{ "cells": [ { "cell_type": "markdown", "source": [ "# Solutions for [hands on session 1, day2](hands_on_1.ipynb)" ], "metadata": {} }, { "cell_type": "code", "execution_count": 21, "source": [ "import os\n", "import glob\n", "import nixio\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline \n", "%config InlineBackend.figure_formats = ['retina'] # only for users with a high resolution display" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "## Exercise 1: Radar trap scenario" ], "metadata": {} }, { "cell_type": "code", "execution_count": 8, "source": [ "\n", "\n", "def radar_trap_data(duration=1000, car_probability=0.15, dt=0.01, speed_limit=50, speeder_probability=0.01):\n", " time = np.arange(0, duration, dt)\n", " car_times = time[np.random.random(len(time)) < (car_probability * dt)]\n", " car_speeds = speed_limit + np.random.randn(len(car_times)) * 0.05 * speed_limit\n", " indices = np.arange(len(car_times), dtype=int)\n", " np.random.shuffle(indices)\n", " speeders = indices[:int(np.round(speeder_probability * len(car_times)))]\n", " car_speeds[speeders] += 0.5 * speed_limit\n", " fines = car_speeds[speeders] * 1.5 + 15 # Euros ;)\n", "\n", " return car_times, car_speeds, speeders, fines\n", "\n", "\n", "def plot_raw_data(times, speeds, speed_limit=50):\n", " plt.plot(times, speeds, marker=\".\", zorder=2)\n", " plt.xlabel(\"time [s]\")\n", " plt.ylabel(\"speed [km/h]\")\n", " plt.hlines([speed_limit], 0, times[-1], color=\"grey\", ls=\"--\", zorder=1)\n", "\n", "\n", "times, speeds, speeders, fines = radar_trap_data(duration=5000)\n", "plot_raw_data(times, speeds)\n", "\n", "# store data to nix\n", "nixfile = nixio.File.open(\"radar_trap.nix\", nixio.FileMode.Overwrite)\n", "block = nixfile.create_block(\"radar trap\", \"speed_measurements\")\n", "\n", "speed_array = block.create_data_array(\"car speeds\", \"nix.irregular_sampled\", data=speeds, label=\"speed\", unit=\"km/h\")\n", "speed_array.append_range_dimension(ticks=times, unit=\"s\", label=\"time\")\n", "\n", "speeder_times = times[speeders]\n", "speeder_times_array = block.create_data_array(\"speeder times\", \"nix.events\", data=speeder_times, label=\"time\", unit=\"s\")\n", "speeder_times_array.append_set_dimension()\n", "\n", "speeder_fines_array = block.create_data_array(\"speeder fines\", \"nix.data.collection\", data=fines, label=\"fines\", unit=\"EUR\")\n", "speeder_fines_array.append_set_dimension()\n", "\n", "speeder_tag = block.create_multi_tag(\"Speeders\", \"nix.event_detection\", positions=speeder_times_array)\n", "speeder_tag.references.append(speed_array)\n", "\n", "speeder_tag.create_feature(speeder_fines_array, nixio.LinkType.Indexed)\n", "\n", "nixfile.close()" ], "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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" }, "metadata": { "image/png": { "width": 382, "height": 261 }, "needs_background": "light" } } ], "metadata": {} }, { "cell_type": "code", "execution_count": 9, "source": [ "nixfile = nixio.File.open(\"radar_trap.nix\", nixio.FileMode.ReadOnly)\n", "\n", "block = nixfile.blocks[\"radar trap\"]\n", "\n", "multi_tag = block.multi_tags[\"Speeders\"]\n", "\n", "for i in range(len(multi_tag.positions)):\n", " speed = multi_tag.tagged_data(i, \"car speeds\")[:]\n", " time = multi_tag.positions[i]\n", " fine = multi_tag.feature_data(i, \"speeder