diff --git a/2023/homework/Jingqi-Lai/GWTC-3-parameter-estimation.ipynb b/2023/homework/Jingqi-Lai/GWTC-3-parameter-estimation.ipynb
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@@ -0,0 +1,2908 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ " \n",
+ " "
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "from IPython.display import IFrame\n",
+ "IFrame('screenshot_fig7_GWTC3.pdf', width=800, height=1200)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import h5py\n",
+ "from os import listdir\n",
+ "from os.path import join\n",
+ "from fnmatch import fnmatch\n",
+ "\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import matplotlib\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "-rw-r--r-- 1 tianyu taiji 50M Jan 1 19:28 /home/tianyu/JingqiLai/GWTC-3/IGWN-GWTC3p0-v2-GW200216_220804_PEDataRelease_mixed_cosmo.h5\n",
+ "-rw-r--r-- 1 tianyu taiji 349M Jan 1 19:28 /home/tianyu/JingqiLai/GWTC-3/IGWN-GWTC3p0-v2-GW191222_033537_PEDataRelease_mixed_nocosmo.h5\n",
+ "-rw-r--r-- 1 tianyu taiji 67M Jan 1 19:28 /home/tianyu/JingqiLai/GWTC-3/IGWN-GWTC3p0-v2-GW200208_222617_PEDataRelease_mixed_cosmo.h5\n",
+ "-rw-r--r-- 1 tianyu taiji 799M Jan 1 19:28 /home/tianyu/JingqiLai/GWTC-3/IGWN-GWTC3p0-v2-GW200316_215756_PEDataRelease_mixed_nocosmo.h5\n",
+ "-rw-r--r-- 1 tianyu taiji 175M Jan 1 19:27 /home/tianyu/JingqiLai/GWTC-3/IGWN-GWTC3p0-v2-GW200225_060421_PEDataRelease_mixed_cosmo.h5\n",
+ "-rw-r--r-- 1 tianyu taiji 257M Jan 1 19:26 /home/tianyu/JingqiLai/GWTC-3/IGWN-GWTC3p0-v2-GW191204_171526_PEDataRelease_mixed_cosmo.h5\n",
+ "-rw-r--r-- 1 tianyu taiji 432M Jan 1 19:26 /home/tianyu/JingqiLai/GWTC-3/IGWN-GWTC3p0-v2-GW200216_220804_PEDataRelease_mixed_nocosmo.h5\n",
+ "-rw-r--r-- 1 tianyu taiji 27M Jan 1 19:25 /home/tianyu/JingqiLai/GWTC-3/IGWN-GWTC3p0-v2-GW191215_223052_PEDataRelease_mixed_cosmo.h5\n",
+ "-rw-r--r-- 1 tianyu taiji 390M Jan 1 19:25 /home/tianyu/JingqiLai/GWTC-3/IGWN-GWTC3p0-v2-GW200308_173609_PEDataRelease_mixed_nocosmo.h5\n",
+ "-rw-r--r-- 1 tianyu taiji 25M Jan 1 19:25 /home/tianyu/JingqiLai/GWTC-3/IGWN-GWTC3p0-v2-GW200220_061928_PEDataRelease_mixed_cosmo.h5\n"
+ ]
+ }
+ ],
+ "source": [
+ "!ls -lht /home/tianyu/JingqiLai/GWTC-3/IGWN-GWTC3p0-v2-*cosmo.h5 | head#使用v2的数据"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "23G\t/home/tianyu/JingqiLai/GWTC-3\n"
+ ]
+ }
+ ],
+ "source": [
+ "!du -sh /home/tianyu/JingqiLai/GWTC-3"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "36\n"
+ ]
+ }
+ ],
+ "source": [
+ "!ls /home/tianyu/JingqiLai/GWTC-3/IGWN-GWTC3p0-v2-*_cosmo.h5 | wc -l"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "file_name = \"/home/tianyu/JingqiLai/GWTC-3/IGWN-GWTC3p0-v2-GW200224_222234_PEDataRelease_mixed_nocosmo.h5\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "H5 data sets:\n",
+ "['C01:IMRPhenomXPHM', 'C01:Mixed', 'C01:SEOBNRv4PHM', 'history', 'version']\n",
+ "['approximant', 'calibration_envelope', 'config_file', 'description', 'injection_data', 'meta_data', 'posterior_samples', 'priors', 'psds', 'version']\n",
+ "\n",
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "with h5py.File(file_name, \"r\") as f:\n",
+ " print(\"H5 data sets:\")\n",
+ " print(list(f))\n",
+ " print(list(f['C01:Mixed'].keys()))\n",
+ " print(f['C01:Mixed']['posterior_samples'])\n",
+ " print(f['C01:IMRPhenomXPHM']['priors']['samples'])\n",
+ " priors = pd.DataFrame(dict(f['C01:IMRPhenomXPHM']['priors']['samples']))\n",
+ " posterior_samples = pd.DataFrame(f['C01:Mixed']['posterior_samples'][:])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "((5000, 141), (27066, 60))"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "priors.shape, posterior_samples.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " final_spin | \n",
+ " spin_2y | \n",
+ " final_mass_source | \n",
+ " spin_1y | \n",
+ " cos_tilt_2 | \n",
+ " mass_1_source | \n",
+ " viewing_angle | \n",
+ " spin_2x | \n",
+ " inverted_mass_ratio | \n",
+ " phi_2 | \n",
+ " ... | \n",
+ " mass_1 | \n",
+ " tilt_1_infinity_only_prec_avg | \n",
+ " tilt_2_infinity_only_prec_avg | \n",
+ " spin_1z_infinity_only_prec_avg | \n",
+ " spin_2z_infinity_only_prec_avg | \n",
+ " chi_eff_infinity_only_prec_avg | \n",
+ " chi_p_infinity_only_prec_avg | \n",
+ " cos_tilt_1_infinity_only_prec_avg | \n",
+ " cos_tilt_2_infinity_only_prec_avg | \n",
+ " psi_wrapped | \n",
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5 rows × 60 columns
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+ " final_spin spin_2y final_mass_source spin_1y cos_tilt_2 \\\n",
+ "0 0.762918 -0.041085 69.109977 0.014177 0.058832 \n",
+ "1 0.733357 0.023274 65.985930 0.356863 -0.395370 \n",
+ "2 0.739718 -0.093947 69.038893 0.409447 0.626205 \n",
+ "3 0.765359 0.298139 66.657875 0.324863 -0.806156 \n",
+ "4 0.753689 0.321498 65.900583 0.478889 -0.209761 \n",
+ "\n",
+ " mass_1_source viewing_angle spin_2x inverted_mass_ratio phi_2 ... \\\n",
+ "0 40.733833 1.060127 -0.692939 1.269768 3.200814 ... \n",
+ "1 37.751510 0.342163 -0.836304 1.196297 3.113770 ... \n",
+ "2 38.959810 0.711928 -0.238127 1.149041 3.517372 ... \n",
+ "3 36.032509 0.583759 0.229303 1.048945 0.915173 ... \n",
+ "4 38.926599 0.628362 0.102761 1.276905 1.261429 ... \n",
+ "\n",
+ " mass_1 tilt_1_infinity_only_prec_avg tilt_2_infinity_only_prec_avg \\\n",
+ "0 52.771531 0.305515 1.930207 \n",
+ "1 50.609139 0.739061 2.164322 \n",
+ "2 51.059068 1.233780 1.027831 \n",
+ "3 49.267700 1.168438 1.730158 \n",
+ "4 52.668939 0.647877 2.631644 \n",
+ "\n",
+ " spin_1z_infinity_only_prec_avg spin_2z_infinity_only_prec_avg \\\n",
+ "0 0.412034 -0.244574 \n",
+ "1 0.371285 -0.509422 \n",
+ "2 0.145961 0.169643 \n",
+ "3 0.356747 -0.100871 \n",
+ "4 0.440828 -0.301281 \n",
+ "\n",
+ " chi_eff_infinity_only_prec_avg chi_p_infinity_only_prec_avg \\\n",
+ "0 0.122750 0.495520 \n",
+ "1 -0.029711 0.615253 \n",
+ "2 0.156981 0.416576 \n",
+ "3 0.133404 0.838270 \n",
+ "4 0.114899 0.333645 \n",
+ "\n",
+ " cos_tilt_1_infinity_only_prec_avg cos_tilt_2_infinity_only_prec_avg \\\n",
+ "0 0.953692 -0.351722 \n",
+ "1 0.739102 -0.559287 \n",
+ "2 0.330673 0.516677 \n",
+ "3 0.391589 -0.158688 \n",
+ "4 0.797367 -0.872769 \n",
+ "\n",
+ " psi_wrapped \n",
+ "0 3.028532 \n",
+ "1 2.573610 \n",
+ "2 0.551321 \n",
+ "3 0.503517 \n",
+ "4 0.641404 \n",
+ "\n",
+ "[5 rows x 60 columns]"
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "posterior_samples.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
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\n",
+ " \n",
+ " \n",
+ " | \n",
+ " a_1 | \n",
+ " a_2 | \n",
+ " azimuth | \n",
+ " beta | \n",
+ " chi_eff | \n",
+ " chi_p | \n",
+ " chi_p_2spin | \n",
+ " chirp_mass | \n",
+ " chirp_mass_source | \n",
+ " comoving_distance | \n",
+ " ... | \n",
+ " spin_2z | \n",
+ " symmetric_mass_ratio | \n",
+ " theta_jn | \n",
+ " tilt_1 | \n",
+ " tilt_2 | \n",
+ " time_jitter | \n",
+ " total_mass | \n",
+ " total_mass_source | \n",
+ " viewing_angle | \n",
+ " zenith | \n",
+ "
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+ " 4 | \n",
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+ " 1765.691667 | \n",
+ " ... | \n",
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5 rows × 141 columns
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+ "
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+ ],
+ "text/plain": [
+ " a_1 a_2 azimuth beta chi_eff chi_p chi_p_2spin \\\n",
+ "0 0.460128 0.444882 2.145117 0.484597 -0.017186 0.454140 0.464483 \n",
+ "1 0.762177 0.548389 1.164424 0.411250 -0.024444 0.713720 0.733618 \n",
+ "2 0.866523 0.216486 2.240282 0.351323 0.025298 0.866394 0.855379 \n",
+ "3 0.922355 0.158073 5.371943 0.940030 0.397972 0.821131 0.821225 \n",
+ "4 0.100252 0.662175 5.333537 0.063933 0.138574 0.087998 0.057907 \n",
+ "\n",
+ " chirp_mass chirp_mass_source comoving_distance ... spin_2z \\\n",
+ "0 44.889978 21.884712 3521.420488 ... 0.184631 \n",
+ "1 44.930641 20.028612 3960.727207 ... 0.409501 \n",
+ "2 44.157503 20.270804 3817.563846 ... 0.040096 \n",
+ "3 50.214304 21.312379 4197.393685 ... 0.039362 \n",
+ "4 35.246097 24.352617 1765.691667 ... 0.487807 \n",
+ "\n",
+ " symmetric_mass_ratio theta_jn tilt_1 tilt_2 time_jitter \\\n",
+ "0 0.171393 0.929696 1.732292 1.142840 -0.000809 \n",
+ "1 0.230105 1.025151 1.929299 0.727658 0.000854 \n",
+ "2 0.242119 2.381255 1.553527 1.384508 -0.000362 \n",
+ "3 0.054737 1.485624 1.097904 1.319135 0.000021 \n",
+ "4 0.153953 1.383336 0.970762 0.742657 -0.000853 \n",
+ "\n",
+ " total_mass total_mass_source viewing_angle zenith \n",
+ "0 129.346110 63.058671 0.929696 1.561957 \n",
+ "1 108.489419 48.361039 1.025151 2.240795 \n",
+ "2 103.415943 47.473797 0.760338 1.618132 \n",
+ "3 286.984862 121.804539 1.485624 0.802571 \n",
+ "4 108.312447 74.836416 1.383336 0.980989 \n",
+ "\n",
+ "[5 rows x 141 columns]"
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "priors.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "data = pd.DataFrame(columns=['event', 'violin', 'chirp_mass_source'])\n",
+ "data.chirp_mass_source = posterior_samples.chirp_mass_source\n",
+ "data.violin = 'upper'\n",
+ "data.event = 'GW200224_222234'\n",
+ "\n",
+ "data_prior = pd.DataFrame(columns=['event', 'violin', 'chirp_mass_source'])\n",
+ "data_prior.chirp_mass_source = priors.chirp_mass_source\n",
+ "data_prior.violin = 'bottom'\n",
+ "data_prior.event = 'GW200224_222234'\n",
+ "data = pd.concat([data, data_prior])\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
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+ " \n",
+ " \n",
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+ " chirp_mass_source | \n",
+ "
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+ " \n",
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+ " GW200224_222234 | \n",
+ " upper | \n",
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+ " GW200224_222234 | \n",
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+ " 4997 | \n",
+ " GW200224_222234 | \n",
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+ " 4998 | \n",
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+ "
32066 rows × 3 columns
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+ "
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+ ],
+ "text/plain": [
+ " event violin chirp_mass_source\n",
+ "0 GW200224_222234 upper 31.424565\n",
+ "1 GW200224_222234 upper 30.023442\n",
+ "2 GW200224_222234 upper 31.625226\n",
+ "3 GW200224_222234 upper 30.625790\n",
+ "4 GW200224_222234 upper 29.944292\n",
+ "... ... ... ...\n",
+ "4995 GW200224_222234 bottom 16.796509\n",
+ "4996 GW200224_222234 bottom 23.129754\n",
+ "4997 GW200224_222234 bottom 30.269935\n",
+ "4998 GW200224_222234 bottom 14.921696\n",
+ "4999 GW200224_222234 bottom 23.096690\n",
+ "\n",
+ "[32066 rows x 3 columns]"
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.violinplot(x='chirp_mass_source',y='event',data=data,hue='violin',\n",
+ " orient=\"h\",density_norm='width',inner=None,split=True,legend=False,\n",
+ " linewidth=1\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " | \n",
+ " chirp_mass_source | \n",
+ "
\n",
+ " \n",
+ " event | \n",
+ " violin | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " GW200224_222234 | \n",
+ " bottom | \n",
+ " 5000 | \n",
+ "
\n",
+ " \n",
+ " upper | \n",
+ " 27066 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " chirp_mass_source\n",
+ "event violin \n",
+ "GW200224_222234 bottom 5000\n",
+ " upper 27066"
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data.groupby(['event', 'violin']).count()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "address='/home/tianyu/JingqiLai/GWTC-3/'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[ chirp_mass_source violin event\n",
+ "0 8.929873 upper GW191103_012549\n",
+ "1 8.074338 upper GW191103_012549\n",
+ "2 8.273513 upper GW191103_012549\n",
+ "3 8.369736 upper GW191103_012549\n",
+ "4 8.441250 upper GW191103_012549\n",
+ "... ... ... ...\n",
+ "9854 8.200640 upper GW191103_012549\n",
+ "9855 7.920686 upper GW191103_012549\n",
+ "9856 8.328767 upper GW191103_012549\n",
+ "9857 8.448619 upper GW191103_012549\n",
+ "9858 8.527878 upper GW191103_012549\n",
+ "\n",
+ "[9859 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 4.476853 bottom GW191103_012549\n",
+ "1 4.096576 bottom GW191103_012549\n",
+ "2 4.157597 bottom GW191103_012549\n",
+ "3 4.290369 bottom GW191103_012549\n",
+ "4 5.219752 bottom GW191103_012549\n",
+ "... ... ... ...\n",
+ "4995 3.541520 bottom GW191103_012549\n",
+ "4996 4.756211 bottom GW191103_012549\n",
+ "4997 6.044759 bottom GW191103_012549\n",
+ "4998 3.223157 bottom GW191103_012549\n",
+ "4999 4.646976 bottom GW191103_012549\n",
+ "\n",
