{ "cells": [ { "cell_type": "markdown", "id": "9bb56e6c", "metadata": {}, "source": [ "# SECAR Focal Plane\n", "\n", "The purpose of the example is to show more complex examples of event building and how the framework of sauce allows these operations to be carried out with dataframes. The paper can be consulted for more details, but it is important to note the following:\n", "\n", "1) The DAQ consists of two separate crates. One of these crates is located at the gas target at the beginning of the recoil separator and the other 40 meters downstream of the beam at the final focal plane.\n", "\n", "2) There is a double sideded silicon strip detector (dssd) with 32 strips on the back and front of the detector.\n", "\n", "3) There are two microchannel plate detectors (mcp) located roughly 1.5 meters apart. Each mcp has 4 corner signals and a separate anode timing signal.\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "4517735b", "metadata": {}, "outputs": [], "source": [ "import sauce\n", "import matplotlib.pyplot as plt\n", "import polars as pl" ] }, { "cell_type": "markdown", "id": "75726b9b", "metadata": {}, "source": [ "It is impractial to define all of these detectors by hand as was done in the $^{241}$Am example; thus, a map file has been provided that lists the location and name of each detector in the system. From this we make two lists, one for the front and one for the back, that contain each of the strips. " ] }, { "cell_type": "code", "execution_count": 2, "id": "71ba5d80", "metadata": {}, "outputs": [], "source": [ "# not that it is dramatically faster to load the run into memory than to extract strip\n", "# by strip off of disk\n", "run_data = sauce.Run(\"secar_focal_plane.parquet\")\n", "\n", "\n", "def make_dssd(run_data, map_file, side):\n", " column_map = {}\n", " detectors = []\n", " with open(map_file, \"r\") as f:\n", " for line in f:\n", " line = line.split()\n", " if not column_map:\n", " for i, column in enumerate(line):\n", " column_map[column] = i\n", " continue\n", " if line and line[column_map[\"side\"]] == side:\n", " strip = line[column_map[\"strip\"]]\n", " print(f\"\\r{side}:{strip}\", end=\"\\r\", flush=True)\n", " crate = line[column_map[\"crate\"]]\n", " channel = line[column_map[\"channel\"]]\n", " module = line[column_map[\"slot\"]]\n", " detectors.append(\n", " sauce.Detector(side + strip).find_hits(\n", " run_data, crate=int(crate), channel=int(channel), module=int(module)\n", " ).tag(int(strip), tag_name=\"strip\")\n", " )\n", " return detectors" ] }, { "cell_type": "code", "execution_count": 3, "id": "bcd08c8b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "front:11\n", "back:31\r" ] } ], "source": [ "front = make_dssd(run_data, \"map_file.txt\", \"front\")\n", "print()\n", "back = make_dssd(run_data, \"map_file.txt\", \"back\")" ] }, { "cell_type": "markdown", "id": "c6f933fc", "metadata": {}, "source": [ "Now that we have all of the dssd data, we would like to combine it so that we can start treating the front and back as separate detectors. This requires gain matching. For this data set we luckly have a $^{148}$Gd source that is sitting unaffected by the mcp foils. Firsts lets look at the front spectra." ] }, { "cell_type": "code", "execution_count": 4, "id": "cb575908", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, '$E$(Channel)')" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for det in front:\n", " plt.step(*det.hist(0, 6000, 6000))\n", "plt.xlabel(\"$E$(Channel)\")" ] }, { "cell_type": "markdown", "id": "486c623a", "metadata": {}, "source": [ "We clearly need to apply a threshold, but we will wait until after we have energy calibrated. The $^{241}$Am peak is around channel 2000. We only care about a crude energy calibration, so lets just take the peak centroid / 4.6 MeV. The actual energy of this peak is lower due to entrance windows to the ionization chamber (not used here). We use lmfit to performa a Gaussian fit with linear