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@ -39,21 +39,6 @@ data_to_load = [
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"x2s5832"
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]
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# ==== Uncerts ====
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# Taken from DOI: 10.1007/s00193-017-0763-3 (Implementation of a state-to-state analytical framework for the calculation of expansion tube flow properties)
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UNCERTS = TUNNEL_INFO["uncertainties"]
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def deltaX(delta_x_1: float, delta_x_2: float):
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return np.sqrt(np.pow(delta_x_1, 2) + np.pow(delta_x_2, 2))
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def deltaT(delta_t_1: float, delta_t_2: float, delta_t_sr: float):
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return np.sqrt(np.pow(delta_t_1, 2) + np.pow(delta_t_2, 2) + np.pow(delta_t_sr, 2))
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def deltaVs(V: float, dx: float, dt: float, delta_x: tuple[float, float], delta_t: tuple[float, float, float]):
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return V * np.sqrt(np.pow(deltaX(*delta_x) / dx, 2) + np.pow(deltaT(*delta_t) / dt, 2))
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# ==== Data Loading & Processing ====
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def load_data(data_path: str, data={}) -> dict:
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data_info_path = data_path + DATA_INFO
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@ -129,7 +114,6 @@ def load_data(data_path: str, data={}) -> dict:
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"x2": None,
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"probes": None, # This may be x2 but may not - ie a scope was used
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"trigger_index": None,
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"probe_uncert": None, #s
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},
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"data": {
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"x2": {}, # Only pop channels with a voltage scale in ./tunnel-info.yaml
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@ -212,7 +196,6 @@ def load_data(data_path: str, data={}) -> dict:
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if "scope" in data_locs:
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data[x2_shot]["data"]["probes"] = [data[x2_shot]["data"]["scope"][1], data[x2_shot]["data"]["scope"][2]]
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data[x2_shot]["time"]["probes"] = data[x2_shot]["time"]["scope"]
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data[x2_shot]["time"]["probe_uncert"] = scope_data_info["time-uncert"]
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# Find Shock Times
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@ -232,7 +215,7 @@ def load_data(data_path: str, data={}) -> dict:
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first_value, first_value_uncertainty, _, _ = canny_shock_finder(x2_time_us, refData, sigma=sigma, post_suppression_threshold=post_sup_thresh, plot=False, print_func=None)
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shock_point = np.where(x2_time_us >= first_value)[0][0] # [BUG] Seems to give n+1
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data[x2_shot]["shock-point"][ref] = shock_point, first_value, first_value_uncertainty
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data[x2_shot]["shock-point"][ref] = shock_point, first_value
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@ -267,7 +250,7 @@ def load_data(data_path: str, data={}) -> dict:
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shock_point = np.where(scope_time >= first_value)[0][0] # [BUG] Seems to give n+1
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data[x2_shot]["shock-point"][f"{probe}-g1"] = shock_point, first_value, first_value_uncertainty
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data[x2_shot]["shock-point"][f"{probe}-g1"] = shock_point, first_value
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if 2 in dataInfo["probe-info"]["gauges"]:
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# Do the same for G2
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@ -281,7 +264,7 @@ def load_data(data_path: str, data={}) -> dict:
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raise ValueError(f"{probe}-g2 not detected")
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shock_point = np.where(scope_time >= first_value)[0][0] # [BUG] Seems to give n+1
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data[x2_shot]["shock-point"][f"{probe}-g2"] = shock_point, first_value, first_value_uncertainty
