-05T15:22:23.552770Z", + "shell.execute_reply": "2024-04-05T15:22:23.552412Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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jobsschools
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" + ], + "text/plain": [ + " jobs schools\n", + "zone \n", + "a 100 3\n", + "b 200 1" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "data_zones = pd.DataFrame({\"zone\": [\"a\", \"b\"], \"jobs\": [100, 200], \"schools\": [3, 1]}).set_index(\n", " \"zone\"\n", @@ -176,13 +253,43 @@ "id": "15027351", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:19:09.055843Z", - "iopub.status.busy": "2023-09-29T13:19:09.055672Z", - "iopub.status.idle": "2023-09-29T13:19:09.060756Z", - "shell.execute_reply": "2023-09-29T13:19:09.060420Z" + "iopub.execute_input": "2024-04-05T15:22:23.554776Z", + "iopub.status.busy": "2024-04-05T15:22:23.554610Z", + "iopub.status.idle": "2024-04-05T15:22:23.560103Z", + "shell.execute_reply": "2024-04-05T15:22:23.559747Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Origin-destination dataset \n", + "--------------------------------------------------\n", + "Labels(vars=['time', 'distance'], origin_zones=('a', 'b'), destination_zones=('a', 'b'), mode=['car', 'bus'])\n", + "--------------------------------------------------\n", + "time - car:\n", + "[[20. 40.]\n", + " [40. 20.]]\n", + "--------------------------------------------------\n", + "time - bus:\n", + "[[30. 45.]\n", + " [45. 30.]]\n", + "--------------------------------------------------\n", + "distance - car:\n", + "[[5. 8.]\n", + " [8. 5.]]\n", + "--------------------------------------------------\n", + "distance - bus:\n", + "[[5. 9.]\n", + " [9. 5.]]\n", + "--------------------------------------------------" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "zone_labels = (\"a\", \"b\")\n", "od = ODFactory.from_matrices(\n", @@ -211,13 +318,24 @@ "id": "243511f7", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:19:09.062693Z", - "iopub.status.busy": "2023-09-29T13:19:09.062529Z", - "iopub.status.idle": "2023-09-29T13:19:09.066037Z", - "shell.execute_reply": "2023-09-29T13:19:09.065639Z" + "iopub.execute_input": "2024-04-05T15:22:23.562043Z", + "iopub.status.busy": "2024-04-05T15:22:23.561864Z", + "iopub.status.idle": "2024-04-05T15:22:23.565405Z", + "shell.execute_reply": "2024-04-05T15:22:23.565041Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "45.0" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "od[\"time\", \"a\", \"b\", \"bus\"]" ] @@ -237,13 +355,28 @@ "id": "760e9d2d", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:19:09.067919Z", - "iopub.status.busy": "2023-09-29T13:19:09.067783Z", - "iopub.status.idle": "2023-09-29T13:19:09.071296Z", - "shell.execute_reply": "2023-09-29T13:19:09.070984Z" + "iopub.execute_input": "2024-04-05T15:22:23.567579Z", + "iopub.status.busy": "2024-04-05T15:22:23.567352Z", + "iopub.status.idle": "2024-04-05T15:22:23.571265Z", + "shell.execute_reply": "2024-04-05T15:22:23.570857Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:pam.planner.choice_location:Updated model configuration\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:pam.planner.choice_location:ChoiceConfiguration(u=None, scope=None, func_probabilities=, func_sampling=)\n" + ] + } + ], "source": [ "planner = choice.ChoiceMNL(population, od, data_zones)" ] @@ -269,14 +402,29 @@ "id": "f368c9df", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:19:09.073174Z", - "iopub.status.busy": "2023-09-29T13:19:09.073018Z", - "iopub.status.idle": "2023-09-29T13:19:09.076763Z", - "shell.execute_reply": "2023-09-29T13:19:09.076409Z" + "iopub.execute_input": "2024-04-05T15:22:23.573455Z", + "iopub.status.busy": "2024-04-05T15:22:23.573280Z", + "iopub.status.idle": "2024-04-05T15:22:23.577243Z", + "shell.execute_reply": "2024-04-05T15:22:23.576925Z" }, "scrolled": false }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:pam.planner.choice_location:Updated model configuration\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:pam.planner.choice_location:ChoiceConfiguration(u=\"[0,-1]+(np.array([0,2])*(person.attributes['subpopulation']=='poor'))+([-0.05,-0.07]*od['time',person.home.area])+(0.4*np.log(zones['jobs']))\\n\", scope=\"act.act=='work'\", func_probabilities=, func_sampling=)\n" + ] + } + ], "source": [ "scope = \"act.act=='work'\"\n", "asc = [0, -1] # one value for each mode, 0->car, -1->\n", @@ -308,13 +456,32 @@ "id": "48fc5154", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:19:09.078654Z", - "iopub.status.busy": "2023-09-29T13:19:09.078514Z", - "iopub.status.idle": "2023-09-29T13:19:09.082456Z", - "shell.execute_reply": "2023-09-29T13:19:09.082128Z" + "iopub.execute_input": "2024-04-05T15:22:23.579135Z", + "iopub.status.busy": "2024-04-05T15:22:23.578974Z", + "iopub.status.idle": "2024-04-05T15:22:23.582970Z", + "shell.execute_reply": "2024-04-05T15:22:23.582596Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Activities in scope: \n", + " [ChoiceIdx(pid='chris', hid='chris', seq=1, act=), ChoiceIdx(pid='fatema', hid='fatema', seq=1, act=), ChoiceIdx(pid='fred', hid='fred', seq=3, act=), ChoiceIdx(pid='gerry', hid='gerry', seq=3, act=), ChoiceIdx(pid='nick', hid='nick', seq=1, act=)]\n", + "\n", + "Alternatives: \n", + " [ChoiceLabel(destination='a', mode='car'), ChoiceLabel(destination='a', mode='bus'), ChoiceLabel(destination='b', mode='car'), ChoiceLabel(destination='b', mode='bus')]\n", + "\n", + "Choice set utilities: \n", + " [[ 0.84206807 -1.25793193 0.11932695 -2.03067305]\n", + " [ 0.84206807 0.74206807 0.11932695 -0.03067305]\n", + " [ 0.84206807 0.74206807 0.11932695 -0.03067305]\n", + " [ 0.84206807 0.74206807 0.11932695 -0.03067305]\n", + " [ 0.84206807 -1.25793193 0.11932695 -2.03067305]]\n" + ] + } + ], "source": [ "choice_set = planner.get_choice_set()\n", "print(\"Activities in scope: \\n\", choice_set.idxs)\n", @@ -337,14 +504,45 @@ "id": "e26b40d1", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:19:09.084318Z", - "iopub.status.busy": "2023-09-29T13:19:09.084157Z", - "iopub.status.idle": "2023-09-29T13:19:09.088390Z", - "shell.execute_reply": "2023-09-29T13:19:09.088084Z" + "iopub.execute_input": "2024-04-05T15:22:23.584941Z", + "iopub.status.busy": "2024-04-05T15:22:23.584780Z", + "iopub.status.idle": "2024-04-05T15:22:23.589285Z", + "shell.execute_reply": "2024-04-05T15:22:23.588991Z" }, "scrolled": false }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:pam.planner.choice_location:Applying choice model...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:pam.planner.choice_location:Configuration: \n", + "ChoiceConfiguration(u=\"[0,-1]+(np.array([0,2])*(person.attributes['subpopulation']=='poor'))+([-0.05,-0.07]*od['time',person.home.area])+(0.4*np.log(zones['jobs']))\\n\", scope=\"act.act=='work'\", func_probabilities=, func_sampling=)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:pam.planner.choice_location:Choice model application complete.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sampled choices: \n", + " [ChoiceLabel(destination='b', mode='car'), ChoiceLabel(destination='b', mode='car'), ChoiceLabel(destination='a', mode='bus'), ChoiceLabel(destination='a', mode='car'), ChoiceLabel(destination='a', mode='car')]\n" + ] + } + ], "source": [ "planner.apply()\n", "print(\"Sampled choices: \\n\", planner._selections.selections)" @@ -365,13 +563,29 @@ "id": "4bfa1fee", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:19:09.090239Z", - "iopub.status.busy": "2023-09-29T13:19:09.090077Z", - "iopub.status.idle": "2023-09-29T13:19:09.093476Z", - "shell.execute_reply": "2023-09-29T13:19:09.093041Z" + "iopub.execute_input": "2024-04-05T15:22:23.591187Z", + "iopub.status.busy": "2024-04-05T15:22:23.590982Z", + "iopub.status.idle": "2024-04-05T15:22:23.594247Z", + "shell.execute_reply": "2024-04-05T15:22:23.593917Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "+--------+-----+----------+------+\n", + "| pid | seq | location | mode |\n", + "+--------+-----+----------+------+\n", + "| chris | 1 | b | car |\n", + "| fatema | 1 | b | car |\n", + "| fred | 3 | a | bus |\n", + "| gerry | 3 | a | car |\n", + "| nick | 1 | a | car |\n", + "+--------+-----+----------+------+\n" + ] + } + ], "source": [ "print_activity_locs(planner.population)" ] @@ -393,7 +607,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.8" + "version": "3.10.13" } }, "nbformat": 4, diff --git a/examples/16_advanced_matsim_warmstarting.ipynb b/examples/16_advanced_matsim_warmstarting.ipynb