background." ] }, { "cell_type": "code", "execution_count": 5, "id": "91e7c2dd", "metadata": {}, "outputs": [], "source": [ "from lmfit.models import GaussianModel, LinearModel\n", "\n", "for det in front:\n", " x, y = det.hist(1500, 2500, 1000)\n", " peak = GaussianModel()\n", " params = peak.guess(y, x=x)\n", " bkg = LinearModel()\n", " params.update(bkg.guess(y, x=x))\n", " model = peak + bkg\n", " r = model.fit(y, params, x=x)\n", " # r.plot_fit()\n", " # plt.xlabel(\"$E$(Channel)\")\n", " # plt.show()\n", " # we can go ahead and add the energy column\n", " det[\"energy\"] = det[\"adc\"] * 4600.0 / r.best_values[\"center\"]\n", " \n", " " ] }, { "cell_type": "code", "execution_count": 6, "id": "a13e491d", "metadata": {}, "outputs": [], "source": [ "# works well enought for the back as well.\n", "for det in back:\n", " x, y = det.hist(1500, 2500, 1000)\n", " peak = GaussianModel()\n", " params = peak.guess(y, x=x)\n", " bkg = LinearModel()\n", " params.update(bkg.guess(y, x=x))\n", " model = peak + bkg\n", " r = model.fit(y, params, x=x)\n", " # r.plot_fit()\n", " # plt.xlabel(\"$E$(Channel)\")\n", " # plt.show()\n", " det[\"energy\"] = det[\"adc\"] * 4600.0 / r.best_values[\"center\"]" ] }, { "cell_type": "markdown", "id": "ec9a1bd6", "metadata": {}, "source": [ "Now that we have an energy calibration, lets apply a cut to get rid of the low energy noise and everything above the $^{148}$Gd line." ] }, { "cell_type": "code", "execution_count": 7, "id": "3927d98e", "metadata": {}, "outputs": [], "source": [ "for f, b in zip(front, back):\n", " f.apply_cut((100.0, 6000.0), \"energy\")\n", " b.apply_cut((100.0, 6000.0), \"energy\")" ] }, { "cell_type": "code", "execution_count": 8, "id": "e22e0465", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, '$E$(Channel)')" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for det in front:\n", " sauce.utils.step(*det.hist(0, 6000, 6000))\n", "plt.xlabel(\"$E$(Channel)\")" ] }, { "cell_type": "markdown", "id": "d5a7d8d7", "metadata": {}, "source": [ "So whats going on here? We still have some noise that crosses the threshold of 100 keV? The answer is that some of the alpha particle will strike betweeen the strips, leading to partial energy deposition in adjacent strips. Correcting for this requires a plan:\n", "\n", "1) Use referenceless event building to turn out lists of detectors into a single detector object (we have already tagged the stips).\n", "\n", "2) Check on events with multiplicity >1, is there evidence of energy sharing?\n", "\n", "3) Sum the energy sharing events, and drop any remaining noise." ] }, { "cell_type": "code", "execution_count": 9, "id": "7d0ca134", "metadata": {}, "outputs": [], "source": [ "front = sauce.detector_union(\"front\", *front)\n", "back = sauce.detector_union(\"back\", *back)" ] }, { "cell_type": "code", "execution_count": 10, "id": "43b2c685", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "front.build_referenceless_events(500.0)\n", "back.build_referenceless_events(500.0)" ] }, { "cell_type": "markdown", "id": "5245fa7a", "metadata": {}, "source": [ "Lets see some of the multiplicity 2 events and plot the energies versus one another." ] }, { "cell_type": "code", "execution_count": 11, "id": "c31e0ddf", "metadata": {}, "outputs": [], "source": [ "mult2 = front.copy().apply_cut((1, 3), \"multiplicity\")" ] }, { "cell_type": "code", "execution_count": 12, "id": "3ece5977", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, '$E$ Second Strip (keV)')" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sauce.utils.hist2d(mult2[\"energy\"][::2], mult2[\"energy\"][1::2], bins=500, range=[[0, 5000], [0, 5000]])\n", "plt.xlabel(\"$E$ First Strip (keV)\")\n", "plt.ylabel(\"$E$ Second Strip (keV)\")" ] }, { "cell_type": "markdown", "id": "50046a1c", "metadata": {}, "source": [ "So there are energy sharing events, but that is not the apparent cause of the low energy noise. Lets what happens if we naively just sum the strips together and see the effect versus multiplicity." ] }, { "cell_type": "code", "execution_count": 13, "id": "6b568228", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/home/caleb/anaconda3/envs/py39/lib/python3.9/site-packages/numpy/ctypeslib.py:526: RuntimeWarning: A builtin ctypes object gave a PEP3118 format string that does not match its itemsize, so a best-guess will be made of the data type. Newer versions of python may behave correctly.