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data[x2_shot]["shock-point"][f"{probe}-g2"] = shock_point, first_value
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@ -293,19 +276,11 @@ def load_data(data_path: str, data={}) -> dict:
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if i == 0: continue
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p1_time = data[x2_shot]["shock-point"][refProbe][1] / 1e6 # Convert to seconds
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p2_time = data[x2_shot]["shock-point"][dataInfo["pcb-refs"][i-1]][1] / 1e6 # Convert to seconds
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p2p_dist = (TUNNEL_INFO["distance"][refProbe] - TUNNEL_INFO["distance"][dataInfo["pcb-refs"][i-1]]) / 1000 # convert to m
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p2p_dist = abs(TUNNEL_INFO["distance"][refProbe] - TUNNEL_INFO["distance"][dataInfo["pcb-refs"][i-1]]) / 1000 # convert to m
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p2p_time = abs(p2_time - p1_time)
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probe_velocity = p2p_dist / p2p_time # m/s
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p1_time_uncert = data[x2_shot]["shock-point"][dataInfo["pcb-refs"][i-1]][2] / 1e6 # Convert to seconds
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p2_time_uncert = data[x2_shot]["shock-point"][refProbe][2] / 1e6 # Convert to seconds
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uncert = deltaVs(probe_velocity, p2p_dist, p2p_time, (UNCERTS["probe-dist"][refProbe], UNCERTS["probe-dist"][dataInfo["pcb-refs"][i-1]]), (p1_time_uncert, p2_time_uncert, UNCERTS["time"]["x2-daq"]))
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print(f"{dataInfo["pcb-refs"][i-1]}-{refProbe} Measured a shock speed of {probe_velocity:.2f} +/- {uncert:.2f} m/s ({probe_velocity/1000:.2f} +/- {uncert/1000:.2f} km/s [{uncert/probe_velocity * 100 :.2f}%])")
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data[x2_shot]["shock-speed"][f"{dataInfo["pcb-refs"][i-1]}-{refProbe}"] = probe_velocity, uncert, True # Speed, Ref
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probe_velocity = p2p_dist / abs(p2_time - p1_time) # m/s
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print(f"{refProbe}-{dataInfo["pcb-refs"][i-1]} Measured a shock speed of {probe_velocity:.2f} m/s ({probe_velocity/1000:.2f} km/s)")
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data[x2_shot]["shock-speed"][f"{refProbe}-{dataInfo["pcb-refs"][i-1]}"] = probe_velocity, True # Speed, Ref
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print()
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for probe in dataInfo["probe-info"]["locations"]:
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@ -313,55 +288,35 @@ def load_data(data_path: str, data={}) -> dict:
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g1_time = data[x2_shot]["shock-point"][f"{probe}-g1"][1] / 1e6 # Convert to seconds
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g2_time = data[x2_shot]["shock-point"][f"{probe}-g2"][1] / 1e6 # Convert to seconds
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c2c_dist = dataInfo["probe-info"]["c2c"] / 1000 # convert to m
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c2c_time = abs(g2_time - g1_time)
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probe_velocity = c2c_dist / c2c_time # m/s
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probe_velocity = c2c_dist / abs(g2_time - g1_time) # m/s
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g1_time_uncert = data[x2_shot]["shock-point"][f"{probe}-g1"][2] / 1e6 # Convert to seconds
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g2_time_uncert = data[x2_shot]["shock-point"][f"{probe}-g2"][2] / 1e6 # Convert to seconds
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uncert = deltaVs(probe_velocity, p2p_dist, p2p_time, (0.05/1000, 0.05/1000), (g1_time_uncert, g2_time_uncert, data[x2_shot]["time"]["probe_uncert"]))
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print(f"{probe} Measured a shock speed of {probe_velocity:.2f} +/- {uncert:.2f} m/s ({probe_velocity/1000:.2f} +/- {uncert/1000:.2f} km/s)")
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data[x2_shot]["shock-speed"][probe] = probe_velocity, uncert, False # Speed, Ref # m/s
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print(f"{probe} Measured a shock speed of {probe_velocity:.2f} m/s ({probe_velocity/1000:.2f} km/s)")
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data[x2_shot]["shock-speed"][probe] = probe_velocity, False # Speed, Ref # m/s
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else:
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print(f"Unable to calculate probe velocity, only have one gauge: {f"{probe}-g2" if f"{probe}-g2" in data[x2_shot]["shock-point"] else f"{probe}-g1"}")
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print(f"Unable to calculate probe velocity, only have one probe: {f"{probe}-g2" if f"{probe}-g2" in data[x2_shot]["shock-point"] else f"{probe}-g1"}")
