From 1dc914a36fff028a36747ee1236bbf3bd975de7d Mon Sep 17 00:00:00 2001 From: JulienPeloton Date: Thu, 29 Aug 2024 15:00:55 +0200 Subject: [PATCH] New notebook on period fitting --- notebooks/fit_period.ipynb | 864 +++++++++++++++++++++++++++++++++++++ 1 file changed, 864 insertions(+) create mode 100644 notebooks/fit_period.ipynb diff --git a/notebooks/fit_period.ipynb b/notebooks/fit_period.ipynb new file mode 100644 index 0000000..f0c5c18 --- /dev/null +++ b/notebooks/fit_period.ipynb @@ -0,0 +1,864 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "349cc25c-0414-4358-9e3e-546b0b798fec", + "metadata": {}, + "source": [ + "# Estimate synodic period" + ] + }, + { + "cell_type": "markdown", + "id": "18db888e-5873-4977-82de-2e4d24bf4101", + "metadata": {}, + "source": [ + "## Periods from literature" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "842781c4-4b09-4196-91d4-ea1b15018a81", + "metadata": {}, + "outputs": [], + "source": [ + "import requests\n", + "import io\n", + "import pandas as pd\n", + "\n", + "bft_source = \"local\" # choose `net` to download it\n", + "\n", + "cols = [\n", + " 'sso_number', 'sso_name', 'sso_class',\n", + " 'spins.1.period.value', 'spins.2.period.value',\n", + "]\n", + "\n", + "if bft_source == \"local\":\n", + " # Local Configuration\n", + " bft_file = '/tmp/ssoBFT-latest.parquet' \n", + " bft = pd.read_parquet(bft_file, columns=cols)\n", + "elif bft_source == 'net':\n", + " r = requests.get(\"https://ssp.imcce.fr/data/ssoBFT-latest_Asteroid.parquet\")\n", + " bft = pd.read_parquet(io.BytesIO(r.content), columns=cols)\n", + " bft.to_parquet(\"/tmp/ssoBFT-latest.parquet\")" + ] + }, + { + "cell_type": "markdown", + "id": "333526b8-0328-4ce6-b248-71763e35f59a", + "metadata": {}, + "source": [ + "## Estimate periods from number" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "ec931d42-a605-479f-b71b-559778687c36", + "metadata": {}, + "outputs": [], + "source": [ + "ssnamenr = 186153 # high cadence\n", + "ssnamenr = 5209 # nice fit" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "7a4aeabd-962b-420f-beb0-46487f7adcfe", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[38.62 seconds] model=SHG1G2: period=5.80 hours (chi2red=0.67) -- BFT: period=11.60 hours\n", + "[37.70 seconds] model=HG: period=5.80 hours (chi2red=1.17) -- BFT: period=11.60 hours\n", + "[39.89 seconds] model=HG12: period=5.80 hours (chi2red=1.12) -- BFT: period=11.60 hours\n", + "[36.01 seconds] model=HG1G2: period=5.80 hours (chi2red=1.08) -- BFT: period=11.60 hours\n" + ] + } + ], + "source": [ + "from fink_utils.sso.periods import extract_period_from_number\n", + "import time\n", + "\n", + "for flavor in [\"SHG1G2\", \"HG\", \"HG12\", \"HG1G2\"]:\n", + " t0 = time.time()\n", + " period, chi2red = extract_period_from_number(ssnamenr, flavor, Nterms_base=2, period_range=(0.05, 1.2))\n", + " print(\n", + " \"[{:.2f} seconds] model={}: period={:.2f} hours (chi2red={:.2f}) -- BFT: period={:.2f} hours\".format(\n", + " time.time() - t0,\n", + " flavor,\n", + " period,\n", + " chi2red,\n", + " bft[bft[\"sso_number\"] == ssnamenr][\"spins.1.period.value\"].values[0]\n", + " )\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "878c696f-fe78-4b86-959a-1c67255e15d2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "11.6027" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "bft[bft[\"sso_number\"] == ssnamenr][\"spins.1.period.value\"].values[0]" + ] + }, + { + "cell_type": "markdown", + "id": "af65584f-e3a8-4352-9f59-a75800a058bd", + "metadata": {}, + "source": [ + "- All models give the same period estimates\n", + "- The HG1G2 model gives the best reduced chi2. sHG1G2 might be overfitting here as it is roundish (R~0.86).\n", + "- The estimated period is 1/2 the period found in the literature (5.8 vs 11.6 hours)" + ] + }, + { + "cell_type": "markdown", + "id": "e9ad2209-da28-44d9-92e3-803e0e1c8363", + "metadata": {}, + "source": [ + "## Detailed fit" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "ddadd2f9-486c-419d-8e37-2c06a768f6c2", + "metadata": {}, + "outputs": [], + "source": [ + "from fink_utils.sso.periods import extract_period_from_number\n", + "\n", + "flavor = \"SHG1G2\"\n", + "period, chi2red, model, pdf = extract_period_from_number(\n", + " ssnamenr, flavor, Nterms_base=2, period_range=(0.05, 1.2), return_extra_info=True\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "14ca4d0f-c323-45fa-bd25-e7636146c814", + "metadata": {}, + "source": [ + "### Residuals" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "9c4d920a-bf2e-4e8e-8ee5-fe95d776dfa9", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "sns.set_context(\"poster\")\n", + "\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "0c88f571-07cb-4fb4-a7c2-0a6b30a9af7a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Residual (mag)')" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(12, 8))\n", + "\n", + "for filtnum in pdf[\"i:fid\"].unique():\n", + " cond = pdf['i:fid'] == filtnum\n", + " plt.plot(pdf['i:jd'][cond], pdf[\"residuals\"][cond], ls=\"\", marker='.')