+ "[5000 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 7.687590 upper GW191105_143521\n",
+ "1 7.838126 upper GW191105_143521\n",
+ "2 7.781423 upper GW191105_143521\n",
+ "3 8.385442 upper GW191105_143521\n",
+ "4 7.918247 upper GW191105_143521\n",
+ "... ... ... ...\n",
+ "16856 7.781766 upper GW191105_143521\n",
+ "16857 8.426910 upper GW191105_143521\n",
+ "16858 7.912347 upper GW191105_143521\n",
+ "16859 7.770879 upper GW191105_143521\n",
+ "16860 7.570830 upper GW191105_143521\n",
+ "\n",
+ "[16861 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 5.063434 bottom GW191105_143521\n",
+ "1 4.633115 bottom GW191105_143521\n",
+ "2 4.706385 bottom GW191105_143521\n",
+ "3 4.826469 bottom GW191105_143521\n",
+ "4 5.989379 bottom GW191105_143521\n",
+ "... ... ... ...\n",
+ "4995 4.043964 bottom GW191105_143521\n",
+ "4996 5.388520 bottom GW191105_143521\n",
+ "4997 6.781138 bottom GW191105_143521\n",
+ "4998 3.706658 bottom GW191105_143521\n",
+ "4999 5.226636 bottom GW191105_143521\n",
+ "\n",
+ "[5000 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 44.333501 upper GW191109_010717\n",
+ "1 46.983878 upper GW191109_010717\n",
+ "2 45.686968 upper GW191109_010717\n",
+ "3 49.020503 upper GW191109_010717\n",
+ "4 45.248249 upper GW191109_010717\n",
+ "... ... ... ...\n",
+ "32410 45.113610 upper GW191109_010717\n",
+ "32411 50.896420 upper GW191109_010717\n",
+ "32412 40.365099 upper GW191109_010717\n",
+ "32413 47.888340 upper GW191109_010717\n",
+ "32414 44.044472 upper GW191109_010717\n",
+ "\n",
+ "[32415 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 35.536839 bottom GW191109_010717\n",
+ "1 32.527829 bottom GW191109_010717\n",
+ "2 32.823129 bottom GW191109_010717\n",
+ "3 35.188856 bottom GW191109_010717\n",
+ "4 37.411580 bottom GW191109_010717\n",
+ "... ... ... ...\n",
+ "4995 26.346278 bottom GW191109_010717\n",
+ "4996 37.347406 bottom GW191109_010717\n",
+ "4997 50.378037 bottom GW191109_010717\n",
+ "4998 22.686901 bottom GW191109_010717\n",
+ "4999 38.156269 bottom GW191109_010717\n",
+ "\n",
+ "[5000 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 10.365993 upper GW191113_071753\n",
+ "1 11.288785 upper GW191113_071753\n",
+ "2 10.155746 upper GW191113_071753\n",
+ "3 10.091164 upper GW191113_071753\n",
+ "4 10.379531 upper GW191113_071753\n",
+ "... ... ... ...\n",
+ "20349 11.873308 upper GW191113_071753\n",
+ "20350 10.622175 upper GW191113_071753\n",
+ "20351 10.891338 upper GW191113_071753\n",
+ "20352 9.496138 upper GW191113_071753\n",
+ "20353 10.232915 upper GW191113_071753\n",
+ "\n",
+ "[20354 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 7.068602 bottom GW191113_071753\n",
+ "1 6.467748 bottom GW191113_071753\n",
+ "2 6.572469 bottom GW191113_071753\n",
+ "3 6.722828 bottom GW191113_071753\n",
+ "4 8.409824 bottom GW191113_071753\n",
+ "... ... ... ...\n",
+ "4995 5.667260 bottom GW191113_071753\n",
+ "4996 7.527643 bottom GW191113_071753\n",
+ "4997 9.434499 bottom GW191113_071753\n",
+ "4998 5.209155 bottom GW191113_071753\n",
+ "4999 7.279644 bottom GW191113_071753\n",
+ "\n",
+ "[5000 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 8.612592 upper GW191126_115259\n",
+ "1 9.429284 upper GW191126_115259\n",
+ "2 8.937179 upper GW191126_115259\n",
+ "3 9.322155 upper GW191126_115259\n",
+ "4 8.414011 upper GW191126_115259\n",
+ "... ... ... ...\n",
+ "23518 8.279313 upper GW191126_115259\n",
+ "23519 8.617081 upper GW191126_115259\n",
+ "23520 9.187338 upper GW191126_115259\n",
+ "23521 9.256808 upper GW191126_115259\n",
+ "23522 8.165242 upper GW191126_115259\n",
+ "\n",
+ "[23523 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 7.536461 bottom GW191126_115259\n",
+ "1 6.897507 bottom GW191126_115259\n",
+ "2 6.976312 bottom GW191126_115259\n",
+ "3 7.366859 bottom GW191126_115259\n",
+ "4 8.288262 bottom GW191126_115259\n",
+ "... ... ... ...\n",
+ "4995 5.741201 bottom GW191126_115259\n",
+ "4996 7.955318 bottom GW191126_115259\n",
+ "4997 10.482204 bottom GW191126_115259\n",
+ "4998 5.067914 bottom GW191126_115259\n",
+ "4999 7.984642 bottom GW191126_115259\n",
+ "\n",
+ "[5000 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 24.886512 upper GW191127_050227\n",
+ "1 33.222941 upper GW191127_050227\n",
+ "2 24.872377 upper GW191127_050227\n",
+ "3 51.490449 upper GW191127_050227\n",
+ "4 33.075552 upper GW191127_050227\n",
+ "... ... ... ...\n",
+ "7806 29.437333 upper GW191127_050227\n",
+ "7807 21.077478 upper GW191127_050227\n",
+ "7808 26.592079 upper GW191127_050227\n",
+ "7809 34.705744 upper GW191127_050227\n",
+ "7810 22.353183 upper GW191127_050227\n",
+ "\n",
+ "[7811 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 33.923140 bottom GW191127_050227\n",
+ "1 30.627609 bottom GW191127_050227\n",
+ "2 30.963180 bottom GW191127_050227\n",
+ "3 33.351779 bottom GW191127_050227\n",
+ "4 36.133235 bottom GW191127_050227\n",
+ "... ... ... ...\n",
+ "4995 23.997024 bottom GW191127_050227\n",
+ "4996 35.995109 bottom GW191127_050227\n",
+ "4997 50.311408 bottom GW191127_050227\n",
+ "4998 19.966691 bottom GW191127_050227\n",
+ "4999 36.591467 bottom GW191127_050227\n",
+ "\n",
+ "[5000 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 7.030387 upper GW191129_134029\n",
+ "1 7.361596 upper GW191129_134029\n",
+ "2 7.531544 upper GW191129_134029\n",
+ "3 7.180911 upper GW191129_134029\n",
+ "4 7.088936 upper GW191129_134029\n",
+ "... ... ... ...\n",
+ "24164 7.053179 upper GW191129_134029\n",
+ "24165 7.233837 upper GW191129_134029\n",
+ "24166 7.574089 upper GW191129_134029\n",
+ "24167 7.668771 upper GW191129_134029\n",
+ "24168 7.199663 upper GW191129_134029\n",
+ "\n",
+ "[24169 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 4.323630 bottom GW191129_134029\n",
+ "1 3.955435 bottom GW191129_134029\n",
+ "2 4.032681 bottom GW191129_134029\n",
+ "3 4.029964 bottom GW191129_134029\n",
+ "4 5.400628 bottom GW191129_134029\n",
+ "... ... ... ...\n",
+ "4995 3.582885 bottom GW191129_134029\n",
+ "4996 4.632643 bottom GW191129_134029\n",
+ "4997 5.593875 bottom GW191129_134029\n",
+ "4998 3.368390 bottom GW191129_134029\n",
+ "4999 4.360518 bottom GW191129_134029\n",
+ "\n",
+ "[5000 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 17.775817 upper GW191204_110529\n",
+ "1 18.480338 upper GW191204_110529\n",
+ "2 17.208005 upper GW191204_110529\n",
+ "3 20.864127 upper GW191204_110529\n",
+ "4 18.887450 upper GW191204_110529\n",
+ "... ... ... ...\n",
+ "13745 18.607695 upper GW191204_110529\n",
+ "13746 22.056299 upper GW191204_110529\n",
+ "13747 20.107521 upper GW191204_110529\n",
+ "13748 23.306898 upper GW191204_110529\n",
+ "13749 19.925676 upper GW191204_110529\n",
+ "\n",
+ "[13750 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 16.002240 bottom GW191204_110529\n",
+ "1 14.646101 bottom GW191204_110529\n",
+ "2 14.802424 bottom GW191204_110529\n",
+ "3 15.707621 bottom GW191204_110529\n",
+ "4 17.360989 bottom GW191204_110529\n",
+ "... ... ... ...\n",
+ "4995 12.086604 bottom GW191204_110529\n",
+ "4996 16.867895 bottom GW191204_110529\n",
+ "4997 22.395148 bottom GW191204_110529\n",
+ "4998 10.589144 bottom GW191204_110529\n",
+ "4999 17.027259 bottom GW191204_110529\n",
+ "\n",
+ "[5000 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 8.363119 upper GW191204_171526\n",
+ "1 8.335154 upper GW191204_171526\n",
+ "2 8.588302 upper GW191204_171526\n",
+ "3 8.414515 upper GW191204_171526\n",
+ "4 8.453590 upper GW191204_171526\n",
+ "... ... ... ...\n",
+ "17839 8.463253 upper GW191204_171526\n",
+ "17840 8.633108 upper GW191204_171526\n",
+ "17841 8.479075 upper GW191204_171526\n",
+ "17842 8.493797 upper GW191204_171526\n",
+ "17843 8.626791 upper GW191204_171526\n",
+ "\n",
+ "[17844 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 4.736335 bottom GW191204_171526\n",
+ "1 4.330943 bottom GW191204_171526\n",
+ "2 4.455551 bottom GW191204_171526\n",
+ "3 4.153922 bottom GW191204_171526\n",
+ "4 6.635970 bottom GW191204_171526\n",
+ "... ... ... ...\n",
+ "4995 4.259674 bottom GW191204_171526\n",
+ "4996 5.159923 bottom GW191204_171526\n",
+ "4997 5.553142 bottom GW191204_171526\n",
+ "4998 4.195420 bottom GW191204_171526\n",
+ "4999 4.483748 bottom GW191204_171526\n",
+ "\n",
+ "[5000 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 20.037220 upper GW191215_223052\n",
+ "1 18.109888 upper GW191215_223052\n",
+ "2 19.160160 upper GW191215_223052\n",
+ "3 17.621263 upper GW191215_223052\n",
+ "4 17.377263 upper GW191215_223052\n",
+ "... ... ... ...\n",
+ "8879 17.754475 upper GW191215_223052\n",
+ "8880 18.148083 upper GW191215_223052\n",
+ "8881 20.782372 upper GW191215_223052\n",
+ "8882 20.024341 upper GW191215_223052\n",
+ "8883 16.873664 upper GW191215_223052\n",
+ "\n",
+ "[8884 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 13.493112 bottom GW191215_223052\n",
+ "1 12.346979 bottom GW191215_223052\n",
+ "2 12.530637 bottom GW191215_223052\n",
+ "3 12.932634 bottom GW191215_223052\n",
+ "4 15.726929 bottom GW191215_223052\n",
+ "... ... ... ...\n",
+ "4995 10.671692 bottom GW191215_223052\n",
+ "4996 14.334533 bottom GW191215_223052\n",
+ "4997 18.222110 bottom GW191215_223052\n",
+ "4998 9.710750 bottom GW191215_223052\n",
+ "4999 14.007629 bottom GW191215_223052\n",
+ "\n",
+ "[5000 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 8.194024 upper GW191216_213338\n",
+ "1 8.396427 upper GW191216_213338\n",
+ "2 8.437449 upper GW191216_213338\n",
+ "3 8.423929 upper GW191216_213338\n",
+ "4 8.402771 upper GW191216_213338\n",
+ "... ... ... ...\n",
+ "13914 8.500982 upper GW191216_213338\n",
+ "13915 8.245498 upper GW191216_213338\n",
+ "13916 8.486529 upper GW191216_213338\n",
+ "13917 8.068388 upper GW191216_213338\n",
+ "13918 8.404589 upper GW191216_213338\n",
+ "\n",
+ "[13919 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 4.550533 bottom GW191216_213338\n",
+ "1 4.163008 bottom GW191216_213338\n",
+ "2 4.244453 bottom GW191216_213338\n",
+ "3 4.240534 bottom GW191216_213338\n",
+ "4 5.686828 bottom GW191216_213338\n",
+ "... ... ... ...\n",
+ "4995 3.772183 bottom GW191216_213338\n",
+ "4996 4.876074 bottom GW191216_213338\n",
+ "4997 5.885446 bottom GW191216_213338\n",
+ "4998 3.547126 bottom GW191216_213338\n",
+ "4999 4.588323 bottom GW191216_213338\n",
+ "\n",
+ "[5000 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 4.356767 upper GW191219_163120\n",
+ "1 4.347145 upper GW191219_163120\n",
+ "2 4.184851 upper GW191219_163120\n",
+ "3 4.416422 upper GW191219_163120\n",
+ "4 4.397196 upper GW191219_163120\n",
+ "... ... ... ...\n",
+ "27110 4.341296 upper GW191219_163120\n",
+ "27111 4.276704 upper GW191219_163120\n",
+ "27112 4.317115 upper GW191219_163120\n",
+ "27113 4.389713 upper GW191219_163120\n",
+ "27114 4.260777 upper GW191219_163120\n",
+ "\n",
+ "[27115 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 3.367254 bottom GW191219_163120\n",
+ "1 3.081886 bottom GW191219_163120\n",
+ "2 3.114863 bottom GW191219_163120\n",
+ "3 3.304769 bottom GW191219_163120\n",
+ "4 3.654961 bottom GW191219_163120\n",
+ "... ... ... ...\n",
+ "4995 4.696409 bottom GW191219_163120\n",
+ "4996 2.756142 bottom GW191219_163120\n",
+ "4997 3.986388 bottom GW191219_163120\n",
+ "4998 3.396789 bottom GW191219_163120\n",
+ "4999 3.738564 bottom GW191219_163120\n",
+ "\n",
+ "[5000 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 33.546779 upper GW191222_033537\n",
+ "1 38.575740 upper GW191222_033537\n",
+ "2 41.026723 upper GW191222_033537\n",
+ "3 28.430220 upper GW191222_033537\n",
+ "4 33.778979 upper GW191222_033537\n",
+ "... ... ... ...\n",
+ "8523 32.898701 upper GW191222_033537\n",
+ "8524 29.305336 upper GW191222_033537\n",
+ "8525 42.341869 upper GW191222_033537\n",
+ "8526 34.056475 upper GW191222_033537\n",
+ "8527 30.935378 upper GW191222_033537\n",
+ "\n",
+ "[8528 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 31.033730 bottom GW191222_033537\n",
+ "1 28.403407 bottom GW191222_033537\n",
+ "2 28.712733 bottom GW191222_033537\n",
+ "3 30.425750 bottom GW191222_033537\n",
+ "4 33.802445 bottom GW191222_033537\n",
+ "... ... ... ...\n",
+ "4995 23.498252 bottom GW191222_033537\n",
+ "4996 32.725807 bottom GW191222_033537\n",
+ "4997 43.354537 bottom GW191222_033537\n",
+ "4998 20.632542 bottom GW191222_033537\n",
+ "4999 32.980560 bottom GW191222_033537\n",
+ "\n",
+ "[5000 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 34.699816 upper GW191230_180458\n",
+ "1 38.037804 upper GW191230_180458\n",
+ "2 33.943356 upper GW191230_180458\n",
+ "3 36.956132 upper GW191230_180458\n",
+ "4 33.426788 upper GW191230_180458\n",
+ "... ... ... ...\n",
+ "7021 32.500771 upper GW191230_180458\n",
+ "7022 37.137853 upper GW191230_180458\n",