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if len(dataInfo["probe-info"]["locations"]) > 1:
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for i in range(len(dataInfo["probe-info"]["locations"]) - 1):
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probe_locs = dataInfo["probe-info"]["locations"]
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p2p_dist = (TUNNEL_INFO["distance"][probe_locs[1]] - TUNNEL_INFO["distance"][probe_locs[0]]) / 1000 # convert to m
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p2p = (TUNNEL_INFO["distance"][probe_locs[1]] - TUNNEL_INFO["distance"][probe_locs[0]]) / 1000 # convert to m
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if f"{probe_locs[i]}-g1" in data[x2_shot]["shock-point"] and f"{probe_locs[i+1]}-g1" in data[x2_shot]["shock-point"]:
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p1_g1_time = data[x2_shot]["shock-point"][f"{probe_locs[i]}-g1"][1] / 1e6 # Convert to seconds
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p2_g1_time = data[x2_shot]["shock-point"][f"{probe_locs[i+1]}-g1"][1] / 1e6 # Convert to seconds
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p2p_time = abs(p2_g1_time - p1_g1_time)
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p2p_1 = p2p_dist / p2p_time # m/s
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p2p_1 = p2p / abs(p2_g1_time - p1_g1_time) # m/s
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p1_time_uncert = data[x2_shot]["shock-point"][f"{probe_locs[i]}-g1"][2] / 1e6 # Convert to seconds
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p2_time_uncert = data[x2_shot]["shock-point"][f"{probe_locs[i+1]}-g1"][2] / 1e6 # Convert to seconds
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uncert = deltaVs(p2p_1, p2p_dist, p2p_time, (UNCERTS["probe-dist"][probe_locs[i]], UNCERTS["probe-dist"][probe_locs[i+1]]), (p1_time_uncert, p2_time_uncert, data[x2_shot]["time"]["probe_uncert"]))
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print(f"{probe_locs[i]}-{probe_locs[i + 1]} - G1 - Measured a shock speed of {p2p_1:.2f} +/- {uncert:.2f} m/s ({p2p_1/1000:.2f} +/- {uncert/1000:.2f} [{uncert/p2p_1 * 100:.2f}%] km/s)")
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data[x2_shot]["shock-speed"][f"{probe_locs[i]}-{probe_locs[i + 1]}-g1"] = p2p_1, uncert, False # Speed, Ref
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print(f"{probe_locs[i]}-{probe_locs[i + 1]} - G1 - Measured a shock speed of {p2p_1:.2f} m/s ({p2p_1/1000:.2f} km/s)")
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data[x2_shot]["shock-speed"][f"{probe_locs[i]}-{probe_locs[i + 1]}-g1"] = p2p_1, False # Speed, Ref
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if f"{probe_locs[i]}-g2" in data[x2_shot]["shock-point"] and f"{probe_locs[i+1]}-g2" in data[x2_shot]["shock-point"]:
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p1_g2_time = data[x2_shot]["shock-point"][f"{probe_locs[i]}-g2"][1] / 1e6 # Convert to seconds
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p2_g2_time = data[x2_shot]["shock-point"][f"{probe_locs[i+1]}-g2"][1] / 1e6 # Convert to seconds
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p2p_time = abs(p2_g2_time - p1_g2_time)
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p2p_2 = p2p_dist / p2p_time # m/s
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p2p_2 = p2p / abs(p2_g2_time - p1_g2_time) # m/s
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p1_time_uncert = data[x2_shot]["shock-point"][f"{probe_locs[i]}-g2"][2] / 1e6 # Convert to seconds
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p2_time_uncert = data[x2_shot]["shock-point"][f"{probe_locs[i+1]}-g2"][2] / 1e6 # Convert to seconds
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uncert = deltaVs(p2p_2, p2p_dist, p2p_time, (UNCERTS["probe-dist"][probe_locs[i]], UNCERTS["probe-dist"][probe_locs[i+1]]), (p1_time_uncert, p2_time_uncert, data[x2_shot]["time"]["probe_uncert"]))
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print(f"{probe_locs[i]}-{probe_locs[i + 1]} - G2 - Measured a shock speed of {p2p_2:.2f} +/- {uncert:.2f} m/s ({p2p_2/1000:.2f} +/- {uncert/1000:.2f} [{uncert/p2p_2 * 100:.2f}%] km/s)")
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data[x2_shot]["shock-speed"][f"{probe_locs[i]}-{probe_locs[i + 1]}-g2"] = p2p_2, uncert, False # Speed, Ref
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print(f"{probe_locs[i]}-{probe_locs[i + 1]} - G2 - Measured a shock speed of {p2p_2:.2f} m/s ({p2p_2/1000:.2f} km/s)")
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data[x2_shot]["shock-speed"][f"{probe_locs[i]}-{probe_locs[i + 1]}-g2"] = p2p_2, False # Speed, Ref
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print()
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# Return the data & the successfully loaded data keys