\n", " return asarray(obj)\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for i in range(1, front[\"multiplicity\"].max()):\n", " temp = front.copy().apply_cut((i - 1, i +1), \"multiplicity\")\n", " temp.data = temp.data.group_by(\"event_front\").agg(energy_sum = pl.col(\"energy\").sum())\n", " sauce.utils.step(*temp.hist(0, 10000, 1000, \"energy_sum\"))\n", " plt.xlabel(\"$E$(keV)\")\n", " plt.legend([f\"Multiplicity={i}\"], fontsize=20)\n", " plt.show()" ] }, { "cell_type": "markdown", "id": "cd33683f", "metadata": {}, "source": [ "Nothing exciting seems to happen with the higher multiplicities, so it seems to be the case that we just need to correct for the interstrip hits." ] }, { "cell_type": "code", "execution_count": 14, "id": "58d22d3b", "metadata": {}, "outputs": [], "source": [ "# group by on the detector data frame\n", "def clean_up_data(detector):\n", " detector.data = (\n", " detector.data.group_by(f\"event_{detector.name}\")\n", " .agg(\n", " pl.col(\"strip\").get(\n", " pl.col(\"energy\").arg_max()\n", " ), # keep the strip with the max energy\n", " pl.col(\"multiplicity\").max(), # all the multiplicities should be the same\n", " pl.col(\"energy\").sum(), # just sum\n", " pl.col(\"adc\").sum(), # just sum\n", " pl.col(\"evt_ts\").min(), # keep the first timestamp\n", " )\n", " .filter(pl.col(\"multiplicity\") <= 2)\n", " .sort(\"evt_ts\")\n", " ) # drop higher multiplicities, and ensure timestamps are sorted.\n", "\n", "\n", "clean_up_data(front)\n", "clean_up_data(back)" ] }, { "cell_type": "code", "execution_count": 15, "id": "ed8d4344", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.step(*front.hist(0, 5000, 1000, \"energy\"), label=\"front\")\n", "plt.step(*back.hist(0, 5000, 1000, \"energy\"), label=\"back\")\n", "plt.xlabel(\"$E$(keV)\")\n", "plt.legend()" ] }, { "cell_type": "markdown", "id": "40b57332", "metadata": {}, "source": [ "Start of the MCP section." ] }, { "cell_type": "code", "execution_count": 16, "id": "2d54f57d", "metadata": {}, "outputs": [], "source": [ "def make_mcp(name, run_data, channels):\n", " corners = [\"A\", \"B\", \"C\", \"D\"]\n", " mcp: sauce.Detector = sauce.detector_union(\n", " name,\n", " *[\n", " sauce.Detector(\"\")\n", " .find_hits(run_data, crate=1, module=2, channel=channel)\n", " .apply_threshold(2.0)\n", " .tag(corner, tag_name=\"corner\")\n", " for channel, corner in zip(channels, corners)\n", " ]\n", " )\n", " return mcp.build_referenceless_events(500.0)" ] }, { "cell_type": "code", "execution_count": 17, "id": "000a3748", "metadata": {}, "outputs": [], "source": [ "umcp = make_mcp(\"umcp\", run_data, [4, 5, 6, 7])\n", "dmcp = make_mcp(\"dmcp\", run_data, [8, 9, 10, 11])" ] }, { "cell_type": "markdown", "id": "410d3874", "metadata": {}, "source": [ "We need to select only the events that have four corners that fire." ] }, { "cell_type": "code", "execution_count": 18, "id": "1d3ba616", "metadata": {}, "outputs": [], "source": [ "def mcp_drop_partial_events(mcp: sauce.Detector):\n", " df: pl.DataFrame = mcp.data\n", " df = df.with_columns(\n", " pl.col(\"corner\").n_unique().over(\"event_\" + mcp.name).alias(\"n_corner\")\n", " )\n", " df = df.filter(pl.col(\"n_corner\") == 4)\n", " df = df.unique([\"corner\", \"event_\" + mcp.name], maintain_order=True, keep=\"first\")\n", " mcp.data = df\n", " return mcp" ] }, { "cell_type": "code", "execution_count": 19, "id": "1ca40593", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mcp_drop_partial_events(umcp)\n", "mcp_drop_partial_events(dmcp)\n" ] }, { "cell_type": "markdown", "id": "05b4131a", "metadata": {}, "source": [ "At this point we know that each mcp has only events that are four elements long. A position can be calculated for each event. " ] }, { "cell_type": "code", "execution_count": 20, "id": "0a7512c1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def get_corner(df, corner):\n", " return df.filter(pl.col(\"corner\") == corner)[\"adc\"]\n", "\n", "\n", "def calc_pos(mcp):\n", " q_a = get_corner(mcp.data, \"A\")\n", " q_b = get_corner(mcp.data, \"B\")\n", " q_c = get_corner(mcp.data, \"C\")\n", " q_d = get_corner(mcp.data, \"D\")\n", "\n", " denom = q_a + q_b + q_c + q_d\n", "\n", " x_raw = ((q_b + q_c) / denom - 0.5) * 8.0\n", " y_raw = ((q_a + q_b) / denom - 0.5) * 8.0\n", "\n", " mcp.data = mcp.data.group_by(\"event_\" + mcp.name, maintain_order=True).agg(\n", " pl.col(\"adc\").mean(),\n", " pl.col(\"evt_ts\").min(),\n", " )\n", " \n", " mcp[\"x_raw\"] = x_raw\n", " mcp[\"y_raw\"] = y_raw\n", " \n", " return mcp\n", "\n", "\n", "calc_pos(umcp)\n", "calc_pos(dmcp)" ] }, { "cell_type": "markdown", "id": "7e30ffd5", "metadata": {}, "source": [ "The final portion of cleaning is to reduce the other columns and take the earliest timestamp and the mean of the position energies." ] }, { "cell_type": "markdown", "id": "6582064f", "metadata": {}, "source": [ "As a reward for our extensive data filtering, lets look at a 2d histogram of the positions." ] }, { "cell_type": "code", "execution_count": 21, "id": "319ad7eb", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Vertical Position (arb. units)')" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sauce.utils.hist2d(umcp[\"x_raw\"], umcp[\"y_raw\"], bins=1000, range=[[-5, 5], [-5, 5]])\n", "plt.xlabel(\"Horizontal Position (arb. units)\")\n", "plt.ylabel(\"Vertical Position (arb. units)\")" ] }, { "cell_type": "code", "execution_count": 22, "id": "63af8754", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Vertical Position (arb. units)')" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sauce.utils.hist2d(dmcp[\"x_raw\"], dmcp[\"y_raw\"], bins=1000, range=[[-5, 5], [-5, 5]])\n", "plt.xlabel(\"Horizontal Position (arb. units)\")\n", "plt.ylabel(\"Vertical Position (arb. units)\")" ] }, { "cell_type": "markdown", "id": "f990637d", "metadata": {}, "source": [ "These positions are arbitrary, and would need to be calibrated using a mask with known dimensions. Now that we have 4 detectors: front dssd, back dssd, upstream mcp, and downstream mcp we can start looking at coincidences. " ] }, { "cell_type": "code", "execution_count": 23, "id": "67a6fdec", "metadata": {}, "outputs": [], "source": [ "# referenced event builder\n", "eb = sauce.EventBuilder()\n", "eb.add_timestamps(front)\n", "eb.create_build_windows(-500, 500)\n", "\n", "# construct coincidecnes\n", "coin = sauce.Coincident(eb)\n", "all_4 = coin[front, back, umcp, dmcp]\n", "# \"~\" before a detector object means look for anti-coincidences\n", "anti_coin = coin[front, back, ~umcp, ~dmcp]\n" ] }, { "cell_type": "code", "execution_count": 24, "id": "9541b560", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.step(*all_4.hist(0, 5000, 1000, \"energy_front\"), label=\"Coin\")\n", "plt.step(*anti_coin.hist(0, 5000, 1000, \"energy_front\"), label=\"Anti-Coin\")\n", "plt.xlabel(\"$E$(keV)\")\n", "plt.legend()" ] }, { "cell_type": "markdown", "id": "204ac569", "metadata": {}, "source": [ "So as expected, there are no $^{148}$Gd coincidences. The $^{241}$Am peak cannot be fully removed due to the limited effeciency of the MCP detectors. Lets see what the hit pattern in the dssd looks like for the anti-coincidences if we look only at the $^{241}$Am peak." ] }, { "cell_type": "code", "execution_count": 25, "id": "97a73943", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Vertical Position (strip)')" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cut = anti_coin.copy()\n", "cut.apply_cut((4000, 