+ "7023 39.131839 upper GW191230_180458\n",
+ "7024 32.396399 upper GW191230_180458\n",
+ "7025 32.379142 upper GW191230_180458\n",
+ "\n",
+ "[7026 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 38.610194 bottom GW191230_180458\n",
+ "1 35.343142 bottom GW191230_180458\n",
+ "2 35.620699 bottom GW191230_180458\n",
+ "3 38.485502 bottom GW191230_180458\n",
+ "4 39.668127 bottom GW191230_180458\n",
+ "... ... ... ...\n",
+ "4995 28.205237 bottom GW191230_180458\n",
+ "4996 40.483869 bottom GW191230_180458\n",
+ "4997 55.265942 bottom GW191230_180458\n",
+ "4998 23.935011 bottom GW191230_180458\n",
+ "4999 41.739952 bottom GW191230_180458\n",
+ "\n",
+ "[5000 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 3.354989 upper GW200105_162426\n",
+ "1 3.437287 upper GW200105_162426\n",
+ "2 3.385784 upper GW200105_162426\n",
+ "3 3.442740 upper GW200105_162426\n",
+ "4 3.444722 upper GW200105_162426\n",
+ "... ... ... ...\n",
+ "39995 3.487166 upper GW200105_162426\n",
+ "39996 3.420021 upper GW200105_162426\n",
+ "39997 3.433027 upper GW200105_162426\n",
+ "39998 3.378389 upper GW200105_162426\n",
+ "39999 3.479380 upper GW200105_162426\n",
+ "\n",
+ "[40000 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 3.118028 bottom GW200105_162426\n",
+ "1 3.049956 bottom GW200105_162426\n",
+ "2 3.027400 bottom GW200105_162426\n",
+ "3 3.052252 bottom GW200105_162426\n",
+ "4 3.234887 bottom GW200105_162426\n",
+ "... ... ... ...\n",
+ "4995 3.431580 bottom GW200105_162426\n",
+ "4996 3.166842 bottom GW200105_162426\n",
+ "4997 3.093815 bottom GW200105_162426\n",
+ "4998 3.004600 bottom GW200105_162426\n",
+ "4999 3.162620 bottom GW200105_162426\n",
+ "\n",
+ "[5000 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 28.015816 upper GW200112_155838\n",
+ "1 28.889204 upper GW200112_155838\n",
+ "2 28.682410 upper GW200112_155838\n",
+ "3 26.757554 upper GW200112_155838\n",
+ "4 28.580571 upper GW200112_155838\n",
+ "... ... ... ...\n",
+ "4318 26.431004 upper GW200112_155838\n",
+ "4319 28.081575 upper GW200112_155838\n",
+ "4320 25.769692 upper GW200112_155838\n",
+ "4321 26.078243 upper GW200112_155838\n",
+ "4322 27.586086 upper GW200112_155838\n",
+ "\n",
+ "[4323 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 18.954694 bottom GW200112_155838\n",
+ "1 17.346243 bottom GW200112_155838\n",
+ "2 17.572821 bottom GW200112_155838\n",
+ "3 18.357936 bottom GW200112_155838\n",
+ "4 21.445926 bottom GW200112_155838\n",
+ "... ... ... ...\n",
+ "4995 14.703725 bottom GW200112_155838\n",
+ "4996 20.069206 bottom GW200112_155838\n",
+ "4997 26.003183 bottom GW200112_155838\n",
+ "4998 13.178238 bottom GW200112_155838\n",
+ "4999 19.891144 bottom GW200112_155838\n",
+ "\n",
+ "[5000 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 2.422985 upper GW200115_042309\n",
+ "1 2.438961 upper GW200115_042309\n",
+ "2 2.386003 upper GW200115_042309\n",
+ "3 2.390606 upper GW200115_042309\n",
+ "4 2.424561 upper GW200115_042309\n",
+ "... ... ... ...\n",
+ "31898 2.395601 upper GW200115_042309\n",
+ "31899 2.389949 upper GW200115_042309\n",
+ "31900 2.459724 upper GW200115_042309\n",
+ "31901 2.429183 upper GW200115_042309\n",
+ "31902 2.356108 upper GW200115_042309\n",
+ "\n",
+ "[31903 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 1.269148 bottom GW200115_042309\n",
+ "1 1.179083 bottom GW200115_042309\n",
+ "2 1.145088 bottom GW200115_042309\n",
+ "3 1.368164 bottom GW200115_042309\n",
+ "4 1.315829 bottom GW200115_042309\n",
+ "... ... ... ...\n",
+ "4995 1.396902 bottom GW200115_042309\n",
+ "4996 1.136473 bottom GW200115_042309\n",
+ "4997 1.287233 bottom GW200115_042309\n",
+ "4998 1.210804 bottom GW200115_042309\n",
+ "4999 1.409666 bottom GW200115_042309\n",
+ "\n",
+ "[5000 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 27.639780 upper GW200128_022011\n",
+ "1 33.464227 upper GW200128_022011\n",
+ "2 32.043193 upper GW200128_022011\n",
+ "3 28.400683 upper GW200128_022011\n",
+ "4 27.122833 upper GW200128_022011\n",
+ "... ... ... ...\n",
+ "6633 25.263200 upper GW200128_022011\n",
+ "6634 36.871819 upper GW200128_022011\n",
+ "6635 30.497118 upper GW200128_022011\n",
+ "6636 34.182540 upper GW200128_022011\n",
+ "6637 30.989940 upper GW200128_022011\n",
+ "\n",
+ "[6638 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 27.840361 bottom GW200128_022011\n",
+ "1 25.479316 bottom GW200128_022011\n",
+ "2 25.784079 bottom GW200128_022011\n",
+ "3 27.132270 bottom GW200128_022011\n",
+ "4 30.908991 bottom GW200128_022011\n",
+ "... ... ... ...\n",
+ "4995 21.336313 bottom GW200128_022011\n",
+ "4996 29.417041 bottom GW200128_022011\n",
+ "4997 38.549814 bottom GW200128_022011\n",
+ "4998 18.931401 bottom GW200128_022011\n",
+ "4999 29.404573 bottom GW200128_022011\n",
+ "\n",
+ "[5000 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 26.793770 upper GW200129_065458\n",
+ "1 26.998833 upper GW200129_065458\n",
+ "2 27.447888 upper GW200129_065458\n",
+ "3 26.259748 upper GW200129_065458\n",
+ "4 28.244068 upper GW200129_065458\n",
+ "... ... ... ...\n",
+ "1988 27.947533 upper GW200129_065458\n",
+ "1989 26.721830 upper GW200129_065458\n",
+ "1990 27.702681 upper GW200129_065458\n",
+ "1991 27.678408 upper GW200129_065458\n",
+ "1992 28.254570 upper GW200129_065458\n",
+ "\n",
+ "[1993 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 18.071497 bottom GW200129_065458\n",
+ "1 16.540958 bottom GW200129_065458\n",
+ "2 16.698470 bottom GW200129_065458\n",
+ "3 17.851319 bottom GW200129_065458\n",
+ "4 19.188371 bottom GW200129_065458\n",
+ "... ... ... ...\n",
+ "4995 13.468366 bottom GW200129_065458\n",
+ "4996 19.008068 bottom GW200129_065458\n",
+ "4997 25.527905 bottom GW200129_065458\n",
+ "4998 11.655791 bottom GW200129_065458\n",
+ "4999 19.355140 bottom GW200129_065458\n",
+ "\n",
+ "[5000 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 7.324077 upper GW200202_154313\n",
+ "1 7.515315 upper GW200202_154313\n",
+ "2 7.468888 upper GW200202_154313\n",
+ "3 7.391999 upper GW200202_154313\n",
+ "4 7.586862 upper GW200202_154313\n",
+ "... ... ... ...\n",
+ "43475 7.459119 upper GW200202_154313\n",
+ "43476 7.363773 upper GW200202_154313\n",
+ "43477 7.310954 upper GW200202_154313\n",
+ "43478 7.314920 upper GW200202_154313\n",
+ "43479 7.612448 upper GW200202_154313\n",
+ "\n",
+ "[43480 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 4.150255 bottom GW200202_154313\n",
+ "1 3.796830 bottom GW200202_154313\n",
+ "2 3.870862 bottom GW200202_154313\n",
+ "3 3.869097 bottom GW200202_154313\n",
+ "4 5.181853 bottom GW200202_154313\n",
+ "... ... ... ...\n",
+ "4995 3.438201 bottom GW200202_154313\n",
+ "4996 4.446627 bottom GW200202_154313\n",
+ "4997 5.371149 bottom GW200202_154313\n",
+ "4998 3.231754 bottom GW200202_154313\n",
+ "4999 4.186486 bottom GW200202_154313\n",
+ "\n",
+ "[5000 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 27.829203 upper GW200208_130117\n",
+ "1 30.061500 upper GW200208_130117\n",
+ "2 25.647884 upper GW200208_130117\n",
+ "3 27.509790 upper GW200208_130117\n",
+ "4 27.494461 upper GW200208_130117\n",
+ "... ... ... ...\n",
+ "14976 30.462111 upper GW200208_130117\n",
+ "14977 28.909225 upper GW200208_130117\n",
+ "14978 27.612917 upper GW200208_130117\n",
+ "14979 29.338407 upper GW200208_130117\n",
+ "14980 23.910897 upper GW200208_130117\n",
+ "\n",
+ "[14981 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 20.687390 bottom GW200208_130117\n",
+ "1 18.932040 bottom GW200208_130117\n",
+ "2 19.176710 bottom GW200208_130117\n",
+ "3 20.051874 bottom GW200208_130117\n",
+ "4 23.351589 bottom GW200208_130117\n",
+ "... ... ... ...\n",
+ "4995 16.023616 bottom GW200208_130117\n",
+ "4996 21.898149 bottom GW200208_130117\n",
+ "4997 28.413697 bottom GW200208_130117\n",
+ "4998 14.343569 bottom GW200208_130117\n",
+ "4999 21.727146 bottom GW200208_130117\n",
+ "\n",
+ "[5000 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 19.743107 upper GW200208_222617\n",
+ "1 18.329687 upper GW200208_222617\n",
+ "2 17.975053 upper GW200208_222617\n",
+ "3 15.922869 upper GW200208_222617\n",
+ "4 17.089754 upper GW200208_222617\n",
+ "... ... ... ...\n",
+ "6889 28.035577 upper GW200208_222617\n",
+ "6890 28.636754 upper GW200208_222617\n",
+ "6891 24.053641 upper GW200208_222617\n",
+ "6892 20.762594 upper GW200208_222617\n",
+ "6893 15.191834 upper GW200208_222617\n",
+ "\n",
+ "[6894 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 36.898286 bottom GW200208_222617\n",
+ "1 32.987232 bottom GW200208_222617\n",
+ "2 33.441979 bottom GW200208_222617\n",
+ "3 35.805424 bottom GW200208_222617\n",
+ "4 40.921331 bottom GW200208_222617\n",
+ "... ... ... ...\n",
+ "4995 25.708245 bottom GW200208_222617\n",
+ "4996 39.538670 bottom GW200208_222617\n",
+ "4997 55.873385 bottom GW200208_222617\n",
+ "4998 21.260742 bottom GW200208_222617\n",
+ "4999 39.599582 bottom GW200208_222617\n",
+ "\n",
+ "[5000 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 31.256104 upper GW200209_085452\n",
+ "1 26.540695 upper GW200209_085452\n",
+ "2 32.507760 upper GW200209_085452\n",
+ "3 27.245508 upper GW200209_085452\n",
+ "4 34.868981 upper GW200209_085452\n",
+ "... ... ... ...\n",
+ "9010 27.180938 upper GW200209_085452\n",
+ "9011 23.751202 upper GW200209_085452\n",
+ "9012 28.726251 upper GW200209_085452\n",
+ "9013 26.400122 upper GW200209_085452\n",
+ "9014 28.059734 upper GW200209_085452\n",
+ "\n",
+ "[9015 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 33.011378 bottom GW200209_085452\n",
+ "1 30.217531 bottom GW200209_085452\n",
+ "2 30.465663 bottom GW200209_085452\n",
+ "3 32.841579 bottom GW200209_085452\n",
+ "4 34.162722 bottom GW200209_085452\n",
+ "... ... ... ...\n",
+ "4995 24.220656 bottom GW200209_085452\n",
+ "4996 34.636739 bottom GW200209_085452\n",
+ "4997 47.119614 bottom GW200209_085452\n",
+ "4998 20.644549 bottom GW200209_085452\n",
+ "4999 35.616529 bottom GW200209_085452\n",
+ "\n",
+ "[5000 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 6.484866 upper GW200210_092254\n",
+ "1 6.453756 upper GW200210_092254\n",
+ "2 6.526058 upper GW200210_092254\n",
+ "3 6.138727 upper GW200210_092254\n",
+ "4 6.419372 upper GW200210_092254\n",
+ "... ... ... ...\n",
+ "28094 6.509085 upper GW200210_092254\n",
+ "28095 6.726889 upper GW200210_092254\n",
+ "28096 6.494037 upper GW200210_092254\n",
+ "28097 6.504707 upper GW200210_092254\n",
+ "28098 6.598247 upper GW200210_092254\n",
+ "\n",
+ "[28099 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 3.962142 bottom GW200210_092254\n",
+ "1 3.623964 bottom GW200210_092254\n",
+ "2 3.709727 bottom GW200210_092254\n",
+ "3 3.597242 bottom GW200210_092254\n",
+ "4 5.226652 bottom GW200210_092254\n",
+ "... ... ... ...\n",
+ "4995 3.411271 bottom GW200210_092254\n",
+ "4996 4.277256 bottom GW200210_092254\n",
+ "4997 4.917255 bottom GW200210_092254\n",
+ "4998 3.282397 bottom GW200210_092254\n",
+ "4999 3.888373 bottom GW200210_092254\n",
+ "\n",
+ "[5000 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 29.399092 upper GW200216_220804\n",
+ "1 39.193646 upper GW200216_220804\n",
+ "2 24.711673 upper GW200216_220804\n",
+ "3 28.947202 upper GW200216_220804\n",
+ "4 35.684058 upper GW200216_220804\n",
+ "... ... ... ...\n",
+ "6033 39.416154 upper GW200216_220804\n",
+ "6034 34.380628 upper GW200216_220804\n",
+ "6035 36.783385 upper GW200216_220804\n",
+ "6036 42.277436 upper GW200216_220804\n",
+ "6037 23.507689 upper GW200216_220804\n",
+ "\n",
+ "[6038 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 35.281761 bottom GW200216_220804\n",
+ "1 32.296567 bottom GW200216_220804\n",
+ "2 32.545874 bottom GW200216_220804\n",
+ "3 35.193020 bottom GW200216_220804\n",
+ "4 36.149431 bottom GW200216_220804\n",
+ "... ... ... ...\n",
+ "4995 25.731546 bottom GW200216_220804\n",
+ "4996 36.984571 bottom GW200216_220804\n",
+ "4997 50.554410 bottom GW200216_220804\n",
+ "4998 21.799217 bottom GW200216_220804\n",
+ "4999 38.169938 bottom GW200216_220804\n",
+ "\n",
+ "[5000 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 29.966132 upper GW200219_094415\n",
+ "1 30.941551 upper GW200219_094415\n",
+ "2 23.281380 upper GW200219_094415\n",
+ "3 30.039511 upper GW200219_094415\n",
+ "4 27.431878 upper GW200219_094415\n",
+ "... ... ... ...\n",
+ "9986 28.989028 upper GW200219_094415\n",
+ "9987 27.994658 upper GW200219_094415\n",
+ "9988 25.749699 upper GW200219_094415\n",
+ "9989 28.602224 upper GW200219_094415\n",
+ "9990 28.485605 upper GW200219_094415\n",
+ "\n",
+ "[9991 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 24.835558 bottom GW200219_094415\n",
+ "1 22.731017 bottom GW200219_094415\n",