\n", + "plt.axhline(0, ls=\"--\", color=\"grey\")\n", + "plt.ylim(-0.7, 0.7)\n", + "plt.xlabel(\"JD (day)\")\n", + "plt.ylabel(\"Residual (mag)\")" + ] + }, + { + "cell_type": "markdown", + "id": "fdd94c87-d728-4722-98a7-441843401034", + "metadata": {}, + "source": [ + "### Period" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "5b97064e-1066-424d-9c57-4092a9fc5e7e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Residual (mag)')" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(12, 8))\n", + "\n", + "best_period_2 = model.best_period * 1\n", + "for filtnum in pdf[\"i:fid\"].unique():\n", + " cond = pdf['i:fid'] == filtnum \n", + " phase = pdf[\"i:jd\"][cond] % best_period_2\n", + " tfit = np.linspace(0, best_period_2, 100)\n", + " magfit = model.predict(tfit, period=model.best_period, filts=filtnum)\n", + " plt.errorbar(phase * 24, pdf[\"residuals\"][cond], pdf['i:sigmapsf'][cond], ls=\"\", marker='.', alpha=0.5)\n", + " plt.plot(tfit * 24, magfit, ls=\"-\", marker='')\n", + "plt.axhline(0, ls=\"--\", color=\"grey\")\n", + "# plt.ylim(-0.7, 0.7)\n", + "plt.title(\"sso={} Period={:.2f} hours (score: {:.2f})\".format(ssnamenr, model.best_period * 24, model.score(model.best_period)))\n", + "plt.xlabel(\"Phase (hour)\")\n", + "plt.ylabel(\"Residual (mag)\")" + ] + }, + { + "cell_type": "markdown", + "id": "ebe4e685-33b9-4cdc-acb7-011f3e96c82c", + "metadata": {}, + "source": [ + "### Periodogram" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "c079e92c-f5e9-4fa8-a095-f21f384bef9f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "period_min = 0.05\n", + "period_max = 1.2\n", + "periods = 1 / np.linspace(1 / period_max, 1 / period_min, 10000)\n", + "powers = model.periodogram(periods)\n", + "fig = plt.figure(figsize=(12, 8))\n", + "plt.plot(periods * 24, powers)\n", + "plt.axvline(model.best_period * 24, ls='--', lw=6, color='C1', label=\"Fink\")\n", + "plt.axvline(bft[bft[\"sso_number\"] == ssnamenr][\"spins.1.period.value\"].values[0], ls='--', lw=4, color='C3', label=\"BFT\")\n", + "plt.axvline(bft[bft[\"sso_number\"] == ssnamenr][\"spins.1.period.value\"].values[0]/2, ls='--', lw=2, color='C4', label=\"1/2 BFT\")\n", + "\n", + "plt.xlabel(\"Periods [hour]\")\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "id": "85428fd4-8987-41f7-bcde-856c3d9aaf64", + "metadata": {}, + "source": [ + "## The impact of sHG1G2\n", + "\n", + "let's take objects with oblateness and a lot of observations\n" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "94b3c344-f409-4376-8040-5fa1fe963b8a", + "metadata": {}, + "outputs": [], + "source": [ + "import io\n", + "import requests\n", + "import pandas as pd\n", + "\n", + "r = requests.post(\n", + " \"https://fink-portal.org/api/v1/ssoft\",\n", + " json={\n", + " \"output-format\": \"parquet\"\n", + " }\n", + ")\n", + "\n", + "# Format output in a DataFrame\n", + "ssoft = pd.read_parquet(io.BytesIO(r.content))" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "c42cbe00-7176-493e-bb51-7c080f24b135", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ssnamenrchi2redmin_cos_lambdamean_cos_lambdamax_cos_lambdastatusfitrmsrms_1rms_2...sso_number_xobliquityalpha0_altdelta0_altversionflagsso_number_ysso_classspins.1.period.valuespins.2.period.value
5736207292.2008812.550984e-010.7100340.9857082.00.00.0830500.0809300.084361...20729.0NaN75.60333352.8527982024.08020729.0Trojan>L45.720007.6310
7273221492.0987351.251646e-010.5550510.8399642.00.00.0791760.0783670.079685...22149.0NaN323.51449645.8586922024.08022149.0Trojan>L46.75170NaN
4887143719.0334176.807043e-020.4915480.9845722.00.00.1317560.1237650.136257...1437.076.287388338.148727-18.0294232024.0801437.0Trojan>L424.4980024.5010
79939116.1286801.753195e-020.5616040.9778832.00.00.0698100.0661540.072052...911.076.999382323.935333-39.0695992024.080911.0Trojan>L46.581786.5818
2148623633.0896001.532393e-010.7572580.9875282.00.00.0647950.0650600.064594...2363.0106.036386281.00830124.3355102024.0802363.0Trojan>L520.07640NaN
..................................................................