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@ -378,7 +333,7 @@ print("Loaded Data")
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#[TODO] Refactor
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def genGraph(gData: dict, showPlot: bool = True, doLimits: bool = True, forcePlots: bool = False, addShockInfo: bool = True):
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def genGraph(gData: dict, showPlot: bool = True, doLimits: bool = True, forcePlots: bool = False):
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graphData = {
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"title": f"Shock response Time\nFor {gData['info']['long_name']}",
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"xLabel": "Time ($\\mu$s)",
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@ -389,11 +344,6 @@ def genGraph(gData: dict, showPlot: bool = True, doLimits: bool = True, forcePlo
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"plots": []
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}
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#if forcePlots or not doLimits: graphData["title"] += "\n"
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#if forcePlots: graphData["title"] += "(All Data Shown)"
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#if not doLimits: graphData["title"] += () + "Full Re"
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lims = []
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for label in gData["info"]["pcb-refs"]: # + ["trigbox"]:
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@ -410,12 +360,12 @@ def genGraph(gData: dict, showPlot: bool = True, doLimits: bool = True, forcePlo
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"x": gData["shock-point"][label][1],
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"label": f"{label} - Shock Point {gData["shock-point"][label][1]:.2f}$\\mu$s",
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"colour": "gray",
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"args":{"zorder":2, "linestyle":"--", "alpha":0.5}
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"args":{"zorder":2, "linestyle":"--"}
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})
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lims.append(gData["shock-point"][label][1]) # [TODO this but better]
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for label, d in [("1 [V]", "Gauge 1"),("2 [V]", "Gauge 2")]: #, ("4 [V]", "Gauge Trigger")]:
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for label, d in [("1 [V]", "G1"),("2 [V]", "G2")]: #, ("4 [V]", "Gauge Trigger")]:
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graphData["plots"].append({
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"x": gData["time"]["scope"],
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"y": gData["data"]["scope"][label],
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@ -427,9 +377,9 @@ def genGraph(gData: dict, showPlot: bool = True, doLimits: bool = True, forcePlo
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graphData["plots"].append({
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"type": "axvLine",
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"x": gData["shock-point"][f"{probe}-g1"][1],#[i],
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"label": f"{probe}-Gauge 1 - Shock Point {gData["shock-point"][f"{probe}-g1"][1]:.2f}$\\mu$s",
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"colour": UQC["purple"].lighten(0.5),
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"args":{"zorder":2, "linestyle":"--", "alpha":0.5}
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"label": f"{probe}-G1 - Shock Point {gData["shock-point"][f"{probe}-g1"][1]:.2f}$\\mu$s",
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#"colour": "gray",
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"args":{"zorder":2, "linestyle":"--"}
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})
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lims.append(gData["shock-point"][f"{probe}-g1"][1])
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@ -437,50 +387,40 @@ def genGraph(gData: dict, showPlot: bool = True, doLimits: bool = True, forcePlo
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graphData["plots"].append({
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"type": "axvLine",
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"x": gData["shock-point"][f"{probe}-g2"][1],#[i],
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"label": f"{probe}-Gauge 2 - Shock Point {gData["shock-point"][f"{probe}-g2"][1]:.2f}$\\mu$s",
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"colour": UQC["purple"].lighten(0.5),
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"args":{"zorder":2, "linestyle":"--", "alpha":0.5}
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"label": f"{probe}-G2 - Shock Point {gData["shock-point"][f"{probe}-g2"][1]:.2f}$\\mu$s",