+ "2 22.969781 bottom GW200219_094415\n",
+ "3 24.401156 bottom GW200219_094415\n",
+ "4 26.860562 bottom GW200219_094415\n",
+ "... ... ... ...\n",
+ "4995 18.721997 bottom GW200219_094415\n",
+ "4996 26.170761 bottom GW200219_094415\n",
+ "4997 34.805528 bottom GW200219_094415\n",
+ "4998 16.373791 bottom GW200219_094415\n",
+ "4999 26.451991 bottom GW200219_094415\n",
+ "\n",
+ "[5000 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 54.258557 upper GW200220_061928\n",
+ "1 70.184070 upper GW200220_061928\n",
+ "2 76.117549 upper GW200220_061928\n",
+ "3 53.874102 upper GW200220_061928\n",
+ "4 48.430639 upper GW200220_061928\n",
+ "... ... ... ...\n",
+ "3027 62.202636 upper GW200220_061928\n",
+ "3028 63.751504 upper GW200220_061928\n",
+ "3029 60.905811 upper GW200220_061928\n",
+ "3030 73.717322 upper GW200220_061928\n",
+ "3031 64.663558 upper GW200220_061928\n",
+ "\n",
+ "[3032 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 45.817758 bottom GW200220_061928\n",
+ "1 40.649122 bottom GW200220_061928\n",
+ "2 41.404491 bottom GW200220_061928\n",
+ "3 55.432028 bottom GW200220_061928\n",
+ "4 55.656374 bottom GW200220_061928\n",
+ "... ... ... ...\n",
+ "4995 47.082337 bottom GW200220_061928\n",
+ "4996 16.243393 bottom GW200220_061928\n",
+ "4997 54.579784 bottom GW200220_061928\n",
+ "4998 46.030802 bottom GW200220_061928\n",
+ "4999 47.129041 bottom GW200220_061928\n",
+ "\n",
+ "[5000 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 27.659708 upper GW200220_124850\n",
+ "1 27.327394 upper GW200220_124850\n",
+ "2 28.158027 upper GW200220_124850\n",
+ "3 24.091850 upper GW200220_124850\n",
+ "4 39.203762 upper GW200220_124850\n",
+ "... ... ... ...\n",
+ "4856 26.406409 upper GW200220_124850\n",
+ "4857 31.095656 upper GW200220_124850\n",
+ "4858 29.331777 upper GW200220_124850\n",
+ "4859 24.326419 upper GW200220_124850\n",
+ "4860 27.950138 upper GW200220_124850\n",
+ "\n",
+ "[4861 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 29.644375 bottom GW200220_124850\n",
+ "1 26.762954 bottom GW200220_124850\n",
+ "2 27.087211 bottom GW200220_124850\n",
+ "3 28.967158 bottom GW200220_124850\n",
+ "4 32.352604 bottom GW200220_124850\n",
+ "... ... ... ...\n",
+ "4995 21.274084 bottom GW200220_124850\n",
+ "4996 31.523714 bottom GW200220_124850\n",
+ "4997 43.576509 bottom GW200220_124850\n",
+ "4998 17.973670 bottom GW200220_124850\n",
+ "4999 31.774659 bottom GW200220_124850\n",
+ "\n",
+ "[5000 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 31.424565 upper GW200224_222234\n",
+ "1 31.625226 upper GW200224_222234\n",
+ "2 30.625790 upper GW200224_222234\n",
+ "3 30.325004 upper GW200224_222234\n",
+ "4 32.296968 upper GW200224_222234\n",
+ "... ... ... ...\n",
+ "11454 33.109148 upper GW200224_222234\n",
+ "11455 32.192505 upper GW200224_222234\n",
+ "11456 31.936566 upper GW200224_222234\n",
+ "11457 32.833130 upper GW200224_222234\n",
+ "11458 30.833930 upper GW200224_222234\n",
+ "\n",
+ "[11459 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 21.884712 bottom GW200224_222234\n",
+ "1 20.028612 bottom GW200224_222234\n",
+ "2 20.270804 bottom GW200224_222234\n",
+ "3 21.312379 bottom GW200224_222234\n",
+ "4 24.352617 bottom GW200224_222234\n",
+ "... ... ... ...\n",
+ "4995 16.796509 bottom GW200224_222234\n",
+ "4996 23.129754 bottom GW200224_222234\n",
+ "4997 30.269935 bottom GW200224_222234\n",
+ "4998 14.921696 bottom GW200224_222234\n",
+ "4999 23.096690 bottom GW200224_222234\n",
+ "\n",
+ "[5000 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 14.833762 upper GW200225_060421\n",
+ "1 14.569223 upper GW200225_060421\n",
+ "2 14.764016 upper GW200225_060421\n",
+ "3 15.171549 upper GW200225_060421\n",
+ "4 14.715804 upper GW200225_060421\n",
+ "... ... ... ...\n",
+ "15588 15.215308 upper GW200225_060421\n",
+ "15589 14.684384 upper GW200225_060421\n",
+ "15590 14.490129 upper GW200225_060421\n",
+ "15591 14.301617 upper GW200225_060421\n",
+ "15592 13.680543 upper GW200225_060421\n",
+ "\n",
+ "[15593 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 9.247121 bottom GW200225_060421\n",
+ "1 8.461250 bottom GW200225_060421\n",
+ "2 8.595050 bottom GW200225_060421\n",
+ "3 8.814423 bottom GW200225_060421\n",
+ "4 10.937938 bottom GW200225_060421\n",
+ "... ... ... ...\n",
+ "4995 7.385222 bottom GW200225_060421\n",
+ "4996 9.840790 bottom GW200225_060421\n",
+ "4997 12.384216 bottom GW200225_060421\n",
+ "4998 6.769163 bottom GW200225_060421\n",
+ "4999 9.545238 bottom GW200225_060421\n",
+ "\n",
+ "[5000 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 25.303323 upper GW200302_015811\n",
+ "1 22.685945 upper GW200302_015811\n",
+ "2 23.894729 upper GW200302_015811\n",
+ "3 27.410932 upper GW200302_015811\n",
+ "4 25.668541 upper GW200302_015811\n",
+ "... ... ... ...\n",
+ "18178 22.267060 upper GW200302_015811\n",
+ "18179 24.198218 upper GW200302_015811\n",
+ "18180 24.897820 upper GW200302_015811\n",
+ "18181 23.012097 upper GW200302_015811\n",
+ "18182 22.026391 upper GW200302_015811\n",
+ "\n",
+ "[18183 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 19.773253 bottom GW200302_015811\n",
+ "1 18.097936 bottom GW200302_015811\n",
+ "2 18.283126 bottom GW200302_015811\n",
+ "3 19.456465 bottom GW200302_015811\n",
+ "4 21.278344 bottom GW200302_015811\n",
+ "... ... ... ...\n",
+ "4995 14.859261 bottom GW200302_015811\n",
+ "4996 20.825723 bottom GW200302_015811\n",
+ "4997 27.772230 bottom GW200302_015811\n",
+ "4998 12.958690 bottom GW200302_015811\n",
+ "4999 21.092772 bottom GW200302_015811\n",
+ "\n",
+ "[5000 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 15.896533 upper GW200306_093714\n",
+ "1 18.528682 upper GW200306_093714\n",
+ "2 16.829042 upper GW200306_093714\n",
+ "3 18.295079 upper GW200306_093714\n",
+ "4 21.704406 upper GW200306_093714\n",
+ "... ... ... ...\n",
+ "14029 15.689678 upper GW200306_093714\n",
+ "14030 18.395832 upper GW200306_093714\n",
+ "14031 13.623120 upper GW200306_093714\n",
+ "14032 19.592764 upper GW200306_093714\n",
+ "14033 18.781961 upper GW200306_093714\n",
+ "\n",
+ "[14034 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 23.023611 bottom GW200306_093714\n",
+ "1 21.075394 bottom GW200306_093714\n",
+ "2 21.241766 bottom GW200306_093714\n",
+ "3 22.944232 bottom GW200306_093714\n",
+ "4 23.674168 bottom GW200306_093714\n",
+ "... ... ... ...\n",
+ "4995 16.827445 bottom GW200306_093714\n",
+ "4996 24.142762 bottom GW200306_093714\n",
+ "4997 32.945073 bottom GW200306_093714\n",
+ "4998 14.287069 bottom GW200306_093714\n",
+ "4999 24.884289 bottom GW200306_093714\n",
+ "\n",
+ "[5000 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 22.736906 upper GW200308_173609\n",
+ "1 20.399613 upper GW200308_173609\n",
+ "2 20.931924 upper GW200308_173609\n",
+ "3 85.282040 upper GW200308_173609\n",
+ "4 30.571228 upper GW200308_173609\n",
+ "... ... ... ...\n",
+ "1068 17.835187 upper GW200308_173609\n",
+ "1069 37.792215 upper GW200308_173609\n",
+ "1070 15.079161 upper GW200308_173609\n",
+ "1071 61.034868 upper GW200308_173609\n",
+ "1072 25.263670 upper GW200308_173609\n",
+ "\n",
+ "[1073 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 51.070514 bottom GW200308_173609\n",
+ "1 45.044756 bottom GW200308_173609\n",
+ "2 45.851521 bottom GW200308_173609\n",
+ "3 60.398230 bottom GW200308_173609\n",
+ "4 51.348691 bottom GW200308_173609\n",
+ "... ... ... ...\n",
+ "4995 60.168011 bottom GW200308_173609\n",
+ "4996 46.101248 bottom GW200308_173609\n",
+ "4997 10.463970 bottom GW200308_173609\n",
+ "4998 10.286647 bottom GW200308_173609\n",
+ "4999 44.807783 bottom GW200308_173609\n",
+ "\n",
+ "[5000 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 25.786064 upper GW200311_115853\n",
+ "1 26.275927 upper GW200311_115853\n",
+ "2 27.331598 upper GW200311_115853\n",
+ "3 26.678841 upper GW200311_115853\n",
+ "4 26.459142 upper GW200311_115853\n",
+ "... ... ... ...\n",
+ "20271 26.858763 upper GW200311_115853\n",
+ "20272 28.555335 upper GW200311_115853\n",
+ "20273 27.366320 upper GW200311_115853\n",
+ "20274 26.705234 upper GW200311_115853\n",
+ "20275 28.972291 upper GW200311_115853\n",
+ "\n",
+ "[20276 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 18.300408 bottom GW200311_115853\n",
+ "1 16.747066 bottom GW200311_115853\n",
+ "2 16.973942 bottom GW200311_115853\n",
+ "3 17.675210 bottom GW200311_115853\n",
+ "4 20.874506 bottom GW200311_115853\n",
+ "... ... ... ...\n",
+ "4995 14.270973 bottom GW200311_115853\n",
+ "4996 19.393901 bottom GW200311_115853\n",
+ "4997 25.001489 bottom GW200311_115853\n",
+ "4998 12.844493 bottom GW200311_115853\n",
+ "4999 19.149560 bottom GW200311_115853\n",
+ "\n",
+ "[5000 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 8.978479 upper GW200316_215756\n",
+ "1 9.011325 upper GW200316_215756\n",
+ "2 9.281887 upper GW200316_215756\n",
+ "3 8.668436 upper GW200316_215756\n",
+ "4 8.662825 upper GW200316_215756\n",
+ "... ... ... ...\n",
+ "129262 9.339714 upper GW200316_215756\n",
+ "129263 8.824931 upper GW200316_215756\n",
+ "129264 9.242490 upper GW200316_215756\n",
+ "129265 9.107159 upper GW200316_215756\n",
+ "129266 8.236441 upper GW200316_215756\n",
+ "\n",
+ "[129267 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 5.621218 bottom GW200316_215756\n",
+ "1 5.143155 bottom GW200316_215756\n",
+ "2 5.231176 bottom GW200316_215756\n",
+ "3 5.316947 bottom GW200316_215756\n",
+ "4 6.781620 bottom GW200316_215756\n",
+ "... ... ... ...\n",
+ "4995 4.549133 bottom GW200316_215756\n",
+ "4996 5.996428 bottom GW200316_215756\n",
+ "4997 7.439842 bottom GW200316_215756\n",
+ "4998 4.209261 bottom GW200316_215756\n",
+ "4999 5.756180 bottom GW200316_215756\n",
+ "\n",
+ "[5000 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 36.217965 upper GW200322_091133\n",
+ "1 55.589386 upper GW200322_091133\n",
+ "2 26.428115 upper GW200322_091133\n",
+ "3 35.653352 upper GW200322_091133\n",
+ "4 21.773205 upper GW200322_091133\n",
+ ".. ... ... ...\n",
+ "64 30.844562 upper GW200322_091133\n",
+ "65 44.181697 upper GW200322_091133\n",
+ "66 5.013833 upper GW200322_091133\n",
+ "67 25.878635 upper GW200322_091133\n",
+ "68 12.764229 upper GW200322_091133\n",
+ "\n",
+ "[69 rows x 3 columns], chirp_mass_source violin event\n",
+ "0 27.252889 bottom GW200322_091133\n",
+ "1 24.181841 bottom GW200322_091133\n",
+ "2 24.568305 bottom GW200322_091133\n",
+ "3 26.178055 bottom GW200322_091133\n",
+ "4 31.238544 bottom GW200322_091133\n",
+ "... ... ... ...\n",
+ "4995 38.664199 bottom GW200322_091133\n",
+ "4996 36.743287 bottom GW200322_091133\n",
+ "4997 6.229935 bottom GW200322_091133\n",
+ "4998 29.972274 bottom GW200322_091133\n",
+ "4999 28.636753 bottom GW200322_091133\n",
+ "\n",
+ "[5000 rows x 3 columns]]\n"
+ ]
+ }
+ ],
+ "source": [
+ "event_file = sorted([(file.split('_PEDataRelease')[0].split('-')[3], file)\n",
+ " for file in listdir(address)\n",
+ " if fnmatch(file, 'IGWN-GWTC3p0-v2-*_cosmo.h5')])\n",
+ "\n",
+ "df_list = []\n",
+ "for vi, (ename, file_name) in enumerate(event_file):\n",
+ "\n",
+ " with h5py.File(join(address, file_name), \"r\") as f:\n",
+ " priors = pd.DataFrame(dict(f['C01:IMRPhenomXPHM'\n",
+ " if ename not in ['GW191219_163120', 'GW200105_162426', 'GW200115_042309']\n",
+ " else 'C01:IMRPhenomXPHM:HighSpin']['priors']['samples']))\n",
+ " posterior_samples = pd.DataFrame(f['C01:Mixed']['posterior_samples'][:])\n",
+ "\n",
+ " \n",
+ " df = pd.DataFrame({\n",
+ " 'chirp_mass_source': posterior_samples['chirp_mass_source'],\n",
+ " 'violin': 'upper',\n",
+ " 'event': ename,\n",
+ " })\n",
+ " df_list.append(df)\n",
+ " df_prior = pd.DataFrame({\n",
+ " 'chirp_mass_source': priors['chirp_mass_source'],\n",
+ " 'violin': 'bottom',\n",
+ " 'event': ename,\n",
+ " })\n",
+ " df_list.append(df_prior)\n",
+ "print(df_list) # 或者使用其他方式检查列表内容\n",
+ "\n",
+ "data = pd.concat(df_list)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " chirp_mass_source | \n",
+ " violin | \n",
+ " event | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " 8.929873 | \n",
+ " upper | \n",
+ " GW191103_012549 | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " 8.074338 | \n",
+ " upper | \n",
+ " GW191103_012549 | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " 8.273513 | \n",
+ " upper | \n",
+ " GW191103_012549 | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " 8.369736 | \n",
+ " upper | \n",
+ " GW191103_012549 | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " 8.441250 | \n",
+ " upper | \n",
+ " GW191103_012549 | \n",
+ "
\n",
+ " \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ "
\n",
+ " \n",
+ " 4995 | \n",
+ " 38.664199 | \n",
+ " bottom | \n",