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56791473662.4658982.569049e-080.2700520.4826732.00.00.1665110.1648510.167521...147366.0NaN180.831204-81.5384832024.080147366.0MB>Middle6.5201858.5957
115273227772.1393056.404386e-090.2826640.8195253.00.00.1538490.1391990.162885...322777.0NaN46.99005138.9801292024.080322777.0MB>Outer46.89300NaN
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\n", + "

8471 rows × 59 columns

\n", + "
" + ], + "text/plain": [ + " ssnamenr chi2red min_cos_lambda mean_cos_lambda max_cos_lambda \\\n", + "5736 20729 2.200881 2.550984e-01 0.710034 0.985708 \n", + "7273 22149 2.098735 1.251646e-01 0.555051 0.839964 \n", + "4887 1437 19.033417 6.807043e-02 0.491548 0.984572 \n", + "7993 911 6.128680 1.753195e-02 0.561604 0.977883 \n", + "21486 2363 3.089600 1.532393e-01 0.757258 0.987528 \n", + "... ... ... ... ... ... \n", + "20305 36171 5.619178 1.096416e-07 0.277183 0.853411 \n", + "5679 147366 2.465898 2.569049e-08 0.270052 0.482673 \n", + "11527 322777 2.139305 6.404386e-09 0.282664 0.819525 \n", + "27512 118239 2.859325 6.020184e-07 0.337770 0.696047 \n", + "14575 119556 7.116560 1.043995e-07 0.205531 0.618775 \n", + "\n", + " status fit rms rms_1 rms_2 ... sso_number_x \\\n", + "5736 2.0 0.0 0.083050 0.080930 0.084361 ... 20729.0 \n", + "7273 2.0 0.0 0.079176 0.078367 0.079685 ... 22149.0 \n", + "4887 2.0 0.0 0.131756 0.123765 0.136257 ... 1437.0 \n", + "7993 2.0 0.0 0.069810 0.066154 0.072052 ... 911.0 \n", + "21486 2.0 0.0 0.064795 0.065060 0.064594 ... 2363.0 \n", + "... ... ... ... ... ... ... ... \n", + "20305 2.0 0.0 0.178659 0.183687 0.174262 ... 36171.0 \n", + "5679 2.0 0.0 0.166511 0.164851 0.167521 ... 147366.0 \n", + "11527 3.0 0.0 0.153849 0.139199 0.162885 ... 322777.0 \n", + "27512 2.0 0.0 0.175237 0.178275 0.173651 ... 118239.0 \n", + "14575 4.0 0.0 0.300911 0.371183 0.243024 ... 119556.0 \n", + "\n", + " obliquity alpha0_alt delta0_alt version flag sso_number_y \\\n", + "5736 NaN 75.603333 52.852798 2024.08 0 20729.0 \n", + "7273 NaN 323.514496 45.858692 2024.08 0 22149.0 \n", + "4887 76.287388 338.148727 -18.029423 2024.08 0 1437.0 \n", + "7993 76.999382 323.935333 -39.069599 2024.08 0 911.0 \n", + "21486 106.036386 281.008301 24.335510 2024.08 0 2363.0 \n", + "... ... ... ... ... ... ... \n", + "20305 NaN 12.778381 6.772732 2024.08 0 36171.0 \n", + "5679 NaN 180.831204 -81.538483 2024.08 0 147366.0 \n", + "11527 NaN 46.990051 38.980129 2024.08 0 322777.0 \n", + "27512 NaN 293.121346 19.906511 2024.08 0 118239.0 \n", + "14575 NaN 298.787834 18.843943 2024.08 0 119556.0 \n", + "\n", + " sso_class spins.1.period.value spins.2.period.value \n", + "5736 Trojan>L4 5.72000 7.6310 \n", + "7273 Trojan>L4 6.75170 NaN \n", + "4887 Trojan>L4 24.49800 24.5010 \n", + "7993 Trojan>L4 6.58178 6.5818 \n", + "21486 Trojan>L5 20.07640 NaN \n", + "... ... ... ... \n", + "20305 MB>Outer 79.98000 79.9800 \n", + "5679 MB>Middle 6.52018 58.5957 \n", + "11527 MB>Outer 46.89300 NaN \n", + "27512 MB>Outer 4.64200 NaN \n", + "14575 MB>Middle 35.84170 NaN \n", + "\n", + "[8471 rows x 59 columns]" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Keep