5000), \"energy_front\")\n", "plt.hist2d(\n", " cut[\"strip_front\"],\n", " cut[\"strip_back\"],\n", " bins=(32, 32),\n", " range=[[0, 32], [0, 32]],\n", " cmin=1,\n", ")\n", "plt.xlabel(\"Horizontal Position (strip)\")\n", "plt.ylabel(\"Vertical Position (strip)\")" ] }, { "cell_type": "markdown", "id": "318cefc2", "metadata": {}, "source": [ "There is a clear non-central distribution. Lets look at just the X-projection, which are the front strips." ] }, { "cell_type": "code", "execution_count": 26, "id": "93f8d495", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Horizontal Position (strip)')" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cut_coin = all_4.copy().apply_cut((4000, 5000), \"energy_front\")\n", "\n", "\n", "plt.step(*cut.hist(0, 32, 32, \"strip_front\"))\n", "plt.step(*cut_coin.hist(0, 32, 32, \"strip_front\"))\n", "plt.xlabel(\"Horizontal Position (strip)\")" ] }, { "cell_type": "markdown", "id": "2de7fafe", "metadata": {}, "source": [ "One last item to discuss is 2D gating. An interactive API is availible in sauce.gates.Create2DGate, but is unavaliable in notebooks. However, gate objects can be saved to json and loaded. " ] }, { "cell_type": "code", "execution_count": 27, "id": "ca3f652c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "x_raw_umcp y_raw_umcp\n" ] } ], "source": [ "g = sauce.gates.Gate2D.load(\"example_2d_gate.json\")\n", "print(g.x_col, g.y_col)" ] }, { "cell_type": "markdown", "id": "1e02f91f", "metadata": {}, "source": [ "We can see that this gate is on the positions of the umcp. We can visualize it with a function in the utils module. It is a gate on the center approximate center of the umcp." ] }, { "cell_type": "code", "execution_count": 28, "id": "e7b6a1fa", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Vertical Position (arb. units)')" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sauce.utils.gate2d(all_4[\"x_raw_umcp\"], all_4[\"y_raw_umcp\"], g, bins=1000, range=[[-2, 2], [-2, 2]], cmin=1)\n", "plt.xlabel(\"Horizontal Position (arb. units)\")\n", "plt.ylabel(\"Vertical Position (arb. units)\")" ] }, { "cell_type": "markdown", "id": "901eb7a0", "metadata": {}, "source": [ "Now we can apply this gate and look at the result in the front dsssd position and energy.\n" ] }, { "cell_type": "code", "execution_count": 29, "id": "fc90b2ba", "metadata": {}, "outputs": [ { "data": { "image/png": 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AAIAlsZkOAAAB0Njc6vU5bNrrHUIOAAABkLnoQ+/PSU/UmmkOgk4H0V0FAEA3iYmKVGZ6os/nVx44plMt3rcAhStacgAA6CY2m01rpjm8DiqNza0+tfyEO0IOAADdyGazKdbO1293oLsKAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYEiEHAABYkt9DTmtrqx577DFlZGQoJiZGV1xxhf7jP/5Dxhh3GWOM5s2bp/79+ysmJkbZ2dnav3+/x+scPXpUubm5iouLU0JCgvLy8nTixAmPMjt37tRtt92mHj16KC0tTUVFRf7+OAAAIET5PeQ8/fTTWrFihZ5//nl98cUXevrpp1VUVKTly5e7yxQVFWnZsmUqLi5WRUWFevbsqZycHJ0+fdpdJjc3V3v27FFJSYnWr1+vsrIyTZ061X3c5XJp9OjRSk9PV1VVlRYvXqz58+frpZde8vdHAgAAIcjvqxF9/PHHGjdunMaOHStJ+tGPfqQ333xT27dvl3S2FWfJkiWaO3euxo0bJ0n6wx/+oOTkZK1bt06TJk3SF198oY0bN2rHjh3KzMyUJC1fvlx33HGHnnnmGaWmpmrlypVqbm7WK6+8IrvdrquvvlrV1dV67rnnPMIQAAAIT35vyfm7v/s7lZaW6s9//rMk6fPPP9dHH32k22+/XZJUW1srp9Op7Oxs9znx8fHKyspSeXm5JKm8vFwJCQnugCNJ2dnZioiIUEVFhbvMyJEjZbfb3WVycnJUU1OjY8eOXbBuTU1NcrlcHg8AAGBNfm/JefTRR+VyuTR48GBFRkaqtbVVTzzxhHJzcyVJTqdTkpScnOxxXnJysvuY0+lUUlKSZ0UvuUR9+vTxKJORkXHea7QfS0w8fwO0wsJCLViwwA+fEgAABDu/t+SsXr1aK1eu1BtvvKFPP/1Ur7/+up555hm9/vrr/n4rr82ZM0cNDQ3ux6FDhwJdJQAA0EX83pLz8MMP69FHH9WkSZMkScOGDdOBAwdUWFioyZMnKyUlRZJUV1en/v37u8+rq6vTddddJ0lKSUnRkSNHPF73zJkzOnr0qPv8lJQU1dXVeZRp/7m9zHdFR0crOjq68x8SAAAEPb+35DQ2NioiwvNlIyMj1dbWJknKyMhQSkqKSktL3cddLpcqKirkcDgkSQ6HQ/X19aqqqnKX2bRpk9ra2pSVleUuU1ZWppaWFneZkpISDRo06IJdVQAAILz4PeTceeedeuKJJ7Rhwwb97//+r9auXavnnntOP/vZzySd3WJ+xowZWrRokd555x3t2rVL9913n1JTUzV+/HhJ0pAhQzRmzBhNmTJF27dv17Zt21RQUKBJkyYpNTVVknTvvffKbrcrLy9Pe/bs0apVq7R06VLNmjXL3x8JAACEIL93Vy1fvlyPPfaYfvOb3+jIkSNKTU3Vr3/9a82bN89d5pFHHtHJkyc1depU1dfX69Zbb9XGjRvVo0cPd5mVK1eqoKBAo0aNUkREhCZMmKBly5a5j8fHx+uDDz5Qfn6+RowYoX79+mnevHlMHwcAAJIkmzl3KeIw43K5FB8fr4aGBsXFxQW