+ " GW200322_091133 | \n",
+ "
\n",
+ " \n",
+ " 4996 | \n",
+ " 36.743287 | \n",
+ " bottom | \n",
+ " GW200322_091133 | \n",
+ "
\n",
+ " \n",
+ " 4997 | \n",
+ " 6.229935 | \n",
+ " bottom | \n",
+ " GW200322_091133 | \n",
+ "
\n",
+ " \n",
+ " 4998 | \n",
+ " 29.972274 | \n",
+ " bottom | \n",
+ " GW200322_091133 | \n",
+ "
\n",
+ " \n",
+ " 4999 | \n",
+ " 28.636753 | \n",
+ " bottom | \n",
+ " GW200322_091133 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
833260 rows × 3 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " chirp_mass_source violin event\n",
+ "0 8.929873 upper GW191103_012549\n",
+ "1 8.074338 upper GW191103_012549\n",
+ "2 8.273513 upper GW191103_012549\n",
+ "3 8.369736 upper GW191103_012549\n",
+ "4 8.441250 upper GW191103_012549\n",
+ "... ... ... ...\n",
+ "4995 38.664199 bottom GW200322_091133\n",
+ "4996 36.743287 bottom GW200322_091133\n",
+ "4997 6.229935 bottom GW200322_091133\n",
+ "4998 29.972274 bottom GW200322_091133\n",
+ "4999 28.636753 bottom GW200322_091133\n",
+ "\n",
+ "[833260 rows x 3 columns]"
+ ]
+ },
+ "execution_count": 21,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " | \n",
+ " chirp_mass_source | \n",
+ "
\n",
+ " \n",
+ " event | \n",
+ " violin | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " GW191103_012549 | \n",
+ " bottom | \n",
+ " 5000 | \n",
+ "
\n",
+ " \n",
+ " upper | \n",
+ " 9859 | \n",
+ "
\n",
+ " \n",
+ " GW191105_143521 | \n",
+ " bottom | \n",
+ " 5000 | \n",
+ "
\n",
+ " \n",
+ " upper | \n",
+ " 16861 | \n",
+ "
\n",
+ " \n",
+ " GW191109_010717 | \n",
+ " bottom | \n",
+ " 5000 | \n",
+ "
\n",
+ " \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ "
\n",
+ " \n",
+ " GW200311_115853 | \n",
+ " upper | \n",
+ " 20276 | \n",
+ "
\n",
+ " \n",
+ " GW200316_215756 | \n",
+ " bottom | \n",
+ " 5000 | \n",
+ "
\n",
+ " \n",
+ " upper | \n",
+ " 129267 | \n",
+ "
\n",
+ " \n",
+ " GW200322_091133 | \n",
+ " bottom | \n",
+ " 5000 | \n",
+ "
\n",
+ " \n",
+ " upper | \n",
+ " 69 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
72 rows × 1 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " chirp_mass_source\n",
+ "event violin \n",
+ "GW191103_012549 bottom 5000\n",
+ " upper 9859\n",
+ "GW191105_143521 bottom 5000\n",
+ " upper 16861\n",
+ "GW191109_010717 bottom 5000\n",
+ "... ...\n",
+ "GW200311_115853 upper 20276\n",
+ "GW200316_215756 bottom 5000\n",
+ " upper 129267\n",
+ "GW200322_091133 bottom 5000\n",
+ " upper 69\n",
+ "\n",
+ "[72 rows x 1 columns]"
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data.groupby(['event', 'violin']).count()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig,ax = plt.subplots(1, 5, figsize=(8.75,12), sharey=False,\n",
+ " gridspec_kw = {'wspace':0.2, 'width_ratios':[1.5, 0.7, 0.7, 0.7, 0.7]})\n",
+ "\n",
+ "sns.violinplot(x='chirp_mass_source',y='event',data=data,hue='violin',\n",
+ " orient=\"h\",density_norm='width',inner=None,split=True,legend=False,\n",
+ " ax=ax[0],\n",
+ " linewidth=1\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "address='/home/tianyu/JingqiLai/GWTC-3/'\n",
+ "event_file = sorted([(file.split('_PEDataRelease')[0].split('-')[3], file)\n",
+ " for file in listdir(address)\n",
+ " if fnmatch(file, 'IGWN-GWTC3p0-v2-*_cosmo.h5')])\n",
+ "\n",
+ "df_list = []\n",
+ "\n",
+ "for vi, (ename, file_name) in enumerate(event_file):\n",
+ "\n",
+ " with h5py.File(join(address, file_name), \"r\") as f:\n",
+ " priors = pd.DataFrame(dict(f['C01:IMRPhenomXPHM'\n",
+ " if ename not in ['GW191219_163120', 'GW200105_162426', 'GW200115_042309']\n",
+ " else 'C01:IMRPhenomXPHM:HighSpin']['priors']['samples']))\n",
+ " posterior_samples = pd.DataFrame(f['C01:Mixed']['posterior_samples'][:])\n",
+ "\n",
+ " \n",
+ " df = pd.DataFrame({ # 取对数\n",
+ " 'chirp_mass_source': np.log10(posterior_samples['chirp_mass_source']),\n",
+ " 'violin': 'upper',\n",
+ " 'event': ename,\n",
+ " })\n",
+ " df_list.append(df)\n",
+ " df_prior = pd.DataFrame({ # 取对数\n",
+ " 'chirp_mass_source': np.log10(priors['chirp_mass_source']),\n",
+ " 'violin': 'bottom',\n",
+ " 'event': ename,\n",
+ " })\n",
+ " df_list.append(df_prior)\n",
+ "data = pd.concat(df_list)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[Text(0.3010299956639812, 1, '$2$'),\n",
+ " Text(0.6989700043360189, 1, '$5$'),\n",
+ " Text(1.0, 1, '$10$'),\n",
+ " Text(1.3010299956639813, 1, '$20$'),\n",
+ " Text(1.6989700043360187, 1, '$50$'),\n",
+ " Text(2.0, 1, '$100$')]"
+ ]
+ },
+ "execution_count": 26,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig,ax = plt.subplots(1, 5,figsize=(8.75,12),sharey=False,\n",
+ " gridspec_kw = {'wspace':0.2, 'width_ratios':[1.5, 0.7, 0.7, 0.7, 0.7]})\n",
+ "\n",
+ "# 为其他 params 维度的循环做准备\n",
+ "vi=0\n",
+ "var='chirp_mass_source'\n",
+ "xlim = [2,100]\n",
+ "tick_map = {\n",
+ " 'chirp_mass_source':[2,5,10,20,50,100],\n",
+ "}\n",
+ "\n",
+ "sns_axi = sns.violinplot(x=var, y='event',data=data,hue='violin',\n",
+ " orient=\"h\",density_norm='width',inner=None,split=True,legend=False,\n",
+ " ax=ax[vi],\n",
+ " linewidth=1,\n",
+ " )\n",
+ "\n",
+ "# set x labels\n",
+ "ax[vi].set_xlabel(r'$'+r'\\mathcal{{M}}\\:[M_\\odot]'+r'$',fontsize=12)\n",
+ "# set top x label\n",
+ "ax_copy = ax[vi].twiny()\n",
+ "ax_copy.set_xlabel(r'$'+r'\\mathcal{{M}}\\:[M_\\odot]'+r'$',fontsize=12)\n",
+ "\n",
+ "# 设定坐标的边界\n",
+ "ax[vi].set_xlim(np.log10(xlim[2*vi:2*vi+2]))\n",
+ "ax_copy.set_xlim(np.log10(xlim[2*vi:2*vi+2]))\n",
+ "# 删掉 `events`\n",
+ "ax[vi].set_ylabel('')\n",
+ "\n",
+ "# set tick labels\n",
+ "ax[vi].set_xticks(np.log10(tick_map[var]))\n",
+ "ax_copy.set_xticks(np.log10(tick_map[var]))\n",
+ "sns_axi.set_xticklabels([f'${lab}$' for lab in tick_map[var]], fontsize=6)\n",
+ "ax_copy.set_xticklabels([f'${lab}$' for lab in tick_map[var]], fontsize=6)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "address='/home/tianyu/JingqiLai/GWTC-3/'\n",
+ "event_file = sorted([(file.split('_PEDataRelease')[0].split('-')[3], file)\n",
+ " for file in listdir(address)\n",
+ " if fnmatch(file, 'IGWN-GWTC3p0-v2-*_cosmo.h5')])\n",
+ "\n",
+ "# 指定五个参数维度\n",
+ "vars = ['chirp_mass_source', 'mass_ratio', 'chi_eff', 'chi_p', 'luminosity_distance']\n",
+ "df_list = []\n",
+ "\n",
+ "for vi, (ename, file_name) in enumerate(event_file):\n",
+ "\n",
+ " with h5py.File(join(address, file_name), \"r\") as f:\n",
+ " priors = pd.DataFrame(dict(f['C01:IMRPhenomXPHM'\n",
+ " if ename not in ['GW191219_163120', 'GW200105_162426', 'GW200115_042309']\n",
+ " else 'C01:IMRPhenomXPHM:HighSpin']['priors']['samples']))\n",
+ " posterior_samples = pd.DataFrame(f['C01:Mixed']['posterior_samples'][:])\n",
+ " \n",
+ " \n",
+ " df = pd.DataFrame({\n",
+ " **{ # 对 chirp_mass_source, mass_ratio 以及 luminosity_distance 特征在scale上进行处理\n",
+ " var: np.log10(posterior_samples[var] / (1000 if var=='luminosity_distance' else 1))\n",
+ " if 'mass' in var or 'distance' in var\n",
+ " else posterior_samples[var] for var in vars\n",
+ " },\n",
+ " 'violin': 'upper',\n",
+ " 'event': ename,\n",
+ " })\n",
+ " df_list.append(df)\n",
+ " df_prior = pd.DataFrame({\n",
+ " **{\n",
+ " var: np.log10(priors[var] / (1000 if var=='luminosity_distance' else 1))\n",
+ " if 'mass' in var or 'distance' in var\n",
+ " else priors[var] for var in vars\n",
+ " },\n",
+ " 'violin': 'bottom',\n",
+ " 'event': ename,\n",
+ " })\n",
+ " df_list.append(df_prior)\n",
+ "data = pd.concat(df_list)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
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833260 rows × 7 columns
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+ "\n",
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+ "data.groupby(['event', 'violin']).count()"
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+ "execution_count": 32,
+ "metadata": {},
+ "outputs": [
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig,ax = plt.subplots(1, len(vars), figsize=(8.75,12),sharey=False,\n",
+ " gridspec_kw = {'wspace':0.2, 'width_ratios':[1.5, 0.7, 0.7, 0.7, 0.7]})\n",
+ "xlim = [2,100,0.02,1,-1,1,0,1,0.1,30]\n",
+ "\n",
+ "tick_map = {\n",
+ " 'chirp_mass_source':[2,5,10,20,50,100],\n",
+ " 'mass_ratio': [0.02, 0.1, 1],\n",
+ " 'chi_eff': [-1,0,1],\n",
+ " 'chi_p': [0, 0.5, 1],\n",
+ " 'luminosity_distance': [0.1,0.3,1,3,10,30]\n",
+ "}\n",
+ "\n",
+ "column_name2tex_name = {\n",
+ " 'chirp_mass_source':r'\\mathcal{{M}}\\:[M_\\odot]',\n",
+ " 'mass_ratio':r'q',\n",
+ " 'chi_eff':r'\\chi_{{\\rm eff}}',\n",
+ " 'chi_p':r'\\chi_{{\\rm p}}',\n",
+ " 'luminosity_distance':r'D_{\\rm L}\\:[{\\rm Gpc}]',\n",
+ "}\n",
+ "\n",
+ "for vi, var in enumerate(vars):\n",
+ " sns_axi = sns.violinplot(x=var, y='event',data=data,hue='violin',\n",
+ " orient=\"h\",density_norm='width',inner=None,split=True,legend=False,\n",
+ " ax=ax[vi],\n",
+ " linewidth=1\n",
+ " )\n",
+ "\n",
+ " # set x labels\n",
+ " ax[vi].set_xlabel(r'$'+column_name2tex_name[var]+r'$',fontsize=12)\n",
+ " # set top x label\n",
+ " ax_copy = ax[vi].twiny()\n",
+ " ax_copy.set_xlabel(r'$'+column_name2tex_name[var]+r'$',fontsize=12)\n",
+ " \n",
+ " # 设定坐标的边界\n",
+ " if 'mass' in var or 'distance' in var:\n",
+ " ax[vi].set_xlim(np.log10(xlim[2*vi:2*vi+2]))\n",
+ " ax_copy.set_xlim(np.log10(xlim[2*vi:2*vi+2]))\n",
+ " else:\n",
+ " ax[vi].set_xlim(xlim[2*vi:2*vi+2])\n",
+ " ax_copy.set_xlim(xlim[2*vi:2*vi+2])\n",
+ "\n",
+ " # 删掉 `events` \n",
+ " ax[vi].set_ylabel('')\n",
+ " if vi: \n",
+ " ax[vi].yaxis.set_visible(False)\n",
+ "\n",
+ " # set tick labels\n",
+ " if 'mass' in var or 'distance' in var:\n",
+ " ax[vi].set_xticks(np.log10(tick_map[var]))\n",
+ " ax_copy.set_xticks(np.log10(tick_map[var]))\n",
+ " sns_axi.set_xticklabels([f'${lab}$' for lab in tick_map[var]], fontsize=6)\n",
+ " ax_copy.set_xticklabels([f'${lab}$' for lab in tick_map[var]], fontsize=6)\n",
+ " else:\n",
+ " sns_axi.set_xticks(tick_map[var])\n",
+ " ax_copy.set_xticks(tick_map[var])\n",
+ " sns_axi.set_xticklabels([f'${lab}$' for lab in tick_map[var]], fontsize=6)\n",
+ " ax_copy.set_xticklabels([f'${lab}$' for lab in tick_map[var]], fontsize=6)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "['#3682ba',\n",
+ " '#5cb7aa',\n",
+ " '#97d5a4',\n",
+ " '#d1ed9c',\n",
+ " '#f4faad',\n",
+ " '#fff1a8',\n",
+ " '#fece7c',\n",
+ " '#fa9b58',\n",
+ " '#ee6445',\n",
+ " '#d0384e']"
+ ]
+ },
+ "execution_count": 33,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "sns.color_palette(\"Spectral_r\", 10).as_hex()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "sns.set()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "CPU times: user 3min 28s, sys: 4min 48s, total: 8min 17s\n",
+ "Wall time: 24 s\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "%%time\n",
+ "fig,ax = plt.subplots(1, len(vars), figsize=(8.75,12),sharey=False,\n",
+ " gridspec_kw = {'wspace':0.2, 'width_ratios':[1.5, 0.7, 0.7, 0.7, 0.7]})\n",
+ "xlim = [2,100,0.02,1,-1,1,0,1,0.1,30]\n",
+ "\n",
+ "tick_map = {\n",
+ " 'chirp_mass_source':[2,5,10,20,50,100],\n",
+ " 'mass_ratio': [0.02, 0.1, 1],\n",
+ " 'chi_eff': [-1,0,1],\n",
+ " 'chi_p': [0, 0.5, 1],\n",
+ " 'luminosity_distance': [0.1,0.3,1,3,10,30]\n",
+ "}\n",
+ "\n",
+ "column_name2tex_name = {\n",
+ " 'chirp_mass_source':r'\\mathcal{{M}}\\:[M_\\odot]',\n",
+ " 'mass_ratio':r'q',\n",
+ " 'chi_eff':r'\\chi_{{\\rm eff}}',\n",
+ " 'chi_p':r'\\chi_{{\\rm p}}',\n",
+ " 'luminosity_distance':r'D_{\\rm L}\\:[{\\rm Gpc}]',\n",
+ " }\n",
+ "\n",
+ "# 获取颜色参数\n",
+ "colors = sns.color_palette(\"Spectral_r\", len(event_file)).as_hex()\n",
+ "\n",
+ "for vi, var in enumerate(vars):\n",
+ " sns_axi = sns.violinplot(x=var, y='event',data=data,hue='violin',\n",
+ " orient=\"h\",density_norm='width',inner=None,split=True,legend=False,\n",
+ " ax=ax[vi],#palette=colors,\n",
+ " linewidth=1\n",
+ " )\n",
+ "\n",
+ " # loop over violins to add hatching and shading where required\n",
+ " violin_pairs = []\n",
+ " for v, violin_half in enumerate(sns_axi.get_children()):\n",
+ " if v % 2 == 0: # Upper violin\n",
+ " violin_pairs.append([])\n",
+ " violin_pairs[-1].append(violin_half)\n",
+ " for pair, (ev, _), col in zip(violin_pairs, event_file, colors): # 给每个 event 指定颜色\n",
+ " # print(ev)\n",
+ " pair[0].set_facecolor(col) # 为 posterior 指定颜色\n",
+ " pair[1].set_facecolor('#FFFFFF') # 为 prior 白色\n",
+ "\n",
+ " # set x labels\n",
+ " ax[vi].set_xlabel(r'$'+column_name2tex_name[var]+r'$',fontsize=12)\n",
+ " # set top x label\n",
+ " ax_copy = ax[vi].twiny()\n",
+ " ax_copy.set_xlabel(r'$'+column_name2tex_name[var]+r'$',fontsize=12)\n",
+ " \n",
+ " # 设定坐标的边界\n",
+ " if 'mass' in var or 'distance' in var:\n",
+ " ax[vi].set_xlim(np.log10(xlim[2*vi:2*vi+2]))\n",
+ " ax_copy.set_xlim(np.log10(xlim[2*vi:2*vi+2]))\n",
+ " else:\n",