fines\")[:]\n", " print(i, time, speed, fine)\n", "\n", "nixfile.close()" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "0 [4288.22] [76.11430999] [129.17146499]\n", "1 [4718.74] [78.17239032] [132.25858547]\n", "2 [1832.33] [77.70345841] [131.55518762]\n", "3 [3241.87] [75.24739319] [127.87108978]\n", "4 [3934.77] [77.46639842] [131.19959763]\n", "5 [4932.06] [74.50285666] [126.75428499]\n", "6 [3421.21] [82.50955717] [138.76433575]\n" ] } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "## Exercise 2: add a string feature" ], "metadata": {} }, { "cell_type": "code", "execution_count": 17, "source": [ "def generate_number_plate():\n", " letters = 'ABCDEFGHIJKLMNOPQRSTUVWXYZ'\n", " chosen_letters = np.random.choice(list(letters), 4)\n", " number_plate = \"%s-%s-%i\" % (\"\".join(chosen_letters[:2]), \"\".join(chosen_letters[2:]), np.random.randint(999))\n", " return number_plate\n", "\n", "\n", "def radar_trap_data(duration=1000, car_probability=0.15, dt=0.01, speed_limit=50, speeder_probability=0.01):\n", " time = np.arange(0, duration, dt)\n", " car_times = time[np.random.random(len(time)) < (car_probability * dt)]\n", " car_speeds = speed_limit + np.random.randn(len(car_times)) * 0.05 * speed_limit\n", " indices = np.arange(len(car_times), dtype=int)\n", " np.random.shuffle(indices)\n", " speeders = indices[:int(np.round(speeder_probability * len(car_times)))]\n", " car_speeds[speeders] += 0.5 * speed_limit\n", " fines = car_speeds[speeders] * 1.5 + 15 # Euros ;)\n", " \n", " number_plates = []\n", " for i in range(len(fines)):\n", " number_plates.append(generate_number_plate())\n", "\n", " return car_times, car_speeds, speeders, fines, number_plates\n", "\n", "\n", "times, speeds, speeders, fines, number_plates = radar_trap_data(duration=5000)\n", "plot_raw_data(times, speeds)\n", "\n", "# store data to nix\n", "nixfile = nixio.File.open(\"radar_trap.nix\", nixio.FileMode.Overwrite)\n", "block = nixfile.create_block(\"radar trap\", \"speed_measurements\")\n", "\n", "speed_array = block.create_data_array(\"car speeds\", \"nix.irregular_sampled\", data=speeds, label=\"speed\", unit=\"km/h\")\n", "speed_array.append_range_dimension(ticks=times, unit=\"s\", label=\"time\")\n", "\n", "speeder_times = times[speeders]\n", "speeder_times_array = block.create_data_array(\"speeder times\", \"nix.events\", data=speeder_times, label=\"time\", unit=\"s\")\n", "speeder_times_array.append_set_dimension()\n", "\n", "speeder_fines_array = block.create_data_array(\"speeder fines\", \"nix.data.collection\", data=fines, label=\"fines\", unit=\"EUR\")\n", "speeder_fines_array.append_set_dimension()\n", "\n", "speeder_number_plates = block.create_data_array(\"number plates\", \"nix.data.collection\", dtype=nixio.DataType.String, data=number_plates)\n", "speeder_number_plates.append_set_dimension()\n", "\n", "speeder_tag = block.create_multi_tag(\"Speeders\", \"nix.event_detection\", positions=speeder_times_array)\n", "speeder_tag.references.append(speed_array)\n", "\n", "speeder_tag.create_feature(speeder_fines_array, nixio.LinkType.Indexed)\n", "speeder_tag.create_feature(speeder_number_plates, nixio.LinkType.Indexed)\n", "\n", "nixfile.close()" ], "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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" }, "metadata": { "image/png": { "width": 382, "height": 