index 0498cb12..f068bca1 100644 --- a/examples/16_advanced_matsim_warmstarting.ipynb +++ b/examples/16_advanced_matsim_warmstarting.ipynb @@ -21,25 +21,13 @@ "id": "6935f368", "metadata": { "execution": { - "iopub.execute_input": "2024-04-04T10:40:39.742105Z", - "iopub.status.busy": "2024-04-04T10:40:39.742105Z", - "iopub.status.idle": "2024-04-04T10:40:39.979981Z", - "shell.execute_reply": "2024-04-04T10:40:39.979981Z" + "iopub.execute_input": "2024-04-05T15:22:25.063257Z", + "iopub.status.busy": "2024-04-05T15:22:25.063085Z", + "iopub.status.idle": "2024-04-05T15:22:25.954346Z", + "shell.execute_reply": "2024-04-05T15:22:25.953858Z" } }, - "outputs": [ - { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'pam'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[1], line 3\u001b[0m\n\u001b[0;32m 1\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----> 3\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mread\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m read_matsim\n\u001b[0;32m 4\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mwrite\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m write_matsim\n", - "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'pam'" - ] - } - ], + "outputs": [], "source": [ "from pathlib import Path\n", "\n", @@ -61,13 +49,24 @@ "id": "4660f320", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:44.201934Z", - "iopub.status.busy": "2023-09-22T10:52:44.201798Z", - "iopub.status.idle": "2023-09-22T10:52:44.234909Z", - "shell.execute_reply": "2023-09-22T10:52:44.234602Z" + "iopub.execute_input": "2024-04-05T15:22:25.957242Z", + "iopub.status.busy": "2024-04-05T15:22:25.957005Z", + "iopub.status.idle": "2024-04-05T15:22:25.989534Z", + "shell.execute_reply": "2024-04-05T15:22:25.988942Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'num_households': 6, 'num_people': 6, 'num_activities': 23, 'num_legs': 18}" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "population = read_matsim(\n", " plans_path=Path(\"data/example_data/output_experienced_plans.xml\"), keep_non_selected=True\n", @@ -89,10 +88,10 @@ "id": "4bfe7b9c", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:44.236464Z", - "iopub.status.busy": "2023-09-22T10:52:44.236268Z", - "iopub.status.idle": "2023-09-22T10:52:44.238875Z", - "shell.execute_reply": "2023-09-22T10:52:44.238626Z" + "iopub.execute_input": "2024-04-05T15:22:25.991835Z", + "iopub.status.busy": "2024-04-05T15:22:25.991657Z", + "iopub.status.idle": "2024-04-05T15:22:25.995461Z", + "shell.execute_reply": "2024-04-05T15:22:25.995017Z" } }, "outputs": [], @@ -134,10 +133,10 @@ "id": "1c09a224", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:44.240182Z", - "iopub.status.busy": "2023-09-22T10:52:44.240092Z", - "iopub.status.idle": "2023-09-22T10:52:44.242368Z", - "shell.execute_reply": "2023-09-22T10:52:44.242128Z" + "iopub.execute_input": "2024-04-05T15:22:25.997580Z", + "iopub.status.busy": "2024-04-05T15:22:25.997369Z", + "iopub.status.idle": "2024-04-05T15:22:26.001123Z", + "shell.execute_reply": "2024-04-05T15:22:26.000758Z" } }, "outputs": [], @@ -171,10 +170,10 @@ "id": "c16eb294", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:44.243738Z", - "iopub.status.busy": "2023-09-22T10:52:44.243643Z", - "iopub.status.idle": "2023-09-22T10:52:44.255625Z", - "shell.execute_reply": "2023-09-22T10:52:44.255308Z" + "iopub.execute_input": "2024-04-05T15:22:26.003059Z", + "iopub.status.busy": "2024-04-05T15:22:26.002895Z", + "iopub.status.idle": "2024-04-05T15:22:26.039793Z", + "shell.execute_reply": "2024-04-05T15:22:26.038773Z" } }, "outputs": [], @@ -225,7 +224,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.8" + "version": "3.10.13" }, "vscode": { "interpreter": { diff --git a/examples/17_advanced_discretionary_locations.ipynb b/examples/17_advanced_discretionary_locations.ipynb index 5689aa83..bb0648de 100644 --- a/examples/17_advanced_discretionary_locations.ipynb +++ b/examples/17_advanced_discretionary_locations.ipynb @@ -26,22 +26,25 @@ "id": "82e63bf7", "metadata": { "execution": { - "iopub.execute_input": "2024-04-04T10:40:41.563066Z", - "iopub.status.busy": "2024-04-04T10:40:41.563066Z", - "iopub.status.idle": "2024-04-04T10:40:42.132848Z", - "shell.execute_reply": "2024-04-04T10:40:42.132848Z" + "iopub.execute_input": "2024-04-05T15:22:27.464569Z", + "iopub.status.busy": "2024-04-05T15:22:27.464373Z", + "iopub.status.idle": "2024-04-05T15:22:28.529618Z", + "shell.execute_reply": "2024-04-05T15:22:28.529206Z" } }, "outputs": [ { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'pam'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[1], line 7\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mnumpy\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mnp\u001b[39;00m\n\u001b[0;32m 6\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mpandas\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mpd\u001b[39;00m\n\u001b[1;32m----> 7\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mactivity\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Activity, Leg, Plan\n\u001b[0;32m 8\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mlocation\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Location\n\u001b[0;32m 9\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mplanner\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mchoice_location\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m DiscretionaryTripOD, DiscretionaryTrips\n", - "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'pam'" + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/6n/0h9tynqn581fxsytcc863h94tm217b/T/ipykernel_95220/2386317155.py:6: DeprecationWarning: \n", + "Pyarrow will become a required dependency of pandas in the next major release of pandas (pandas 3.0),\n", + "(to allow more performant data types, such as the Arrow string type, and better interoperability with other libraries)\n", + "but was not found to be installed on your system.\n", + "If this would cause problems for you,\n", + "please provide us feedback at https://github.com/pandas-dev/pandas/issues/54466\n", + " \n", + " import pandas as pd\n" ] } ], @@ -160,13 +163,24 @@ "id": "a02cfd1e-33d8-4760-a368-f59d10727b38", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:18:56.228613Z", - "iopub.status.busy": "2023-09-29T13:18:56.228367Z", - "iopub.status.idle": "2023-09-29T13:18:56.408397Z", - "shell.execute_reply": "2023-09-29T13:18:56.407979Z" + "iopub.execute_input": "2024-04-05T15:22:28.532087Z", + "iopub.status.busy": "2024-04-05T15:22:28.531837Z", + "iopub.status.idle": "2024-04-05T15:22:28.691053Z", + "shell.execute_reply": "2024-04-05T15:22:28.690570Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plan = Plan(home_area=\"h\", home_location=Location(loc=Point(0, 0), area=\"h\"))\n", "plan.add(\n", @@ -277,13 +291,57 @@ "id": "15027351", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:18:56.411070Z", - "iopub.status.busy": "2023-09-29T13:18:56.410829Z", - "iopub.status.idle": "2023-09-29T13:18:56.418922Z", - "shell.execute_reply": "2023-09-29T13:18:56.418566Z" + "iopub.execute_input": "2024-04-05T15:22:28.693275Z", + "iopub.status.busy": "2024-04-05T15:22:28.693091Z", + "iopub.status.idle": "2024-04-05T15:22:28.700460Z", + "shell.execute_reply": "2024-04-05T15:22:28.700132Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Origin-destination dataset \n", + "--------------------------------------------------\n", + "Labels(vars=['time', 'distance', 'od_probs'], origin_zones=('h', 'b', 'w'), destination_zones=('h', 'b', 'w'), mode=['car', 'bus'])\n", + "--------------------------------------------------\n", + "time - car:\n", + "[[20. 30. 40.]\n", + " [30. 10. 30.]\n", + " [40. 30. 20.]]\n", + "--------------------------------------------------\n", + "time - bus:\n", + "[[30. 40. 45.]\n", + " [40. 10. 40.]\n", + " [45. 40. 30.]]\n", + "--------------------------------------------------\n", + "distance - car:\n", + "[[5. 6. 8.]\n", + " [6. 2. 6.]\n", + " [8. 6. 5.]]\n", + "--------------------------------------------------\n", + "distance - bus:\n", + "[[5. 7. 9.]\n", + " [7. 2. 7.]\n", + " [9. 7. 5.]]\n", + "--------------------------------------------------\n", + "od_probs - car:\n", + "[[ 500. 333. 250.]\n", + " [ 333. 1000. 333.]\n", + " [ 250. 333. 500.]]\n", + "--------------------------------------------------\n", + "od_probs - bus:\n", + "[[ 333. 250. 222.]\n", + " [ 250. 1000. 250.]\n", + " [ 222. 250. 333.]]