+ " ax[vi].set_xlim(xlim[2*vi:2*vi+2])\n",
+ " \n",
+ " \n",
+ " ax_copy.set_xlim(xlim[2*vi:2*vi+2])\n",
+ "\n",
+ " # 删掉 `events` \n",
+ " ax[vi].set_ylabel('')\n",
+ " if vi: \n",
+ " ax[vi].yaxis.set_visible(False)\n",
+ "\n",
+ " # set tick labels\n",
+ " if 'mass' in var or 'distance' in var:\n",
+ " ax[vi].set_xticks(np.log10(tick_map[var]))\n",
+ " ax_copy.set_xticks(np.log10(tick_map[var]))\n",
+ " sns_axi.set_xticklabels([f'${lab}$' for lab in tick_map[var]], fontsize=6)\n",
+ " ax_copy.set_xticklabels([f'${lab}$' for lab in tick_map[var]], fontsize=6)\n",
+ " else:\n",
+ " sns_axi.set_xticks(tick_map[var])\n",
+ " ax_copy.set_xticks(tick_map[var])\n",
+ " sns_axi.set_xticklabels([f'${lab}$' for lab in tick_map[var]], fontsize=6)\n",
+ " ax_copy.set_xticklabels([f'${lab}$' for lab in tick_map[var]], fontsize=6)\n"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "few_env",
+ "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": "3.7.12"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/2023/homework/Jingqi-Lai/KaggleCredit2.csv.zip b/2023/homework/Jingqi-Lai/KaggleCredit2.csv.zip
new file mode 100644
index 00000000..db5542a8
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diff --git a/2023/homework/Jingqi-Lai/homework_credit_scoring.ipynb b/2023/homework/Jingqi-Lai/homework_credit_scoring.ipynb
new file mode 100644
index 00000000..ca0dfdcc
--- /dev/null
+++ b/2023/homework/Jingqi-Lai/homework_credit_scoring.ipynb
@@ -0,0 +1,1262 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 一起来打怪之 Credit Scoring 练习"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "---\n",
+ "## 作业说明\n",
+ "\n",
+ "- 答题步骤:\n",
+ " - 回答问题**请保留每一步**操作过程,请不要仅仅给出最后答案\n",
+ " - 请养成代码注释的好习惯\n",
+ "\n",
+ "- 解题思路:\n",
+ " - 为方便大家准确理解题目,在习题实战中有所收获,本文档提供了解题思路提示\n",
+ " - 解题思路**仅供参考**,鼓励原创解题方法\n",
+ " - 为督促同学们自己思考,解题思路内容设置为**白色**,必要时请从冒号后拖动鼠标查看\n",
+ "\n",
+ "- 所用数据\n",
+ " - 请注意导入数据库后先**查看和了解数据的基本性质**,后面的问题不再一一提醒"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## machine learning for credit scoring\n",
+ "\n",
+ "\n",
+ "Banks play a crucial role in market economies. They decide who can get finance and on what terms and can make or break investment decisions. For markets and society to function, individuals and companies need access to credit. \n",
+ "\n",
+ "Credit scoring algorithms, which make a guess at the probability of default, are the method banks use to determine whether or not a loan should be granted. This competition requires participants to improve on the state of the art in credit scoring, by predicting the probability that somebody will experience financial distress in the next two years. [Dataset](https://www.kaggle.com/c/GiveMeSomeCredit)\n",
+ "\n",
+ "Attribute Information:\n",
+ "\n",
+ "|Variable Name\t|\tDescription\t|\tType|\n",
+ "|----|----|----|\n",
+ "|SeriousDlqin2yrs\t|\tPerson experienced 90 days past due delinquency or worse \t|\tY/N|\n",
+ "|RevolvingUtilizationOfUnsecuredLines\t|\tTotal balance on credit divided by the sum of credit limits\t|\tpercentage|\n",
+ "|age\t|\tAge of borrower in years\t|\tinteger|\n",
+ "|NumberOfTime30-59DaysPastDueNotWorse\t|\tNumber of times borrower has been 30-59 days past due |\tinteger|\n",
+ "|DebtRatio\t|\tMonthly debt payments\t|\tpercentage|\n",
+ "|MonthlyIncome\t|\tMonthly income\t|\treal|\n",
+ "|NumberOfOpenCreditLinesAndLoans\t|\tNumber of Open loans |\tinteger|\n",
+ "|NumberOfTimes90DaysLate\t|\tNumber of times borrower has been 90 days or more past due.\t|\tinteger|\n",
+ "|NumberRealEstateLoansOrLines\t|\tNumber of mortgage and real estate loans\t|\tinteger|\n",
+ "|NumberOfTime60-89DaysPastDueNotWorse\t|\tNumber of times borrower has been 60-89 days past due |integer|\n",
+ "|NumberOfDependents\t|\tNumber of dependents in family\t|\tinteger|\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "----------\n",
+ "## Read the data into Pandas "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {
+ "collapsed": true,
+ "jupyter": {
+ "outputs_hidden": true
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " SeriousDlqin2yrs | \n",
+ " RevolvingUtilizationOfUnsecuredLines | \n",
+ " age | \n",
+ " NumberOfTime30-59DaysPastDueNotWorse | \n",
+ " DebtRatio | \n",
+ " MonthlyIncome | \n",
+ " NumberOfOpenCreditLinesAndLoans | \n",
+ " NumberOfTimes90DaysLate | \n",
+ " NumberRealEstateLoansOrLines | \n",
+ " NumberOfTime60-89DaysPastDueNotWorse | \n",
+ " NumberOfDependents | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " 1 | \n",
+ " 0.766127 | \n",
+ " 45.0 | \n",
+ " 2.0 | \n",
+ " 0.802982 | \n",
+ " 9120.0 | \n",
+ " 13.0 | \n",
+ " 0.0 | \n",
+ " 6.0 | \n",
+ " 0.0 | \n",
+ " 2.0 | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " 0 | \n",
+ " 0.957151 | \n",
+ " 40.0 | \n",
+ " 0.0 | \n",
+ " 0.121876 | \n",
+ " 2600.0 | \n",
+ " 4.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 1.0 | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " 0 | \n",
+ " 0.658180 | \n",
+ " 38.0 | \n",
+ " 1.0 | \n",
+ " 0.085113 | \n",
+ " 3042.0 | \n",
+ " 2.0 | \n",
+ " 1.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " 0 | \n",
+ " 0.233810 | \n",
+ " 30.0 | \n",
+ " 0.0 | \n",
+ " 0.036050 | \n",
+ " 3300.0 | \n",
+ " 5.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " 0 | \n",
+ " 0.907239 | \n",
+ " 49.0 | \n",
+ " 1.0 | \n",
+ " 0.024926 | \n",
+ " 63588.0 | \n",
+ " 7.0 | \n",
+ " 0.0 | \n",
+ " 1.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " SeriousDlqin2yrs RevolvingUtilizationOfUnsecuredLines age \\\n",
+ "0 1 0.766127 45.0 \n",
+ "1 0 0.957151 40.0 \n",
+ "2 0 0.658180 38.0 \n",
+ "3 0 0.233810 30.0 \n",
+ "4 0 0.907239 49.0 \n",
+ "\n",
+ " NumberOfTime30-59DaysPastDueNotWorse DebtRatio MonthlyIncome \\\n",
+ "0 2.0 0.802982 9120.0 \n",
+ "1 0.0 0.121876 2600.0 \n",
+ "2 1.0 0.085113 3042.0 \n",
+ "3 0.0 0.036050 3300.0 \n",
+ "4 1.0 0.024926 63588.0 \n",
+ "\n",
+ " NumberOfOpenCreditLinesAndLoans NumberOfTimes90DaysLate \\\n",
+ "0 13.0 0.0 \n",
+ "1 4.0 0.0 \n",
+ "2 2.0 1.0 \n",
+ "3 5.0 0.0 \n",
+ "4 7.0 0.0 \n",
+ "\n",
+ " NumberRealEstateLoansOrLines NumberOfTime60-89DaysPastDueNotWorse \\\n",
+ "0 6.0 0.0 \n",
+ "1 0.0 0.0 \n",
+ "2 0.0 0.0 \n",
+ "3 0.0 0.0 \n",
+ "4 1.0 0.0 \n",
+ "\n",
+ " NumberOfDependents \n",
+ "0 2.0 \n",
+ "1 1.0 \n",
+ "2 0.0 \n",
+ "3 0.0 \n",
+ "4 0.0 "
+ ]
+ },
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "import pandas as pd\n",
+ "pd.set_option('display.max_columns', 500)\n",
+ "import zipfile\n",
+ "with zipfile.ZipFile('KaggleCredit2.csv.zip', 'r') as z:\n",
+ " f = z.open('KaggleCredit2.csv')\n",
+ " data = pd.read_csv(f, index_col=0)\n",
+ "data.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {
+ "collapsed": true,
+ "jupyter": {
+ "outputs_hidden": true
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(112915, 11)"
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data.shape"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "------------\n",
+ "## Drop na"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {
+ "collapsed": true,
+ "jupyter": {
+ "outputs_hidden": true
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "SeriousDlqin2yrs 0\n",
+ "RevolvingUtilizationOfUnsecuredLines 0\n",
+ "age 4267\n",
+ "NumberOfTime30-59DaysPastDueNotWorse 0\n",
+ "DebtRatio 0\n",
+ "MonthlyIncome 0\n",
+ "NumberOfOpenCreditLinesAndLoans 0\n",
+ "NumberOfTimes90DaysLate 0\n",
+ "NumberRealEstateLoansOrLines 0\n",
+ "NumberOfTime60-89DaysPastDueNotWorse 0\n",
+ "NumberOfDependents 4267\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data.isnull().sum(axis=0)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {
+ "collapsed": true,
+ "jupyter": {
+ "outputs_hidden": true
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(108648, 11)"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data.dropna(inplace=True)\n",
+ "data.shape"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "---------\n",
+ "## Create X and y"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {
+ "collapsed": true,
+ "jupyter": {
+ "outputs_hidden": true
+ }
+ },
+ "outputs": [],
+ "source": [
+ "y = data['SeriousDlqin2yrs']\n",
+ "X = data.drop('SeriousDlqin2yrs', axis=1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {
+ "collapsed": true,
+ "jupyter": {
+ "outputs_hidden": true
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0.06742876076872101"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "y.mean()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "---\n",
+ "## 练习1:把数据切分成训练集和测试集\n",
+ "- 提示:from sklearn.model_selection import train_test_split('Gender') "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "metadata": {
+ "collapsed": true,
+ "jupyter": {
+ "outputs_hidden": true
+ }
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "0.22.1\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "((76053, 10), (32595, 10), (76053,), (32595,))"
+ ]
+ },
+ "execution_count": 26,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "import numpy as np\n",
+ "import sklearn\n",
+ "print(sklearn.__version__)\n",
+ "from sklearn.model_selection import train_test_split\n",
+ "\n",
+ "X_train, X_test, y_train, y_test = train_test_split(\n",
+ " X, y, test_size=0.3, random_state=0) #随机分割7比3\n",
+ "X_train.shape, X_test.shape, y_train.shape, y_test.shape"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "数据标准化"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "StandardScaler(copy=True, with_mean=True, with_std=True)\n"
+ ]
+ }
+ ],
+ "source": [
+ "from sklearn.preprocessing import StandardScaler\n",
+ "\n",
+ "sc = StandardScaler() # 正规化\n",
+ "print(sc.fit(X_train))\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(-4.295787804590142e-17, 1.0, 0.0005511241683895228, 0.9522960818207552)"
+ ]
+ },
+ "execution_count": 27,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "X_train_std = sc.transform(X_train)\n",
+ "X_test_std = sc.transform(X_test)\n",
+ "X_train_std.mean(),X_train_std.std(),X_test_std.mean(),X_test_std.std()\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "----\n",
+ "## 练习2:使用logistic regression/决策树/SVM/KNN...等sklearn分类算法进行分类\n",
+ "尝试查sklearn API了解模型参数含义,调整不同的参数"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Logistic regression\n",
+ "- 提示:from sklearn import linear_model('Gender') "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {
+ "collapsed": true,
+ "jupyter": {
+ "outputs_hidden": true
+ }
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Misclassified samples in test set: 2154\n",
+ "(accuracy_score) Training accuracy: 0.9331\n",
+ "(accuracy_score) Test accuracy: 0.9339\n",
+ "Sloop: -0.01428302 -0.36429906 1.72892458 0.31210449 -0.11519959 -0.09188134\n",
+ " 1.68983565 -0.1964285 -3.24882741 0.11639198\n",
+ "Intercept: -2.859\n"
+ ]
+ }
+ ],
+ "source": [
+ "from sklearn.linear_model import LogisticRegression#导入逻辑分类包\n",
+ "\n",
+ "lr = LogisticRegression(C=100.0**40, random_state=0, penalty='l2') #设置较小的正则化强度,随机种子,以及正则化惩罚项(L2)\n",
+ "\n",
+ "lr.fit(X_train_std, y_train)\n",
+ "# 在训练集和测试集上进行预测\n",
+ "y_train_pred = lr.predict(np.array(X_train_std))\n",
+ "y_test_pred = lr.predict(np.array(X_test_std)) \n",
+ "\n",
+ "\n",
+ "print('Misclassified samples in test set: %d' % (y_test != y_test_pred).sum()) #预测结果与测试集结果的误差\n",
+ "\n",
+ "from sklearn.metrics import accuracy_score\n",
+ "print('(accuracy_score) Training accuracy: %.4f' % accuracy_score(y_train, y_train_pred)) # 训练集的正确率\n",
+ "print('(accuracy_score) Test accuracy: %.4f' % accuracy_score(y_test, y_test_pred)) # 测试集的正确率\n",
+ "# 斜率\n",
+ "print('Sloop: ' + str(lr.coef_[0])[1:len(str(lr.coef_[0])) - 1])\n",
+ "# 截距\n",
+ "print('Intercept: %.3f' % lr.intercept_)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "fig = plt.figure()\n",
+ "ax = plt.subplot(111)\n",
+ " \n",
+ "colors = ['blue', 'green', 'red', 'cyan', \n",
+ " 'magenta', 'yellow', 'black', \n",
+ " 'pink', 'lightgreen', 'lightblue', \n",
+ " 'gray', 'indigo', 'orange']\n",
+ "\n",
+ "weights, params = [], []\n",
+ "for c in np.arange(1, 100, 10):\n",
+ " lr = LogisticRegression(penalty='l2', C=100.0*c, random_state=0)\n",
+ " lr.fit(X_train_std, y_train)\n",
+ " weights.append(lr.coef_[0])\n",
+ " params.append(100.0*c)\n",
+ "\n",
+ "weights = np.array(weights)\n",
+ "\n",
+ "for column, color in zip(range(weights.shape[1]), colors):\n",
+ " plt.plot(params, weights[:, column],\n",
+ " label=data.columns[column + 1],\n",
+ " color=color)\n",
+ "plt.axhline(0, color='black', linestyle='--', linewidth=3)\n",
+ "plt.xlim([0, 100*100])\n",
+ "plt.ylabel('weight coefficient')\n",
+ "plt.xlabel('C')\n",
+ "#plt.xscale('log')\n",
+ "plt.legend(loc='upper left')\n",
+ "ax.legend(loc='upper center', \n",
+ " bbox_to_anchor=(1.38, 1.03),\n",