261 }, "needs_background": "light" } } ], "metadata": {} }, { "cell_type": "code", "execution_count": 20, "source": [ "nixfile = nixio.File.open(\"radar_trap.nix\", nixio.FileMode.ReadOnly)\n", "\n", "block = nixfile.blocks[\"radar trap\"]\n", "\n", "multi_tag = block.multi_tags[\"Speeders\"]\n", "\n", "for i in range(len(multi_tag.positions)):\n", " speed = multi_tag.tagged_data(i, \"car speeds\")[:]\n", " time = multi_tag.positions[i]\n", " fine = multi_tag.feature_data(i, \"speeder fines\")[:]\n", " number_plate = multi_tag.feature_data(i, \"number plates\")[:]\n", " print(i, time, number_plate, speed, fine)\n", "\n", "nixfile.close()" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "0 [2727.93] ['QU-FF-553'] [75.84233292] [128.76349938]\n", "1 [2586.31] ['YL-FX-130'] [75.75511993] [128.6326799]\n", "2 [2808.98] ['QS-TH-731'] [77.89462102] [131.84193153]\n", "3 [3278.54] ['KG-KX-711'] [73.48511856] [125.22767784]\n", "4 [1577.02] ['RS-OX-354'] [77.08661488] [130.62992232]\n", "5 [3424.06] ['AS-VL-263'] [82.88745989] [139.33118983]\n", "6 [3792.06] ['JZ-QS-593'] [72.95636178] [124.43454268]\n", "7 [3505.11] ['FY-AA-290'] [74.95134471] [127.42701706]\n" ] } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "## Exercise 3: Multidimensional Features" ], "metadata": {} }, { "cell_type": "code", "execution_count": 56, "source": [ "def generate_number_plate():\n", " letters = 'ABCDEFGHIJKLMNOPQRSTUVWXYZ'\n", " chosen_letters = np.random.choice(list(letters), 4)\n", " number_plate = \"%s-%s-%i\" % (\"\".join(chosen_letters[:2]), \"\".join(chosen_letters[2:]), np.random.randint(999))\n", " return number_plate\n", "\n", "\n", "def get_image():\n", " imgs = glob.glob(os.path.join(\"resources\", \"radar_trap_*.png\"))\n", " img = np.random.choice(imgs)\n", " img_data = plt.imread(img)\n", " return img_data\n", "\n", "\n", "def radar_trap_data(duration=1000, car_probability=0.15, dt=0.01, speed_limit=50, speeder_probability=0.01):\n", " time = np.arange(0, duration, dt)\n", " car_times = time[np.random.random(len(time)) < (car_probability * dt)]\n", " car_speeds = speed_limit + np.random.randn(len(car_times)) * 0.05 * speed_limit\n", " indices = np.arange(len(car_times), dtype=int)\n", " np.random.shuffle(indices)\n", " speeders = indices[:int(np.round(speeder_probability * len(car_times)))]\n", " car_speeds[speeders] += 0.5 * speed_limit\n", " fines = car_speeds[speeders] * 1.5 + 15 # Euros ;)\n", " \n", " number_plates = []\n", " pictures = []\n", " for i in range(len(fines)):\n", " number_plates.append(generate_number_plate())\n", " pictures.append(get_image())\n", "\n", " return car_times, car_speeds, speeders, fines, number_plates, pictures\n", "\n", "times, speeds, speeders, fines, number_plates, pictures = radar_trap_data(duration=5000)\n", "\n", "# store data to nix\n", "nixfile = nixio.File.open(\"radar_trap.nix\", nixio.FileMode.Overwrite)\n", "block = nixfile.create_block(\"radar trap\", \"speed_measurements\")\n", "\n", "speed_array = block.create_data_array(\"car speeds\", \"nix.irregular_sampled\", data=speeds, label=\"speed\", unit=\"km/h\")\n", "speed_array.append_range_dimension(ticks=times, unit=\"s\", label=\"time\")\n", "\n", "speeder_times = times[speeders]\n", "speeder_times_array = block.create_data_array(\"speeder