6Oghixhidamn16pzG5lZlLvpQkrR3YY5i7X7/mwJAmGhsPqOh896XxO8TqePf3+F9lYAOMMZoYnG5qg5ceP0lAOhOjc3e/cHVLiYqUjabzc+1CW6EHOAiTrW0dirgZKYnKiYq0o81AhDO2luIvT4vPVFrpjnCKugQcgAvVM7NVqzdu8ASjn89AfCvmKhIZaYnqrITf3BVHjimUy2tYdXVFT6fFPCDWHtkWP2CABAcbDab1kxzeD02UPIcHxhu+G0NAEAIsNls/JHlJb+vkwMAABAMCDkAAMCSCDkAAMCSCDkAAMCSCDkAAMCSCDkAAMCSCDkAAMCSCDkAAMCSCDkAAMCSCDkAAMCSCDkAAMCSCDkAAMCSCDkAAMCS2M4UAIAw0djc6tN5MVGRstlsfq5N1yPkAAAQJjIXfejbeemJWjPNEXJBh+4qAAAsLCYqUpnpiZ16jcoDx3SqxbdWoECiJQcAAAuz2WxaM83hU0hpbG71ufUnGBByAACwOJvNplh7+H3l010FAAAsiZADAAAsiZADAAAsiZADAAAsiZADAAAsKfyGWiNsGWN8nkIJAAg9hByEBWOMJhaXq+rAsUBXBQDQTeiuQlg41dLa6YCTmZ6omKhIP9UIANDVaMlB2Kmcm61Yu/dhJVQ3qAOAcEXIQdiJtUeG5cqfABBu6K4CAACWRMgBAACWRMgBAACWRMgBAACWRMgBAACWRMgBAACWRMgBAACWxGIhAADgonzZxy/Qi6gScgAAwEVlLvrQ+3PSE7VmmiNgQYfuKgAAcEExUZHKTE/0+fzKA8d0qsX7FiB/oSUHAABckM1m05ppDq+DSmNzq08tP/5GyAEAAN/LZrOF7H5/dFcBAABL6pKQ89e//lX/8i//or59+yomJkbDhg1TZWWl+7gxRvPmzVP//v0VExOj7Oxs7d+/3+M1jh49qtzcXMXFxSkhIUF5eXk6ceKER5mdO3fqtttuU48ePZSWlqaioqKu+DgAACAE+T3kHDt2TLfccouioqL03nvvae/evXr22WeVmPh/A5eKioq0bNkyFRcXq6KiQj179lROTo5Onz7tLpObm6s9e/aopKRE69evV1lZmaZOneo+7nK5NHr0aKWnp6uqqkqLFy/W/Pnz9dJLL/n7IwEAgBDk9062p59+WmlpaXr11Vfdz2VkZLj/bYzRkiVLNHfuXI0bN06S9Ic//EHJyclat26dJk2apC+++EIbN27Ujh07lJmZKUlavny57rjjDj3zzDNKTU3VypUr1dzcrFdeeUV2u11XX321qqur9dxzz3mEIQAAEJ783pLzzjvvKDMzU//8z/+spKQkXX/99fqv//ov9/Ha2lo5nU5lZ2e7n4uPj1dWVpbKy8slSeXl5UpISHAHHEnKzs5WRESEKioq3GVGjhwpu93uLpOTk6OamhodO3bM3x8LAACEGL+HnP/5n//RihUr9OMf/1jvv/++pk+frn/913/V66+/LklyOp2SpOTkZI/zkpOT3cecTqeSkpI8jl9yySXq06ePR5kLvca57/FdTU1NcrlcHg8AAGBNfu+uamtrU2Zmpp588klJ0vXXX6/du3eruLhYkydP9vfbeaWwsFALFiwIaB0AAED38HtLTv/+/TV06FCP54YMGaKDBw9KklJSUiRJdXV1HmXq6urcx1JSUnTkyBGP42fOnNHRo0c9ylzoNc59j++aM2eOGhoa3I9Dhw758hEBAEAI8HvIueWWW1RTU+Px3J///Gelp6dLOjsIOSUlRaWlpe7jLpdLFRUVcjgckiSHw6H6+npVVVW5y2zatEltbW3KyspylykrK1NLS4u7TElJiQYNGuQxk+tc0dHRiouL83gAAABr8nvImTlzpj755BM9+eST+vLLL/XGG2/opZdeUn5+vqSzKyfOmDFDixYt0jvvvKNdu3bpvvvuU2pqqsaPHy/pbMvPmDFjNGXKFG3fvl3btm1TQUGBJk2apNTUVEnSvffeK7vdrry8PO3Zs0erVq3S0qVLNWvWLH9/JAAAEIL8Pibnxhtv1Nq1azVnzhwtXLhQGRkZWrJkiXJzc91lHnnkEZ08eVJTp05VfX29br31Vm3cuFE9evRwl1m5cqUKCgo0atQoRUREaMKECVq2bJn7eHx8vD744APl5+drxIgR6tevn+bNm8f0cQAAIEmyGWNMoCsRKC6XS/Hx8WpoaKDryuIam89o6Lz3JUl7F+aE7D4sABAKuvp3bke/v9m7CgAAWBIhBwAAWBIhBwAAWBIDEwAAgF/FREVq78Ic978DhZADAAD8ymazBcUED7qrAACAJRFyAACAJRFyAACAJRFyAACAJRFyAACAJRFyAACAJRFyAACAJQV+EjvgBWOMTrW0en1eY7P35wAAQhshByHDGKOJxeWqOnAs0FUBAIQAuqsQMk61tHY64GSmJwZ0iXEAQPehJQchqXJutmLt3oeVmKhI2Wy2LqgRACDYEHIQkmLtkUGxLwoAIHjRXQUAACyJkAMAACyJkAMAACyJkAMAACyJkAMAACyJkAMAACyJkAMAACyJkAMAACyJkAMAACyJkAMAACyJkAMAACyJkAMAACyJkAMAACyJkAMAACyJkAMAACyJkAMAACyJkAMAACyJkAMAACyJkAMAACyJkAMAACyJkAMAACyJkAMAACyJkAMAACyJkAMAACyJkAMAACyJkAMAACyJkAMAACyJkAMAACyJkAMAACyJkAMAACypy0POU089JZvNphkzZrifO336tPLz89W3b1/16tVLEyZMUF1dncd5Bw8e1NixYxUbG6ukpCQ9/PDDOnPmjEeZLVu26IYbblB0dLSuvPJKvfbaa139cQAAQIjo0pCzY8cO/ed//qeuvfZaj+dnzpypP/3pT1qzZo22bt2qw4cP66677nIfb21t1dixY9Xc3KyPP/5Yr7/+ul577TXNmzfPXaa2tlZjx47VP/zDP6i6ulozZszQr371K73//vtd+ZEAAECIsBljTFe88IkTJ3TDDTfoxRdf1KJFi3TddddpyZIlamho0KWXXqo33nhDEydOlCTt27dPQ4YMUXl5uW6++Wa99957+ulPf6rDhw8rOTlZklRcXKzZs2frm2++kd1u1+zZs7Vhwwbt3r3b/Z6TJk1SfX29Nm7c2KE6ulwuxcfHq6GhQXFxcf6/CPhexhidamn16pzG5lZlLvpQkrR3YY5i7Zd0RdUAAEGuo9/fXfYtkZ+fr7Fjxyo7O1uLFi1yP19VVaWWlhZlZ2e7nxs8eLAGDhzoDjnl5eUaNmyYO+BIUk5OjqZPn649e/bo+uuvV3l5ucdrtJc5t1vsu5qamtTU1OT+2eVy+eGTwlvGGE0sLlfVgWOBrgoAwMK6JOS89dZb+vTTT7Vjx47zjjmdTtntdiUkJHg8n5ycLKfT6S5zbsBpP95+7IfKuFwunTp1SjExMee9d2FhoRYsWODz54J/nGpp7VTAyUxPVExUpB9rBACwIr+HnEOHDumhhx5SSUmJevTo4e+X75Q5c+Zo1qxZ7p9dLpfS0tICWCNUzs1WrN27wBITFSmbzdZFNQIAWIXfQ05VVZWOHDmiG264wf1ca2urysrK9Pzzz+v9999Xc3Oz6uvrPVpz6urqlJKSIklKSUnR9u3bPV63ffbVuWW+OyOrrq5OcXFxF2zFkaTo6GhFR0d3+jPCf2LtkYytAQB0Cb/Prho1apR27dql6upq9yMzM1O5ubnuf0dFRam0tNR9Tk1NjQ4ePCiHwyFJcjgc2rVrl44cOeIuU1JSori4OA0dOtRd5tzXaC/T/hoAACC8+f1P6N69e+uaa67xeK5nz57q27ev+/m8vDzNmjVLffr0UVxcnB588EE5HA7dfPPNkqTRo0dr6NCh+sUvfqGioiI5nU7NnTtX+fn57paYadOm6fnnn9cjjzyiBx54QJs2bdLq1au1YcMGf38kAAAQggLST/D73/9eERERmjBhgpqampSTk6MXX3zRfTwyMlLr16/X9OnT5XA41LNnT02ePFkLFy50l8nIyNCGDRs0c+ZMLV26VAMGDNDLL7+snJycQHwkAAAQZLpsnZxQwDo5gdHYfEZD551dtJH1bgAA3uro9zd7VwEAAEsi5AAAAEsi5AAAAEsi5AAAAEsi5AAAAEsi5AAAAEsi5AAAAEsi5AAAAEsi5AAAAEsi5AAAAEsi5AAAAEsi5AAAAEsi5AAAAEsi5AAAAEsi5AAAAEsi5AAAAEu6JNAVAICQYYzU0uj7+VGxks3mv/oA+EGEHADoCGOkV3KkQxW+v0bazdIDGwk6QDch5ABAR7Q0di7gSNKhT86+jr2nd+d1pgWJ1iOEMUIOgPDjS2hoPqf8v38p2WO9O/eZK89/nY4wRnp1jOTc5d157XxtPSJYwQIIOQDCiz+6neyx3rfGtGsPO93l0CfSyb95F8o6G6xShkn3+9gtR0CCHxFyAISXznY7pd189ovYG1GxZ8879Inv7+ttcDi39ai7g5Vzl1R4mW/n+hqQCEe4AEIOfGaM0amWVq/Pa2z2/hygS3jb7ST59mVqs53tMurOmVmBCFadbQGSfA9IDOrGBRBy4BNjjCYWl6vqwLFAVwXwXWe6nbxls3Xfe7W/X3cHK0n69f/z7T07G5B8HdQNSyPkwCenWlo7HXAy0xMVExXppxoh7Pg6MNbbgb+hrLuDVWff05eAdG63HPAdhBx0WuXcbMXavQ8rMVGRstG0bA2dXSTPl/frbLcIgk9nQ5mvAZbxPJZFyEGnxdojFWvnVgpb/pitFAi+DCBGcPO1RYfxPJbFNxOAzvHHInm+Yqoy/DHAmvE8lkXIAfB/unuRvM4iqKAzA6wZz2N5hBwAZwV6kTzAV/4YYO3LeB5CdtAj5AA4KxCL5AHBwpcWHcbyBD1CDmA1/pha3V2L5AGB1NnxPL5smXHue/PfS5cj5ABW4q+ZTnQ7IRz4Op7HH1tm0ArULQg5gJX4Y6YT3U4IJ76M52FGV8gg5ABW5etMJ5rRgR/GjK6QQcgBrIouJ6DrMKMrJBBygGDV2TVrAAQ3ZnR1OUIOEIxCdasEAD/MHzO6GMvTYYQcIBixZg1gTf6Y0YUOI+QAwY41awBr8cd4HnQIIQfoSv5YmI8BxADgE0IO0FUYVwOgK/g6wSAMW3gJOUBXYWE+AF2BVZY7jJADdAcW5gPQGayy7BNCDtAdGFcDoDP8tcpymHV1EXIAAAgF/piVFWZdXRH+fsHCwkLdeOON6t27t5KSkjR+/HjV1NR4lDl9+rTy8/PVt29f9erVSxMmTFBdXZ1HmYMHD2rs2LGKjY1VUlKSHn74YZ05c8ajzJYtW3TDDTcoOjpaV155pV577TV/fxwAAEJbe1dXZ7R3dYUYv7fkbN26Vfn5+brxxht15swZ/fa3v9Xo0aO1d+9e9ex5NoHOnDlTGzZs0Jo1axQfH6+CggLddddd2rZtmySptbVVY8eOVUpKij7++GN9/fXXuu+++xQVFaUnn3xSklRbW6uxY8dq2rRpWrlypUpLS/WrX/1K/fv3V05Ojr8/FgAAoSmMNxS1GWNMV77BN998o6SkJG3dulUjR45UQ0ODLr30Ur3xxhuaOHGiJGnfvn0aMmSIysvLdfPNN+u9997TT3/6Ux0+fFjJycmSpOLiYs2ePVvffPON7Ha7Zs+erQ0bNmj37t3u95o0aZLq6+u1cePGDtXN5XIpPj5eDQ0NiouL8/+Ht7DG5jMaOu99SdLehTmKtdPzeZ7mk9KTqWf//dvDjMkBEHqC9PdYR7+//d5d9V0NDQ2SpD59+kiSqqqq1NLSouzsbHeZwYMHa+DAgSovL5cklZeXa9iwYe6AI0k5OTlyuVzas2ePu8y5r9Fepv01LqSpqUkul8vjAQAArKlL//xua2vTjBkzdMstt+iaa66RJDmdTtntdiUkJHiUTU5OltPpdJc5N+C0H28/9kNlXC6XTp06pZiYmPPqU1hYqAULFvjlsyHMsCM4AIScLg05+fn52r17tz766KOufJsOmzNnjmbNmuX+2eVyKS0tLYA1Qkhg5WIA8O0PtwBPPe+ykFNQUKD169errKxMAwYMcD+fkpKi5uZm1dfXe7Tm1NXVKSUlxV1m+/btHq/XPvvq3DLfnZFVV1enuLi4C7biSFJ0dLSio6M7/dkQZtgRHAB8G4Ac4Knnfg85xhg9+OCDWrt2rbZs2aKMjAyP4yNGjFBUVJRKS0s1YcIESVJNTY0OHjwoh8MhSXI4HHriiSd05MgRJSUlSZJKSkoUFxenoUOHusu8++67Hq9dUlLifg10nDFGp1pavTqnsdm78pbBjuAAwklnV1oO8CrLfg85+fn5euONN/T222+rd+/e7jE08fHxiomJUXx8vPLy8jRr1iz16dNHcXFxevDBB+VwOHTzzWfn8Y8ePVpDhw7VL37xCxUVFcnpdGru3LnKz893t8RMmzZNzz//vB555BE98MAD2rRpk1avXq0NGzb4+yNZmjFGE4vLVXXgWKCrEhpYuRhAOPF1+nmQTD33e8hZsWKFJOknP/mJx/OvvvqqfvnLX0qSfv/73ysiIkITJkxQU1OTcnJy9OKLL7rLRkZGav369Zo+fbocDod69uypyZMna+HChe4yGRkZ2rBhg2bOnKmlS5dqwIABevnll1kjx0unWlo7FXAy0xMVExXpxxoBAIKKP1ZaDpAuXycnmLFOjud6N5VzsxVr9y6wxERFymb1rpggXScCAIJWF//e7Oj3Nyu4wS3WHmntRf18mQYuMRUcAEKUhb/RgHMwDRwAwg4hB+Ghs9PAJaaCA0BHRcWe7aZq/3eAEHIQfnyZBi4xFRwAOipIBisTchB+mAYOAGGhyzfoBAAACARCDgAAsCS6qxBamAYOAOggQg5CB9PAAQBeoLsKoYNp4AAAL9CSYxG+7CQuhfBu4kwDBwBcBCHHAsJyJ3GmgQMALoLuKgvo7E7iEruJAwCsh5Yci/FlJ3EpTHYTBwCEFUKOxVh+J3EAADqI7ioAAGBJhBwAAGBJ9GsEGV+mgofsNHAAALoQISeIhNVUcF+2Z2BrBgCAFwg5fubronzS2RaZzgSckJkGzvYMAIBuQMjxs1MtrRo67/1Ov44vU8FDZhp4Z7dnYGsGAEAHEHKCUGZ6ovr2tIdGYOksX7ZnYGsGAEAHEHL8LCYqUnsX5nT6NcIi4EhszwAA6DKEHD+z2WwsxgcAQBBgnRwAAGBJhBwAAGBJhBwAAGBJhBwAAGBJjJCF73xZtVhi5WIAQLcg5MA3rFoMAAhydFfBN51dtVhi5WIAQJeiJQed58uqxRIrFwMAuhQhB53HqsUAgCBEdxUAALAkQg4AALAkQg4AALAkxuTAt/VuWOsGABDkCDnhjvVuAAAWRXdVuOvsejesdQMACFK05OD/+LLeDWvdAACCFCHHKvyxjxTr3QAALISQYwWMqwEA4DyMybEC9pECAOA8tOT4m6/dRp1xbpcT+0gBACCJkON/LY3Sk6mBe3/G1QAAIInuKmuhywkAALeQb8l54YUXtHjxYjmdTg0fPlzLly/XTTfdFLgKRcVKvz0cuPemywkAAEkhHnJWrVqlWbNmqbi4WFlZWVqyZIlycnJUU1OjpKSkwFTKZqO7CACAIBDS3VXPPfecpkyZovvvv19Dhw5VcXGxYmNj9corrwS6agAAIMBCNuQ0NzerqqpK2dnZ7uciIiKUnZ2t8vLyC57T1NQkl8vl8QAAANYUsiHnb3/7m1pbW5WcnOzxfHJyspxO5wXPKSwsVHx8vPuRlpbWHVUFAAABELIhxxdz5sxRQ0OD+3Ho0KFAVwkAAHSRkB143K9fP0VGRqqurs7j+bq6OqWkpFzwnOjoaEVHR3dH9QAAQICFbEuO3W7XiBEjVFpa6n6ura1NpaWlcjgcAawZAAAIBiHbkiNJs2bN0uTJk5WZmambbrpJS5Ys0cmTJ3X//fcHumoAACDAQjrk