\n", + "--------------------------------------------------" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "zone_labels = (\"h\", \"b\", \"w\")\n", "od = ODFactory.from_matrices(\n", @@ -349,13 +407,30 @@ "id": "e1163184", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:18:56.421117Z", - "iopub.status.busy": "2023-09-29T13:18:56.420918Z", - "iopub.status.idle": "2023-09-29T13:18:56.425462Z", - "shell.execute_reply": "2023-09-29T13:18:56.425088Z" + "iopub.execute_input": "2024-04-05T15:22:28.703428Z", + "iopub.status.busy": "2024-04-05T15:22:28.703234Z", + "iopub.status.idle": "2024-04-05T15:22:28.709407Z", + "shell.execute_reply": "2024-04-05T15:22:28.709060Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Work locations and travel modes:\n", + "+-----+---------+----------+\n", + "| seq | purpose | location |\n", + "+-----+---------+----------+\n", + "| 0 | home | h |\n", + "| 1 | visit | w |\n", + "| 2 | work | w |\n", + "| 3 | shop | na |\n", + "| 4 | home | h |\n", + "+-----+---------+----------+\n" + ] + } + ], "source": [ "def print_activity_locs(plan):\n", " summary = PrettyTable([\"seq\", \"purpose\", \"location\"])\n", @@ -382,10 +457,10 @@ "id": "0c8f720d-d4f1-4a54-8222-bd482fa6a2b4", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:18:56.427644Z", - "iopub.status.busy": "2023-09-29T13:18:56.427458Z", - "iopub.status.idle": "2023-09-29T13:18:56.431457Z", - "shell.execute_reply": "2023-09-29T13:18:56.430970Z" + "iopub.execute_input": "2024-04-05T15:22:28.711268Z", + "iopub.status.busy": "2024-04-05T15:22:28.711107Z", + "iopub.status.idle": "2024-04-05T15:22:28.714717Z", + "shell.execute_reply": "2024-04-05T15:22:28.714354Z" } }, "outputs": [], @@ -409,13 +484,29 @@ "id": "67375c1e-9164-4341-b3e2-491058f05283", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:18:56.433612Z", - "iopub.status.busy": "2023-09-29T13:18:56.433422Z", - "iopub.status.idle": "2023-09-29T13:18:56.437410Z", - "shell.execute_reply": "2023-09-29T13:18:56.436998Z" + "iopub.execute_input": "2024-04-05T15:22:28.716764Z", + "iopub.status.busy": "2024-04-05T15:22:28.716600Z", + "iopub.status.idle": "2024-04-05T15:22:28.719623Z", + "shell.execute_reply": "2024-04-05T15:22:28.719177Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "+-----+---------+----------+\n", + "| seq | purpose | location |\n", + "+-----+---------+----------+\n", + "| 0 | home | h |\n", + "| 1 | visit | w |\n", + "| 2 | work | w |\n", + "| 3 | shop | w |\n", + "| 4 | home | h |\n", + "+-----+---------+----------+\n" + ] + } + ], "source": [ "print_activity_locs(plan_new)" ] @@ -458,10 +549,10 @@ "id": "6703633e-4912-4b53-badc-1df09d07c1a9", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:18:56.439507Z", - "iopub.status.busy": "2023-09-29T13:18:56.439325Z", - "iopub.status.idle": "2023-09-29T13:18:56.443058Z", - "shell.execute_reply": "2023-09-29T13:18:56.442609Z" + "iopub.execute_input": "2024-04-05T15:22:28.721680Z", + "iopub.status.busy": "2024-04-05T15:22:28.721517Z", + "iopub.status.idle": "2024-04-05T15:22:28.724732Z", + "shell.execute_reply": "2024-04-05T15:22:28.724323Z" } }, "outputs": [], @@ -477,13 +568,24 @@ "id": "7c50299c-d018-4a95-a345-4d60275af486", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:18:56.445120Z", - "iopub.status.busy": "2023-09-29T13:18:56.444972Z", - "iopub.status.idle": "2023-09-29T13:18:56.448980Z", - "shell.execute_reply": "2023-09-29T13:18:56.448555Z" + "iopub.execute_input": "2024-04-05T15:22:28.727043Z", + "iopub.status.busy": "2024-04-05T15:22:28.726840Z", + "iopub.status.idle": "2024-04-05T15:22:28.730287Z", + "shell.execute_reply": "2024-04-05T15:22:28.729941Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "['work', 'travel', 'shop', 'travel', 'home']" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "[act.act for act in chain]" ] @@ -494,10 +596,10 @@ "id": "8295978c-7a9e-4f94-90ea-967822e22b0c", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:18:56.451024Z", - "iopub.status.busy": "2023-09-29T13:18:56.450843Z", - "iopub.status.idle": "2023-09-29T13:18:56.453878Z", - "shell.execute_reply": "2023-09-29T13:18:56.453484Z" + "iopub.execute_input": "2024-04-05T15:22:28.732096Z", + "iopub.status.busy": "2024-04-05T15:22:28.731939Z", + "iopub.status.idle": "2024-04-05T15:22:28.734503Z", + "shell.execute_reply": "2024-04-05T15:22:28.734160Z" } }, "outputs": [], @@ -519,13 +621,24 @@ "id": "652ff1ad-8371-48fb-ae57-4f061b33f6e4", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:18:56.456372Z", - "iopub.status.busy": "2023-09-29T13:18:56.456143Z", - "iopub.status.idle": "2023-09-29T13:18:56.459849Z", - "shell.execute_reply": "2023-09-29T13:18:56.459522Z" + "iopub.execute_input": "2024-04-05T15:22:28.736361Z", + "iopub.status.busy": "2024-04-05T15:22:28.736117Z", + "iopub.status.idle": "2024-04-05T15:22:28.739330Z", + "shell.execute_reply": "2024-04-05T15:22:28.738947Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[datetime.timedelta(seconds=3600), datetime.timedelta(seconds=3600)]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "[x.duration for x in chain if isinstance(x, Leg)]" ] @@ -544,14 +657,25 @@ "id": "285a6048-e7ed-408b-86e7-09770c3ae3c4", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:18:56.461942Z", - "iopub.status.busy": "2023-09-29T13:18:56.461751Z", - "iopub.status.idle": "2023-09-29T13:18:56.465260Z", - "shell.execute_reply": "2023-09-29T13:18:56.464841Z" + "iopub.execute_input": "2024-04-05T15:22:28.741226Z", + "iopub.status.busy": "2024-04-05T15:22:28.741072Z", + "iopub.status.idle": "2024-04-05T15:22:28.748128Z", + "shell.execute_reply": "2024-04-05T15:22:28.747802Z" }, "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.5" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model.observed_leg_ratio" ] @@ -570,13 +694,24 @@ "id": "a960cc2f-ac94-4c1e-85e3-bb9a5543ee4c", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:18:56.467352Z", - "iopub.status.busy": "2023-09-29T13:18:56.467142Z", - "iopub.status.idle": "2023-09-29T13:18:56.470729Z", - "shell.execute_reply": "2023-09-29T13:18:56.470306Z" + "iopub.execute_input": "2024-04-05T15:22:28.750145Z", + "iopub.status.busy": "2024-04-05T15:22:28.749975Z", + "iopub.status.idle": "2024-04-05T15:22:28.753481Z", + "shell.execute_reply": "2024-04-05T15:22:28.752965Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.66666667, 0.5 , 0.33333333])" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model.leg_ratios" ] @@ -595,13 +730,24 @@ "id": "639c6ee3-de4f-4cb9-8cc0-49de505aa3bc", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:18:56.472664Z", - "iopub.status.busy": "2023-09-29T13:18:56.472489Z", - "iopub.status.idle": "2023-09-29T13:18:56.476169Z", - "shell.execute_reply": "2023-09-29T13:18:56.475794Z" + "iopub.execute_input": "2024-04-05T15:22:28.755408Z", + "iopub.status.busy": "2024-04-05T15:22:28.755257Z", + "iopub.status.idle": "2024-04-05T15:22:28.758608Z", + "shell.execute_reply": "2024-04-05T15:22:28.758288Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.66666667, 1. , 0.66666667])" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model.leg_ratio_p" ] @@ -620,13 +766,24 @@ "id": "27449617-345d-4ded-b425-30684326347f", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:18:56.478252Z", - "iopub.status.busy": "2023-09-29T13:18:56.478077Z", - "iopub.status.idle": "2023-09-29T13:18:56.481669Z", - "shell.execute_reply": "2023-09-29T13:18:56.481272Z" + "iopub.execute_input": "2024-04-05T15:22:28.760614Z", + "iopub.status.busy": "2024-04-05T15:22:28.760443Z", + "iopub.status.idle": "2024-04-05T15:22:28.763832Z", + "shell.execute_reply": "2024-04-05T15:22:28.763467Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([1.5, 1.5, 1.5])" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model.diversion_factors" ] @@ -645,13 +802,24 @@ "id": "5a2d3f46-a141-4d89-a06c-600640523b91", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:18:56.484078Z", - "iopub.status.busy": "2023-09-29T13:18:56.483759Z", - "iopub.status.idle": "2023-09-29T13:18:56.487634Z", - "shell.execute_reply": "2023-09-29T13:18:56.487154Z" + "iopub.execute_input": "2024-04-05T15:22:28.765775Z", + "iopub.status.busy": "2024-04-05T15:22:28.765619Z", + "iopub.status.idle": "2024-04-05T15:22:28.768662Z", + "shell.execute_reply": "2024-04-05T15:22:28.768367Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.54545455, 0.54545455, 0.54545455])" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model.diversion_p" ] @@ -670,13 +838,24 @@ "id": "b3cdb221-80b3-45ce-a5bc-e0e1255bc2da", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:18:56.489813Z", - "iopub.status.busy": "2023-09-29T13:18:56.489619Z", - "iopub.status.idle": "2023-09-29T13:18:56.493257Z", - "shell.execute_reply": "2023-09-29T13:18:56.492907Z" + "iopub.execute_input": "2024-04-05T15:22:28.770452Z", + "iopub.status.busy": "2024-04-05T15:22:28.770311Z", + "iopub.status.idle": "2024-04-05T15:22:28.774299Z", + "shell.execute_reply": "2024-04-05T15:22:28.773958Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([250., 333., 500.])" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model.od[\"od_probs\", \"w\", :, \"car\"]" ] @@ -695,13 +874,24 @@ "id": "94d6b7be-8278-43a5-962f-cd9dd44d0725", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:18:56.495317Z", - "iopub.status.busy": "2023-09-29T13:18:56.495162Z", - "iopub.status.idle": "2023-09-29T13:18:56.498948Z", - "shell.execute_reply": "2023-09-29T13:18:56.498527Z" + "iopub.execute_input": "2024-04-05T15:22:28.776411Z", + "iopub.status.busy": "2024-04-05T15:22:28.776245Z", + "iopub.status.idle": "2024-04-05T15:22:28.779588Z", + "shell.execute_reply": "2024-04-05T15:22:28.779155Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.23084026, 0.30747922, 0.46168052])" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model.attraction_p" ] @@ -720,13 +910,24 @@ "id": "5fb51c28-7109-4a43-83da-e7e9865f25a6", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:18:56.500983Z", - "iopub.status.busy": "2023-09-29T13:18:56.500811Z", - "iopub.status.idle": "2023-09-29T13:18:56.504558Z", - "shell.execute_reply": "2023-09-29T13:18:56.504226Z" + "iopub.execute_input": "2024-04-05T15:22:28.781661Z", + "iopub.status.busy": "2024-04-05T15:22:28.781488Z", + "iopub.status.idle": "2024-04-05T15:22:28.784974Z", + "shell.execute_reply": "2024-04-05T15:22:28.784566Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.20008003, 0.3997599 , 0.40016006])" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "probs = model.leg_ratio_p * model.diversion_p * model.attraction_p\n", "probs /= probs.sum()\n", @@ -739,13 +940,24 @@ "id": "d37ac59a-056e-442c-8983-68228fdaefb5", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:18:56.506503Z", - "iopub.status.busy": "2023-09-29T13:18:56.506350Z", - "iopub.status.idle": "2023-09-29T13:18:56.509637Z", - "shell.execute_reply": "2023-09-29T13:18:56.509283Z" + "iopub.execute_input": "2024-04-05T15:22:28.786900Z", + "iopub.status.busy": "2024-04-05T15:22:28.786744Z", + "iopub.status.idle": "2024-04-05T15:22:28.792874Z", + "shell.execute_reply": "2024-04-05T15:22:28.792560Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.20008003, 0.3997599 , 0.40016006])" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model.destination_p" ] @@ -764,13 +976,27 @@ "id": "074ab041-2c0a-40bb-bb21-12c1ff83516c", "metadata": { "execution": { - "iopub.execute_input": "2023-09-29T13:18:56.511454Z", - "iopub.status.busy": "2023-09-29T13:18:56.511315Z", - "iopub.status.idle": "2023-09-29T13:18:56.621244Z", - "shell.execute_reply": "2023-09-29T13:18:56.620401Z" + "iopub.execute_input": "2024-04-05T15:22:28.794810Z", + "iopub.status.busy": "2024-04-05T15:22:28.794656Z", + "iopub.status.idle": "2024-04-05T15:22:28.882662Z", + "shell.execute_reply": "2024-04-05T15:22:28.882270Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "h 0.200\n", + "b 0.403\n", + "w 0.397\n", + "Name: proportion, dtype: float64" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "res = []\n", "for i in range(10**3):\n", @@ -798,7 +1024,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.8" + "version": "3.10.13" } }, "nbformat": 4, diff --git a/examples/18_advanced_ipf.ipynb b/examples/18_advanced_ipf.ipynb index e51a3c69..7a2550a3 100644 --- a/examples/18_advanced_ipf.ipynb +++ b/examples/18_advanced_ipf.ipynb @@ -24,22 +24,25 @@ "id": "aa7cdd7f-3256-4dab-b42e-7bea3634eb7b", "metadata": { "execution": { - "iopub.execute_input": "2024-04-04T10:40:41.407967Z", - "iopub.status.busy": "2024-04-04T10:40:41.406967Z", - "iopub.status.idle": "2024-04-04T10:40:41.983741Z", - "shell.execute_reply": "2024-04-04T10:40:41.983741Z" + "iopub.execute_input": "2024-04-05T15:22:30.161208Z", + "iopub.status.busy": "2024-04-05T15:22:30.161074Z", + "iopub.status.idle": "2024-04-05T15:22:31.086419Z", + "shell.execute_reply": "2024-04-05T15:22:31.085892Z" } }, "outputs": [ { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'pam'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[1], line 4\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mitertools\u001b[39;00m\n\u001b[0;32m 3\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mpandas\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mpd\u001b[39;00m\n\u001b[1;32m----> 4\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcore\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Person, Population\n\u001b[0;32m 5\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpam\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mplanner\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m ipf\n", - "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'pam'" + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/6n/0h9tynqn581fxsytcc863h94tm217b/T/ipykernel_95267/1028812630.py:3: DeprecationWarning: \n", + "Pyarrow will become a required dependency of pandas in the next major release of pandas (pandas 3.0),\n", + "(to allow more performant data types, such as the Arrow string type, and better interoperability with other libraries)\n", + "but was not found to be installed on your system.\n", + "If this would cause problems for you,\n", + "please provide us feedback at https://github.com/pandas-dev/pandas/issues/54466\n", + " \n", + " import pandas as pd\n" ] } ], @@ -73,13 +76,95 @@ "id": "c54ce830-3539-4616-b42f-98cd6662968e", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:46.258097Z", - "iopub.status.busy": "2023-09-22T10:52:46.257961Z", - "iopub.status.idle": "2023-09-22T10:52:46.265070Z", - "shell.execute_reply": "2023-09-22T10:52:46.264787Z" + "iopub.execute_input": "2024-04-05T15:22:31.089553Z", + "iopub.status.busy": "2024-04-05T15:22:31.089276Z", + "iopub.status.idle": "2024-04-05T15:22:31.102561Z", + "shell.execute_reply": "2024-04-05T15:22:31.102041Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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hhincome|highhhincome|mediumhhincome|lowage|minorage|adultcarAvail|yescarAvail|no
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"iopub.execute_input": "2023-09-22T10:52:46.347311Z", - "iopub.status.busy": "2023-09-22T10:52:46.347214Z", - "iopub.status.idle": "2023-09-22T10:52:46.349644Z", - "shell.execute_reply": "2023-09-22T10:52:46.349400Z" + "iopub.execute_input": "2024-04-05T15:22:31.220276Z", + "iopub.status.busy": "2024-04-05T15:22:31.220081Z", + "iopub.status.idle": "2024-04-05T15:22:31.223536Z", + "shell.execute_reply": "2024-04-05T15:22:31.223171Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'hhincome': 'high', 'age': 'minor', 'carAvail': 'yes', 'hzone': 'b'}" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pop.random_person().attributes" ] @@ -232,13 +350,49 @@ "id": "1441fecf-523d-41b5-a936-441da8da3529", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:46.350895Z", - "iopub.status.busy": "2023-09-22T10:52:46.350801Z", - "iopub.status.idle": "2023-09-22T10:52:46.355724Z", - "shell.execute_reply": "2023-09-22T10:52:46.355502Z" + "iopub.execute_input": "2024-04-05T15:22:31.225762Z", + "iopub.status.busy": "2024-04-05T15:22:31.225557Z", + "iopub.status.idle": "2024-04-05T15:22:31.233168Z", + "shell.execute_reply": "2024-04-05T15:22:31.232730Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "hzone hhincome age carAvail\n", + "a high adult no 2\n", + " yes 16\n", + " minor no 1\n", + " yes 11\n", + " low adult no 2\n", + " yes 16\n", + " minor no 1\n", + " yes 11\n", + " medium adult no 2\n", + " yes 22\n", + " minor no 2\n", + " yes 14\n", + "b high adult no 4\n", + " yes 40\n", + " minor no 4\n", + " yes 32\n", + " low adult no 1\n", + " yes 10\n", + " minor no 1\n", + " yes 8\n", + " medium adult no 6\n", + " yes 50\n", + " minor no 4\n", + " yes 40\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "summary = (\n", " pd.DataFrame([person.attributes for hid, pid, person in pop.people()])\n", @@ -264,13 +418,95 @@ "id": "10ff7760-3e96-4fd2-b438-ea0114328414", "metadata": { "execution": { - "iopub.execute_input": "2023-09-22T10:52:46.356948Z", - "iopub.status.busy": "2023-09-22T10:52:46.356860Z", - "iopub.status.idle": "2023-09-22T10:52:46.364199Z", - 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