times\", \"nix.events\", data=speeder_times, label=\"time\", unit=\"s\")\n", "speeder_times_array.append_set_dimension()\n", "\n", "speeder_fines_array = block.create_data_array(\"speeder fines\", \"nix.data.collection\", data=fines, label=\"fines\", unit=\"EUR\")\n", "speeder_fines_array.append_set_dimension()\n", "\n", "speeder_number_plates = block.create_data_array(\"number plates\", \"nix.data.collection\", dtype=nixio.DataType.String, data=number_plates)\n", "speeder_number_plates.append_set_dimension()\n", "\n", "# rearrange the picture data into one np.array with the first dimension representing the number of positions/speeders\n", "picture_data = np.stack(pictures, axis=0)\n", "picture_array = block.create_data_array(\"pictures\", \"nix.data.collection.images\", data=picture_data)\n", "picture_array.append_set_dimension()\n", "picture_array.append_sampled_dimension(1, label=\"height\", unit=\"pixel\")\n", "picture_array.append_sampled_dimension(1, label=\"width\", unit=\"pixel\")\n", "picture_array.append_set_dimension(labels=[\"R\", \"G\", \"B\", \"A\"])\n", "\n", "speeder_tag = block.create_multi_tag(\"Speeders\", \"nix.event_detection\", positions=speeder_times_array)\n", "speeder_tag.references.append(speed_array)\n", "\n", "speeder_tag.create_feature(speeder_fines_array, nixio.LinkType.Indexed)\n", "speeder_tag.create_feature(speeder_number_plates, nixio.LinkType.Indexed)\n", "speeder_tag.create_feature(picture_array, nixio.LinkType.Indexed)\n", "\n", "nixfile.close()" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": 55, "source": [ "nixfile = nixio.File.open(\"radar_trap.nix\", nixio.FileMode.ReadOnly)\n", "\n", "block = nixfile.blocks[\"radar trap\"]\n", "\n", "multi_tag = block.multi_tags[\"Speeders\"]\n", "\n", "max_rows = int(np.ceil(len(multi_tag.positions)/2))\n", "fig, axes = plt.subplots(max_rows, 2)\n", "\n", "for i in range(len(multi_tag.positions)):\n", " speed = multi_tag.tagged_data(i, \"car speeds\")[:]\n", " time = multi_tag.positions[i]\n", " fine = multi_tag.feature_data(i, \"speeder fines\")[:]\n", " number_plate = multi_tag.feature_data(i, \"number plates\")[:][0]\n", " picture = np.squeeze(multi_tag.feature_data(i, \"pictures\")[:])\n", " if i < max_rows:\n", " row_index = i % max_rows\n", " col_index = 0\n", " else:\n", " col_index = 1\n", " row_index = i - max_rows\n", " axes[row_index, col_index].imshow(picture)\n", " axes[row_index, col_index].text(0.1, 1.05, \"%i) %iseconds: %s %.2fkm/h %.2f EUR\" % (i, time, number_plate, speed, fine),\n", " transform=axes[row_index, col_index].transAxes, fontsize=7)\n", "\n", "nixfile.close()" ], "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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" }, "metadata": { "image/png": { "width": 409, "height": 256 }, "needs_background": "light" } } ], "metadata": {} }, { "cell_type": "code", "execution_count": null, "source": [], "outputs": [], "metadata": {} } ], "metadata": { "orig_nbformat": 4, "language_info": { "name": "python", "version": "3.9.5", "mimetype": "text/x-python", "codemirror_mode": { "name": "ipython", "version": 3 }, "pygments_lexer": "ipython3", "nbconvert_exporter": "python", "file_extension": ".py" }, "kernelspec": { "name": "python3", "display_name": "Python 3.9.5 64-bit" }, "interpreter": { "hash": "aee8b7b246df8f9039afb4144a1f6fd8d2ca17a180786b69acc140d282b71a49" } }, "nbformat": 4, "nbformat_minor": 2 }