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#"colour": "gray",
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"args":{"zorder":2, "linestyle":"--"}
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})
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lims.append(gData["shock-point"][f"{probe}-g2"][1])
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probeText = ""
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for shock_speed_loc in gData["shock-speed"]:
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probeText += "\n"
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#probeText += "(Reference) " if gData["shock-speed"][shock_speed_loc][1] else ""
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probeText += f"{shock_speed_loc} - {gData["shock-speed"][shock_speed_loc][0]/1000:.2f} km/s"
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if addShockInfo:
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probeText = ""
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flag = False
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for shock_speed_loc in gData["shock-speed"]:
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if not flag and not gData["shock-speed"][shock_speed_loc][2]:
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flag = True
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probeText += "\n" + "-"*50
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probeText += "\n"
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#probeText += "\\definecolor{my_gray}{rbg}{0.6, 0.5803921568627451, 0.5647058823529412}\\textcolor{my_gray}{" if gData["shock-speed"][shock_speed_loc][1] else ""
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probeText += f"{shock_speed_loc} - {gData['shock-speed'][shock_speed_loc][0]/1000:.2f} $\\pm${gData['shock-speed'][shock_speed_loc][1]/1000:.2f} [{gData['shock-speed'][shock_speed_loc][1]/gData['shock-speed'][shock_speed_loc][0]*100:.2f}%] km/s"
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#probeText += "}" if gData["shock-speed"][shock_speed_loc][1] else ""
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graphData["plots"].append({
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"type": "text",
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"text": f"Measured Shock Speeds {probeText}",
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"align": ("top", "right"),
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"alpha": 0.75,
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"x": 0.94 if len(gData["info"]["probe-info"]["locations"]) < 3 else 0.885,
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"y": 0.94
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})
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graphData["plots"].append({
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"type": "text",
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"text": f"Measured Shock Speeds{probeText}",
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"align": ("top", "right"),
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"x": 0.94, "y": 0.94
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})
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if doLimits and len(lims) > 1:
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OFFSET = 10 #if not forcePlots else 50
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OFFSET = 10
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graphData["xLim"] = (float(min(lims) - OFFSET), float(max(lims) + OFFSET))
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makeGraph(graphData, doProgramBlock=False, showPlot=showPlot, figSavePath=f"./images/{gData['info']['shot-info']['name']}{'-all' if forcePlots else ''}{'-clipped' if doLimits else ''}.png") #figSavePath=f"./images/{{0}}{"-noLims" if not doLimits else ""}.png")
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makeGraph(graphData, doProgramBlock=False, showPlot=showPlot, figSavePath=f"./images/{{0}}{"-noLims" if not doLimits else ""}.png")
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print("Graphing Data")
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for shot in loaded_data:
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#if shot != loaded_data[-2]: continue
|
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genGraph(data[shot], showPlot=False, addShockInfo=False)
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genGraph(data[shot], showPlot=False, forcePlots=True)
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genGraph(data[shot], showPlot=False)
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genGraph(data[shot], showPlot=False, doLimits=False, forcePlots=True)
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# This forces matplotlib to hang until I tell it to close all windows
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pltKeyClose()
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