+ " ncol=1, fancybox=True)\n",
+ "# plt.savefig('./figures/l1_path.png', dpi=300)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Decision Tree\n",
+ "- 提示:from sklearn.tree import DecisionTreeClassifier('Gender') "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "metadata": {
+ "collapsed": true,
+ "jupyter": {
+ "outputs_hidden": true
+ }
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Misclassified samples in test set: 2118\n",
+ "(accuracy_score) Training accuracy: 0.9342\n",
+ "(accuracy_score) Test accuracy: 0.9350\n"
+ ]
+ }
+ ],
+ "source": [
+ "from sklearn.tree import DecisionTreeClassifier\n",
+ "\n",
+ "tree = DecisionTreeClassifier(criterion='entropy', max_depth=3, random_state=0)\n",
+ "tree.fit(X_train_std, y_train)\n",
+ "# 在训练集和测试集上进行预测\n",
+ "y_train_pred = tree.predict(np.array(X_train_std)) \n",
+ "y_test_pred = tree.predict(np.array(X_test_std)) \n",
+ "\n",
+ "\n",
+ "print('Misclassified samples in test set: %d' % (y_test != y_test_pred).sum()) #预测结果与测试集结果的误差\n",
+ "\n",
+ "from sklearn.metrics import accuracy_score\n",
+ "print('(accuracy_score) Training accuracy: %.4f' % accuracy_score(y_train, y_train_pred)) # 训练集的正确率\n",
+ "print('(accuracy_score) Test accuracy: %.4f' % accuracy_score(y_test, y_test_pred)) # 测试集的正确率"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "feature_importances:\n",
+ "[0.15521572 0.12926047 0.06704482 0.14981838 0.14900641 0.10836422\n",
+ " 0.09244638 0.04191192 0.05223547 0.05469621]\n"
+ ]
+ }
+ ],
+ "source": [
+ "from sklearn.ensemble import ExtraTreesClassifier\n",
+ "# 特征对模型分类重要程度,可以据此对决策树进行剪枝\n",
+ "model = ExtraTreesClassifier()\n",
+ "model.fit(X_train_std,y_train)\n",
+ "print('feature_importances:')\n",
+ "print(model.feature_importances_)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Random Forest\n",
+ "- 提示:from sklearn.ensemble import RandomForestClassifier('Gender') "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "metadata": {
+ "collapsed": true,
+ "jupyter": {
+ "outputs_hidden": true
+ }
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Misclassified samples in test set: 2193\n",
+ "(accuracy_score) Training accuracy: 0.9905\n",
+ "(accuracy_score) Test accuracy: 0.9327\n"
+ ]
+ }
+ ],
+ "source": [
+ "from sklearn.ensemble import RandomForestClassifier\n",
+ "from sklearn.metrics import accuracy_score\n",
+ "\n",
+ "\n",
+ "forest = RandomForestClassifier(criterion='entropy', \n",
+ " n_estimators=10, # 树的数量\n",
+ " random_state=1,\n",
+ " n_jobs=2) # 并行计算的数量,-1为全部\n",
+ "forest.fit(X_train_std, y_train)\n",
+ "\n",
+ "# 在训练集和测试集上进行预测\n",
+ "y_train_pred = forest.predict(X_train_std)\n",
+ "y_test_pred = forest.predict(X_test_std)\n",
+ "\n",
+ "\n",
+ "print('Misclassified samples in test set: %d' % (y_test != y_test_pred).sum())#预测结果与测试集结果的误差\n",
+ "\n",
+ "#正确率\n",
+ "print('(accuracy_score) Training accuracy: %.4f' % accuracy_score(y_train, y_train_pred))\n",
+ "print('(accuracy_score) Test accuracy: %.4f' % accuracy_score(y_test, y_test_pred))\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### SVM\n",
+ "- 提示:from sklearn.svm import SVC('Gender') "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "metadata": {
+ "collapsed": true,
+ "jupyter": {
+ "outputs_hidden": true
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "SVC(C=1.0, break_ties=False, cache_size=200, class_weight=None, coef0=0.0,\n",
+ " decision_function_shape='ovr', degree=3, gamma=0.1, kernel='rbf',\n",
+ " max_iter=-1, probability=False, random_state=0, shrinking=True, tol=0.001,\n",
+ " verbose=False)"
+ ]
+ },
+ "execution_count": 34,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "from sklearn.svm import SVC\n",
+ "\n",
+ "svm = SVC(kernel='rbf', random_state=0, gamma=0.10, C=1.0)\n",
+ "svm.fit(X_train_std, y_train)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 37,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Misclassified samples: 2128\n",
+ "(accuracy_score) Training accuracy: 0.9343\n",
+ "(accuracy_score) Test accuracy: 0.9347\n"
+ ]
+ }
+ ],
+ "source": [
+ "# 在训练集和测试集上进行预测\n",
+ "y_train_pred = svm.predict(X_train_std) \n",
+ "y_test_pred = svm.predict(X_test_std)\n",
+ "print('Misclassified samples: %d' % (y_test != y_test_pred).sum())#预测结果与测试集结果的误差\n",
+ "\n",
+ "from sklearn.metrics import accuracy_score\n",
+ "#正确率\n",
+ "print('(accuracy_score) Training accuracy: %.4f' % accuracy_score(y_train, y_train_pred))\n",
+ "print('(accuracy_score) Test accuracy: %.4f' % accuracy_score(y_test, y_test_pred))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### KNN\n",
+ "- 提示:from sklearn.neighbors import KNeighborsClassifier('Gender') "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "metadata": {
+ "collapsed": true,
+ "jupyter": {
+ "outputs_hidden": true
+ }
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Misclassified samples in test set: 2205\n",
+ "(accuracy_score) Training accuracy: 0.9409\n",
+ "(accuracy_score) Test accuracy: 0.9324\n"
+ ]
+ }
+ ],
+ "source": [
+ "from sklearn.neighbors import KNeighborsClassifier\n",
+ "# 在训练集和测试集上进行预测\n",
+ "knn = KNeighborsClassifier(n_neighbors=5, p=2, metric='minkowski')\n",
+ "knn.fit(X_train_std, y_train)\n",
+ "\n",
+ "y_train_pred = knn.predict(np.array(X_train_std)) \n",
+ "y_test_pred = knn.predict(np.array(X_test_std)) \n",
+ "# 测试集预测不对的样本数\n",
+ "print('Misclassified samples in test set: %d' % (y_test != y_test_pred).sum()) #预测结果与测试集结果的误差\n",
+ "\n",
+ "from sklearn.metrics import accuracy_score\n",
+ "print('(accuracy_score) Training accuracy: %.4f' % accuracy_score(y_train, y_train_pred)) # 训练集的正确率\n",
+ "print('(accuracy_score) Test accuracy: %.4f' % accuracy_score(y_test, y_test_pred)) # 测试集的正确率"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "---\n",
+ "\n",
+ "## 练习3:在测试集上进行预测,计算准确度"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Logistic regression\n",
+ "- 提示:y_pred_LR = clf_LR.predict(x_test)('Gender') \n",
+ "- 练习2中已经给出accuracy"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 43,
+ "metadata": {
+ "collapsed": true,
+ "jupyter": {
+ "outputs_hidden": true
+ }
+ },
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Decision Tree\n",
+ "- 提示:y_pred_tree = tree.predict(x_test)('Gender') "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {
+ "collapsed": true,
+ "jupyter": {
+ "outputs_hidden": true
+ }
+ },
+ "outputs": [],
+ "source": [
+ "## your code here"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Random Forest\n",
+ "- 提示:y_pred_forest = forest.predict(x_test)('Gender') "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {
+ "collapsed": true,
+ "jupyter": {
+ "outputs_hidden": true
+ }
+ },
+ "outputs": [],
+ "source": [
+ "## your code here"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### SVM\n",
+ "- 提示:y_pred_SVC = clf_svc.predict(x_test)('Gender') "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {
+ "collapsed": true,
+ "jupyter": {
+ "outputs_hidden": true
+ }
+ },
+ "outputs": [],
+ "source": [
+ "## your code here"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### KNN\n",
+ "- 提示:y_pred_KNN = neigh.predict(x_test)('Gender') "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {
+ "collapsed": true,
+ "jupyter": {
+ "outputs_hidden": true
+ }
+ },
+ "outputs": [],
+ "source": [
+ "## your code here"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "---\n",
+ "## 练习4:查看sklearn的官方说明,了解分类问题的评估标准,并对此例进行评估"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**混淆矩阵(Confusion Matrix)相关学习链接**\n",
+ "\n",
+ "- Blog:
\n",
+ "http://blog.csdn.net/vesper305/article/details/44927047
\n",
+ "- WiKi:
\n",
+ "http://en.wikipedia.org/wiki/Confusion_matrix
\n",
+ "- sklearn doc:
\n",
+ "http://scikit-learn.org/stable/modules/generated/sklearn.metrics.confusion_matrix.html"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 44,
+ "metadata": {
+ "collapsed": true,
+ "jupyter": {
+ "outputs_hidden": true
+ }
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[[30141 283]\n",
+ " [ 1922 249]]\n"
+ ]
+ }
+ ],
+ "source": [
+ "from sklearn.metrics import confusion_matrix\n",
+ "print(confusion_matrix(y_test, y_test_pred))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 45,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "TP: 249\n",
+ "TN: 30141\n",
+ "FP: 283\n",
+ "FN: 1922\n"
+ ]
+ }
+ ],
+ "source": [
+ "confusion = confusion_matrix(y_test, y_test_pred)\n",
+ "TP = confusion[1, 1]\n",
+ "TN = confusion[0, 0]\n",
+ "FP = confusion[0, 1]\n",
+ "FN = confusion[1, 0]\n",
+ "print(\"TP:\", TP)#真阳性\n",
+ "print(\"TN:\", TN)#真阴性\n",
+ "print(\"FP:\", FP)#假阳性\n",
+ "print(\"FN:\", FN)#假阴性"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 46,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "0.93235158766682\n",
+ "0.93235158766682\n"
+ ]
+ }
+ ],
+ "source": [
+ "#Classification Accuracy\n",
+ "print((TP+TN) / float(TP+TN+FN+FP))\n",
+ "print(accuracy_score(y_test, y_test_pred))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 48,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "0.06764841233317993\n",
+ "0.06764841233317997\n"
+ ]
+ }
+ ],
+ "source": [
+ "#Classification Error\n",
+ "print((FP+FN) / float(TP+TN+FN+FP))\n",
+ "print(1-accuracy_score(y_test, y_test_pred))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 49,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "0.11469368954398894\n",
+ "0.11469368954398894\n"
+ ]
+ }
+ ],
+ "source": [
+ "#Sensitivity,Recall 正确识别的正例数据在实际正例数据中的百分比\n",
+ "from sklearn import metrics\n",
+ "\n",
+ "print(TP / float(TP+FN))\n",
+ "recall = metrics.recall_score(y_test, y_test_pred)\n",
+ "print(metrics.recall_score(y_test, y_test_pred))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 50,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "0.990698133052853\n"
+ ]
+ }
+ ],
+ "source": [
+ "#Specificity 正确识别的负例数据在实际负例数据中的百分比\n",
+ "print(TN / float(TN+FP))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 51,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "0.00930186694714699\n",
+ "0.009301866947146964\n"
+ ]
+ }
+ ],
+ "source": [
+ "#False Positive Rate 实际值是负例数据,预测错误的百分比\n",
+ "print(FP / float(TN+FP))\n",
+ "specificity = TN / float(TN+FP)\n",
+ "print(1 - specificity)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 52,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "0.4680451127819549\n",
+ "0.4680451127819549\n"
+ ]
+ }
+ ],
+ "source": [
+ "#Precision 标记为正类的数据实际为正例的百分比\n",
+ "print(TP / float(TP+FP))\n",
+ "precision = metrics.precision_score(y_test, y_test_pred)\n",
+ "print(precision)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#F度量 F度量(又称为F1分数或F分数),是使用精度和召回率的方法组合到一个度量上\n",
+ "print((2*precision*recall) / (precision+recall))\n",
+ "print(metrics.f1_score(y_test, y_test_pred))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 练习5:调整模型的标准\n",
+ "\n",
+ "银行通常会有更严格的要求,因为fraud带来的后果通常比较严重,一般我们会调整模型的标准。
\n",
+ "\n",
+ "比如在logistic regression当中,一般我们的概率判定边界为0.5,但是我们可以把阈值设定低一些,来提高模型的“敏感度”,试试看把阈值设定为0.3,再看看这时的评估指标(主要是准确率和召回率)。\n",
+ "\n",
+ "- 提示:sklearn的很多分类模型,predict_prob可以拿到预估的概率,可以根据它和设定的阈值大小去判断最终结果(分类类别)('Gender') "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 58,
+ "metadata": {
+ "collapsed": true,
+ "jupyter": {
+ "outputs_hidden": true
+ }
+ },
+ "outputs": [],
+ "source": [
+ "from sklearn.preprocessing import binarize\n",
+ "y_pred_prob = lr.predict_proba(X_test_std)[:, 1]\n",
+ "y_pred_class = binarize(y_pred_prob.reshape(-1, 1), threshold=0.3)[:,0]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 59,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(array([0., 0., 0., ..., 0., 0., 0.]),\n",
+ " array([0, 1, 0, 0, 0, 0, 0, 0, 0, 0]),\n",
+ " array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]))"
+ ]
+ },
+ "execution_count": 59,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "y_pred_class,y_test.values[60:70],y_pred_class[60:70]#看看效果"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 61,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[[30141 283]\n",
+ " [ 1922 249]]\n",
+ "[[30201 223]\n",
+ " [ 1942 229]]\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(confusion)#之前的混淆矩阵\n",
+ "print(metrics.confusion_matrix(y_test, y_pred_class))#灵敏度阈值降低的混淆矩阵"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 63,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "0.11469368954398894\n",
+ "0.10548134500230309\n"
+ ]
+ }
+ ],
+ "source": [
+ "#灵敏度变化\n",
+ "print(TP / float(TP+FN))#之前的灵敏度\n",
+ "print(metrics.recall_score(y_test, y_pred_class))#修改后的灵敏度"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "few_env",
+ "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": "3.7.12"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/2023/homework/Jingqi-Lai/homework_credit_scoring_finetune_ensemble.ipynb b/2023/homework/Jingqi-Lai/homework_credit_scoring_finetune_ensemble.ipynb