3H333frmm280b948OZ1OXXfdddq4ceN5g5EBAED4sRljTKArESgul0vx8fFqaGhQXFxcoKsDAAA6oKPf3yE7JgcAAOCHEHIAAIAlEXIAAIAlEXIAAIAlhfTsqs5qH3PNHlYAAISO9u/ti82dCuuQc/z4cUliDysAAELQ8ePHFR8f/73Hw3oKeVtbmw4fPqzevXvLZrP57XVdLpfS0tJ06NAhpqZ/D67RxXGNfhjX5+K4RhfHNbq4YLxGxhgdP35cqampioj4/pE3Yd2SExERoQEDBnTZ68fFxQXNDRGsuEYXxzX6YVyfi+MaXRzX6OKC7Rr9UAtOOwYeAwAASyLkAAAASyLkdIHo6Gg9/vjjio6ODnRVghbX6OK4Rj+M63NxXKOL4xpdXChfo7AeeAwAAKyLlhwAAGBJhBwAAGBJhBwAAGBJhBwAAGBJhJwu8MILL+hHP/qRevTooaysLG3fvj3QVQoa8+fPl81m83gMHjw40NUKmLKyMt15551KTU2VzWbTunXrPI4bYzRv3jz1799fMTExys7O1v79+wNT2QC52DX65S9/ed49NWbMmMBUNgAKCwt14403qnfv3kpKStL48eNVU1PjUeb06dPKz89X37591atXL02YMEF1dXUBqnH368g1+slPfnLefTRt2rQA1bj7rVixQtdee617wT+Hw6H33nvPfTxU7yFCjp+tWrVKs2bN0uOPP65PP/1Uw4cPV05Ojo4cORLoqgWNq6++Wl9//bX78dFHHwW6SgFz8uRJDR8+XC+88MIFjxcVFWnZsmUqLi5WRUWFevbsqZycHJ0+fbqbaxo4F7tGkjRmzBiPe+rNN9/sxhoG1tatW5Wfn69PPvlEJSUlamlp0ejRo3Xy5El3mZkzZ+pPf/qT1qxZo61bt+rw4cO66667Aljr7tWRayRJU6ZM8biPioqKAlTj7jdgwAA99dRTqqqqUmVlpf7xH/9R48aN0549eySF8D1k4Fc33XSTyc/Pd//c2tpqUlNTTWFhYQBrFTwef/xxM3z48EBXIyhJMmvXrnX/3NbWZlJSUszixYvdz9XX15vo6Gjz5ptvBqCGgffda2SMMZMnTzbjxo0LSH2C0ZEjR4wks3XrVmPM2XsmKirKrFmzxl3miy++MJJMeXl5oKoZUN+9RsYY8/d///fmoYceClylglBiYqJ5+eWXQ/oeoiXHj5qbm1VVVaXs7Gz3cxEREcrOzlZ5eXkAaxZc9u/fr9TUVF1++eXKzc3VwYMHA12loFRbWyun0+lxP8XHxysrK4v76Tu2bNmipKQkDRo0SNOnT9e3334b6CoFTENDgySpT58+kqSqqiq1tLR43EeDBw/WwIEDw/Y++u41ardy5Ur169dP11xzjebMmaPGxsZAVC/gWltb9dZbb+nkyZNyOBwhfQ+F9Qad/va3v/1Nra2tSk5O9ng+OTlZ+/btC1CtgktWVpZee+01DRo0SF9//bUWLFig2267Tbt371bv3r0DXb2g4nQ6JemC91P7MZztqrrrrruUkZGhr776Sr/97W91++23q7y8XJGRkYGuXrdqa2vTjBkzdMstt+iaa66RdPY+stvtSkhI8CgbrvfRha6RJN17771KT09Xamqqdu7cqdmzZ6umpkZ//OMfA1jb7rVr1y45HA6dPn1avXr10tq1azV06FBVV1eH7D1EyEG3uv32293/vvbaa5WVlaX09HStXr1aeXl5AawZQtWkSZPc/x42bJiuvfZaXXHFFdqyZYtGjRoVwJp1v/z8fO3evTusx7ldzPddo6lTp7r/PWzYMPXv31+jRo3SV199pSuuuKK7qxkQgwYNUnV1tRoaGvTf//3fmjx5srZu3RroanUK3VV+1K9fP0VGRp434ryurk4pKSkBqlVwS0hI0FVXXaUvv/wy0FUJOu33DPeTdy6//HL169cv7O6pgoICrV+/Xps3b9aAAQPcz6ekpKi5uVn19fUe5cPxPvq+a3QhWVlZkhRW95HdbteVV16pESNGqLCwUMOHD9fSpUtD+h4i5PiR3W7XiBEjVFpa6n6ura1NpaWlcjgcAaxZ8Dpx4oS++uor9e/fP9BVCToZGRlKSUnxuJ9cLpcqKiq4n37AX/7yF3377bdhc08ZY1RQUKC1a9dq06ZNysjI8Dg+YsQIRUVFedxHNTU1OnjwYNjcRxe7RhdSXV0tSWFzH11IW1ubmpqaQvseCvTIZ6t56623THR0tHnttdfM3r17zdSpU01CQoJxOp2BrlpQ+Ld/+zezZcsWU1tba7Zt22ays7NNv379zJEjRwJdtYA4fvy4+eyzz8xnn31mJJnnnnvOfPbZZ+bAgQPGGGOeeuopk5CQYN5++22zc+dOM27cOJORkWFOnToV4Jp3nx+6RsePHzf//u//bsrLy01tba358MMPzQ033GB+/OMfm9OnTwe66t1i+vTpJj4+3mzZssV8/fXX7kdjY6O7zLRp08zAgQPNpk2bTGVlpXE4HMbhcASw1t3rYtfoyy+/NAsXLjSVlZWmtrbWvP322+byyy83I0eODHDNu8+jjz5qtm7dampra83OnTvNo48+amw2m/nggw+MMaF7DxFyusDy5cvNwIEDjd1uNzfddJP55JNPAl2loHH33Xeb/v37G7vdbi677DJz9913my+//DLQ1QqYzZs3G0nnPSZPnmyMOTuN/LHHHjPJyckmOjrajBo1ytTU1AS20t3sh65RY2OjGT16tLn00ktNVFSUSU9PN1OmTAmrPyoudG0kmVdffdVd5tSpU+Y3v/mNSUxMNLGxseZnP/uZ+frrrwNX6W52sWt08OBBM3LkSNOnTx8THR1trrzySvPwww+bhoaGwFa8Gz3wwAMmPT3d2O12c+mll5pRo0a5A44xoXsP2YwxpvvajQAAALoHY3IAAIAlEXIAAIAlEXIAAIAlEXIAAIAlEXIAAIAlEXIAAIAlEXIAAIAlEXIAAIAlEXIAAIAlEXIAAIAlEXIAAIAlEXIAAIAl/X9rVhV0FqsseQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cut_2d = all_4.copy().apply_poly_cut(g)\n", "sauce.utils.step(*all_4.hist(0, 32, 32, \"strip_front\"))\n", "sauce.utils.step(*cut_2d.hist(0, 32, 32, \"strip_front\"))" ] }, { "cell_type": "code", "execution_count": 30, "id": "92103499", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g_dsssd = sauce.gates.Gate2D.load(\"example_2d_gate_dsssd.json\")\n", "cut_2d = all_4.copy().apply_poly_cut(g_dsssd)\n", "sauce.utils.step(*all_4.hist(0, 32, 32, \"strip_front\"))\n", "sauce.utils.step(*cut_2d.hist(0, 32, 32, \"strip_front\"))" ] }, { "cell_type": "code", "execution_count": 31, "id": "1a0436b8", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sauce.utils.step(*all_4.hist(-5, 5, 1000, \"x_raw_umcp\"))\n", "sauce.utils.step(*cut_2d.hist(-5, 5, 1000, \"x_raw_umcp\"))" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.15" }, "name": "secar_fp_analysis.ipynb" }, "nbformat": 4, "nbformat_minor": 5 }