oblate ones\n", + "c0 = ssoft[\"R\"] > 0.5\n", + "c1 = ssoft[\"R\"] < 0.7\n", + "ssoft_oblate = ssoft[c0 & c1]\n", + "\n", + "# Keep only known periods\n", + "data = ssoft_oblate.merge(bft, left_on=\"sso_name\", right_on=\"sso_name\", how=\"left\")\n", + "data = data[data[\"spins.1.period.value\"] == data[\"spins.1.period.value\"]]\n", + "\n", + "# sort by number of observations\n", + "data = data.sort_values(\"n_obs\", ascending=False)\n", + "\n", + "data[[\"sso_number_x\", \"sso_name_x\", \"R\", \"n_obs\", \"n_obs_1\", \"n_obs_2\", \"sso_class\", \"spins.1.period.value\", \"spins.2.period.value\"]]" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "0b8f79d6-0e36-444a-ac38-b28500b2cb96", + "metadata": {}, + "outputs": [], + "source": [ + "from fink_utils.sso.periods import extract_period_from_number\n", + "\n", + "# ssnamenr_2 = 2363\n", + "ssnamenr_2 = 20729\n", + "\n", + "period_shg1g2, chi2red_shg1g2, model_shg1g2, pdf_shg1g2 = extract_period_from_number(\n", + " ssnamenr_2, flavor=\"SHG1G2\", Nterms_base=2, period_range=(0.05, 1.2), return_extra_info=True\n", + ")\n", + "\n", + "period_hg, chi2red_hg, model_hg, pdf_hg = extract_period_from_number(\n", + " ssnamenr_2, flavor=\"HG\", Nterms_base=2, period_range=(0.05, 1.2), return_extra_info=True\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "042c8ac3-5484-488e-8969-71b1599539aa", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, 2, figsize=(14, 6), sharey=True)\n", + "\n", + "flavors = [\"SHG1G2\", \"HG\"]\n", + "for flavor, model_, pdf_, chi2red_ in zip(flavors, [model_shg1g2, model_hg], [pdf_shg1g2, pdf_hg], [chi2red_shg1g2, chi2red_hg]):\n", + " for filtnum in pdf_[\"i:fid\"].unique():\n", + " cond = pdf_['i:fid'] == filtnum \n", + " phase = pdf_[\"i:jd\"][cond] % model_.best_period\n", + " tfit = np.linspace(0, model_.best_period, 100)\n", + " magfit = model_.predict(tfit, period=model_.best_period, filts=filtnum)\n", + " ax[flavors.index(flavor)].errorbar(phase * 24, pdf_[\"residuals\"][cond], pdf_['i:sigmapsf'][cond], ls=\"\", marker='.', alpha=0.5)\n", + " ax[flavors.index(flavor)].plot(tfit * 24, magfit, ls=\"-\", marker='')\n", + " ax[flavors.index(flavor)].axhline(0, ls=\"--\", color=\"grey\")\n", + " # plt.ylim(-0.7, 0.7)\n", + " ax[flavors.index(flavor)].set_title(\"{}\\n P={:.2f} hours (chi2: {:.2f})\".format(\n", + " flavor, model_.best_period * 24, chi2red_))\n", + " ax[flavors.index(flavor)].set_xlabel(\"Phase (hour)\")\n", + " ax[flavors.index(flavor)].set_ylabel(\"Residual (mag)\")" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "13a99462-6e22-4012-9ca9-76921615a7fe", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "5.72 7.631\n" + ] + } + ], + "source": [ + "p1 = bft[bft[\"sso_number\"] == ssnamenr_2][\"spins.1.period.value\"].values[0] # in hours\n", + "p2 = bft[bft[\"sso_number\"] == ssnamenr_2][\"spins.2.period.value\"].values[0] # in hours\n", + "print(p1, p2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8c93e560-0d8b-4408-8fae-16998d545e4a", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.9.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}