new file mode 100644
index 00000000..382ce3ee
--- /dev/null
+++ b/2023/homework/Jingqi-Lai/homework_credit_scoring_finetune_ensemble.ipynb
@@ -0,0 +1,1878 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 一起来打怪之 Credit Scoring 练习"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "-------\n",
+ "## >>>说明:\n",
+ "### 1. 答题步骤:\n",
+ "- 回答问题**请保留每一步**操作过程,请不要仅仅给出最后答案\n",
+ "- 请养成代码注释的好习惯\n",
+ "\n",
+ "### 2. 解题思路:\n",
+ "- 为方便大家准确理解题目,在习题实战中有所收获,本文档提供了解题思路提示\n",
+ "- 解题思路**仅供参考**,鼓励原创解题方法\n",
+ "- 为督促同学们自己思考,解题思路内容设置为**注释**,请注意查看\n",
+ "\n",
+ "### 3. 所用数据:\n",
+ "- 问题使用了多个数据库,请注意导入每个数据库后都先**查看和了解数据的基本性质**,后面的问题不再一一提醒"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "--------\n",
+ "## 操作题"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 信用卡欺诈项目"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ " #### 前期数据导入,预览及处理(此部分勿修改,涉及的数据文件无需复制移动)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 82,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " SeriousDlqin2yrs | \n",
+ " RevolvingUtilizationOfUnsecuredLines | \n",
+ " age | \n",
+ " NumberOfTime30-59DaysPastDueNotWorse | \n",
+ " DebtRatio | \n",
+ " MonthlyIncome | \n",
+ " NumberOfOpenCreditLinesAndLoans | \n",
+ " NumberOfTimes90DaysLate | \n",
+ " NumberRealEstateLoansOrLines | \n",
+ " NumberOfTime60-89DaysPastDueNotWorse | \n",
+ " NumberOfDependents | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " 1 | \n",
+ " 0.766127 | \n",
+ " 45.0 | \n",
+ " 2.0 | \n",
+ " 0.802982 | \n",
+ " 9120.0 | \n",
+ " 13.0 | \n",
+ " 0.0 | \n",
+ " 6.0 | \n",
+ " 0.0 | \n",
+ " 2.0 | \n",
+ "
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+ " \n",
+ " 1 | \n",
+ " 0 | \n",
+ " 0.957151 | \n",
+ " 40.0 | \n",
+ " 0.0 | \n",
+ " 0.121876 | \n",
+ " 2600.0 | \n",
+ " 4.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 1.0 | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " 0 | \n",
+ " 0.658180 | \n",
+ " 38.0 | \n",
+ " 1.0 | \n",
+ " 0.085113 | \n",
+ " 3042.0 | \n",
+ " 2.0 | \n",
+ " 1.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " 0 | \n",
+ " 0.233810 | \n",
+ " 30.0 | \n",
+ " 0.0 | \n",
+ " 0.036050 | \n",
+ " 3300.0 | \n",
+ " 5.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " 0 | \n",
+ " 0.907239 | \n",
+ " 49.0 | \n",
+ " 1.0 | \n",
+ " 0.024926 | \n",
+ " 63588.0 | \n",
+ " 7.0 | \n",
+ " 0.0 | \n",
+ " 1.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " SeriousDlqin2yrs RevolvingUtilizationOfUnsecuredLines age \\\n",
+ "0 1 0.766127 45.0 \n",
+ "1 0 0.957151 40.0 \n",
+ "2 0 0.658180 38.0 \n",
+ "3 0 0.233810 30.0 \n",
+ "4 0 0.907239 49.0 \n",
+ "\n",
+ " NumberOfTime30-59DaysPastDueNotWorse DebtRatio MonthlyIncome \\\n",
+ "0 2.0 0.802982 9120.0 \n",
+ "1 0.0 0.121876 2600.0 \n",
+ "2 1.0 0.085113 3042.0 \n",
+ "3 0.0 0.036050 3300.0 \n",
+ "4 1.0 0.024926 63588.0 \n",
+ "\n",
+ " NumberOfOpenCreditLinesAndLoans NumberOfTimes90DaysLate \\\n",
+ "0 13.0 0.0 \n",
+ "1 4.0 0.0 \n",
+ "2 2.0 1.0 \n",
+ "3 5.0 0.0 \n",
+ "4 7.0 0.0 \n",
+ "\n",
+ " NumberRealEstateLoansOrLines NumberOfTime60-89DaysPastDueNotWorse \\\n",
+ "0 6.0 0.0 \n",
+ "1 0.0 0.0 \n",
+ "2 0.0 0.0 \n",
+ "3 0.0 0.0 \n",
+ "4 1.0 0.0 \n",
+ "\n",
+ " NumberOfDependents \n",
+ "0 2.0 \n",
+ "1 1.0 \n",
+ "2 0.0 \n",
+ "3 0.0 \n",
+ "4 0.0 "
+ ]
+ },
+ "execution_count": 82,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "import pandas as pd\n",
+ "pd.set_option('display.max_columns', 500)\n",
+ "import zipfile\n",
+ "with zipfile.ZipFile('KaggleCredit2.csv.zip', 'r') as z:\n",
+ " f = z.open('KaggleCredit2.csv')\n",
+ " data = pd.read_csv(f, index_col=0)\n",
+ "data.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 83,
+ "metadata": {
+ "collapsed": true,
+ "jupyter": {
+ "outputs_hidden": true
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(112915, 11)"
+ ]
+ },
+ "execution_count": 83,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# 检查数据维度\n",
+ "data.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 84,
+ "metadata": {
+ "collapsed": true,
+ "jupyter": {
+ "outputs_hidden": true
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "SeriousDlqin2yrs 0\n",
+ "RevolvingUtilizationOfUnsecuredLines 0\n",
+ "age 4267\n",
+ "NumberOfTime30-59DaysPastDueNotWorse 0\n",
+ "DebtRatio 0\n",
+ "MonthlyIncome 0\n",
+ "NumberOfOpenCreditLinesAndLoans 0\n",
+ "NumberOfTimes90DaysLate 0\n",
+ "NumberRealEstateLoansOrLines 0\n",
+ "NumberOfTime60-89DaysPastDueNotWorse 0\n",
+ "NumberOfDependents 4267\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 84,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# 查看数据缺失值情况\n",
+ "data.isnull().sum(axis=0)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 85,
+ "metadata": {
+ "collapsed": true,
+ "jupyter": {
+ "outputs_hidden": true
+ }
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/home/tianyu/.julia/conda/3/envs/few_env/lib/python3.7/site-packages/ipykernel_launcher.py:3: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n",
+ " This is separate from the ipykernel package so we can avoid doing imports until\n"
+ ]
+ }
+ ],
+ "source": [
+ "# 清除缺失值\n",
+ "data.dropna(inplace=True)\n",
+ "data.shapey = data['SeriousDlqin2yrs']\n",
+ "X = data.drop('SeriousDlqin2yrs', axis=1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 86,
+ "metadata": {
+ "collapsed": true,
+ "jupyter": {
+ "outputs_hidden": true
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0.06742876076872101"
+ ]
+ },
+ "execution_count": 86,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# 取出对应的X和y\n",
+ "y = data['SeriousDlqin2yrs']\n",
+ "X = data.drop('SeriousDlqin2yrs', axis=1)\n",
+ "# 查看平均的欺诈率\n",
+ "y.mean()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 87,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
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+ " age | \n",
+ " NumberOfTime30-59DaysPastDueNotWorse | \n",
+ " DebtRatio | \n",
+ " MonthlyIncome | \n",
+ " NumberOfOpenCreditLinesAndLoans | \n",
+ " NumberOfTimes90DaysLate | \n",
+ " NumberRealEstateLoansOrLines | \n",
+ " NumberOfTime60-89DaysPastDueNotWorse | \n",
+ " NumberOfDependents | \n",
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+ " \n",
+ "
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+ "
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+ "
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+ ],
+ "text/plain": [
+ " RevolvingUtilizationOfUnsecuredLines age \\\n",
+ "0 0.766127 45.0 \n",
+ "1 0.957151 40.0 \n",
+ "2 0.658180 38.0 \n",
+ "3 0.233810 30.0 \n",
+ "4 0.907239 49.0 \n",
+ "... ... ... \n",
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+ "112912 0.299745 44.0 \n",
+ "112913 0.000000 30.0 \n",
+ "112914 0.850283 64.0 \n",
+ "\n",
+ " NumberOfTime30-59DaysPastDueNotWorse DebtRatio MonthlyIncome \\\n",
+ "0 2.0 0.802982 9120.0 \n",
+ "1 0.0 0.121876 2600.0 \n",
+ "2 1.0 0.085113 3042.0 \n",
+ "3 0.0 0.036050 3300.0 \n",
+ "4 1.0 0.024926 63588.0 \n",
+ "... ... ... ... \n",
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+ "112912 0.0 0.716562 5584.0 \n",
+ "112913 0.0 0.000000 5716.0 \n",
+ "112914 0.0 0.249908 8158.0 \n",
+ "\n",
+ " NumberOfOpenCreditLinesAndLoans NumberOfTimes90DaysLate \\\n",
+ "0 13.0 0.0 \n",
+ "1 4.0 0.0 \n",
+ "2 2.0 1.0 \n",
+ "3 5.0 0.0 \n",
+ "4 7.0 0.0 \n",
+ "... ... ... \n",
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+ "112911 4.0 0.0 \n",
+ "112912 4.0 0.0 \n",
+ "112913 4.0 0.0 \n",
+ "112914 8.0 0.0 \n",
+ "\n",
+ " NumberRealEstateLoansOrLines NumberOfTime60-89DaysPastDueNotWorse \\\n",
+ "0 6.0 0.0 \n",
+ "1 0.0 0.0 \n",
+ "2 0.0 0.0 \n",
+ "3 0.0 0.0 \n",
+ "4 1.0 0.0 \n",
+ "... ... ... \n",
+ "112910 0.0 0.0 \n",
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+ "112912 1.0 0.0 \n",
+ "112913 0.0 0.0 \n",
+ "112914 2.0 0.0 \n",
+ "\n",
+ " NumberOfDependents \n",
+ "0 2.0 \n",
+ "1 1.0 \n",
+ "2 0.0 \n",
+ "3 0.0 \n",
+ "4 0.0 \n",
+ "... ... \n",
+ "112910 0.0 \n",
+ "112911 0.0 \n",
+ "112912 2.0 \n",
+ "112913 0.0 \n",
+ "112914 0.0 \n",
+ "\n",
+ "[108648 rows x 10 columns]"
+ ]
+ },
+ "execution_count": 87,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "X"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 以下为操作题"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### 1.把数据切分成训练集和测试集"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 88,
+ "metadata": {
+ "collapsed": true,
+ "jupyter": {
+ "outputs_hidden": true
+ }
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Training set shape: (76053, 10)\n",
+ "Testing set shape: (32595, 10)\n"
+ ]
+ }
+ ],
+ "source": [
+ "# 提示:查看test_test_split函数\n",
+ "from sklearn.model_selection import train_test_split\n",
+ "\n",
+ "# 切分数据为训练集和测试集\n",
+ "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=0)\n",
+ "\n",
+ "# 查看训练集和测试集的形状\n",
+ "print(\"Training set shape: \", X_train.shape)\n",
+ "print(\"Testing set shape: \", X_test.shape)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 89,
+ "metadata": {
+ "collapsed": true,
+ "jupyter": {
+ "outputs_hidden": true
+ }
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Distribution of Target Variable (Train):\n",
+ "0 70898\n",
+ "1 5155\n",
+ "Name: SeriousDlqin2yrs, dtype: int64\n",
+ "\n",
+ "Distribution of Target Variable (Test):\n",
+ "0 30424\n",
+ "1 2171\n",
+ "Name: SeriousDlqin2yrs, dtype: int64\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# 通过SeriousDlqin2yrs字段查看正负样本分布情况\n",
+ "# 提示:value_counts\n",
+ "# 查看正负样本的分布情况\n",
+ "print(\"Distribution of Target Variable (Train):\")\n",
+ "print(y_train.value_counts())\n",
+ "\n",
+ "print(\"\\nDistribution of Target Variable (Test):\")\n",
+ "print(y_test.value_counts())\n",
+ "\n",
+ "\n",
+ "# 绘制两种类别的柱状图\n",
+ "# 提示:dataframe可以直接plot(kind='bar')\n",
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "# 绘制训练集中SeriousDlqin2yrs的分布\n",
+ "y_train.value_counts().plot(kind='bar')\n",
+ "plt.title('Distribution of Target Variable in Training Set')\n",
+ "plt.xlabel('SeriousDlqin2yrs')\n",
+ "plt.ylabel('Values')\n",
+ "plt.show()\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### 2.数据预处理之离散化\n",
+ "在这里没有考虑使用离散化和独热编码"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 60,
+ "metadata": {
+ "collapsed": true,
+ "jupyter": {
+ "outputs_hidden": true
+ }
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "0.0 103.0\n",
+ " age age_binned\n",
+ "64329 27.0 (24.0, 27.0]\n",
+ "70087 83.0 (81.0, 84.0]\n",
+ "77642 72.0 (69.0, 72.0]\n",
+ "6017 56.0 (54.0, 57.0]\n",
+ "106521 83.0 (81.0, 84.0]\n",
+ " age age_binned\n",
+ "107294 61.0 (60.0, 63.0]\n",
+ "39317 77.0 (75.0, 78.0]\n",
+ "40606 50.0 (48.0, 51.0]\n",
+ "68931 58.0 (57.0, 60.0]\n",
+ "20745 57.0 (54.0, 57.0]\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/home/tianyu/.julia/conda/3/envs/few_env/lib/python3.7/site-packages/ipykernel_launcher.py:18: SettingWithCopyWarning: \n",
+ "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+ "Try using .loc[row_indexer,col_indexer] = value instead\n",
+ "\n",
+ "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+ "/home/tianyu/.julia/conda/3/envs/few_env/lib/python3.7/site-packages/ipykernel_launcher.py:25: SettingWithCopyWarning: \n",
+ "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+ "Try using .loc[row_indexer,col_indexer] = value instead\n",
+ "\n",
+ "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"
+ ]
+ }
+ ],
+ "source": [
+ "# # 请对年龄按照3岁一个区间进行离散化\n",
+ "# # 提示:可以先计算出分桶边界,再基于pandas的cut函数进行离散化(分箱、分桶)\n",
+ "# import numpy as np\n",
+ "\n",
+ "# # 计算年龄的最大值和最小值\n",
+ "# min_age_train = X_train['age'].min()\n",
+ "# max_age_train = X_train['age'].max()\n",
+ "# min_age_test = X_test['age'].min()\n",
+ "# max_age_test = X_test['age'].max()\n",
+ "\n",
+ "# min_age=min(min_age_train,min_age_test)\n",
+ "# max_age=max(max_age_train,max_age_test)\n",
+ "# print(min_age,max_age)\n",
+ "# # 创建分桶边界,确保最大年龄被包含\n",
+ "# bins = np.arange(min_age, max_age + 3, 3) # 3岁一个区间\n",
+ "# #训练集\n",
+ "# # 使用pd.cut进行离散化\n",
+ "# X_train['age_binned'] = pd.cut(X_train['age'], bins=bins, include_lowest=True)\n",
+ "\n",
+ "# # 查看离散化结果\n",
+ "# print(X_train[['age', 'age_binned']].head())\n",
+ "\n",
+ "# #测试集\n",
+ "# # 使用pd.cut进行离散化\n",
+ "# X_test['age_binned'] = pd.cut(X_test['age'], bins=bins, include_lowest=True)\n",
+ "\n",
+ "# # 查看离散化结果\n",
+ "# print(X_test[['age', 'age_binned']].head())\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### 3.数据预处理之独热向量编码"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 72,
+ "metadata": {
+ "collapsed": true,
+ "jupyter": {
+ "outputs_hidden": true
+ }
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " age_(-0.001, 3.0] age_(3.0, 6.0] age_(6.0, 9.0] age_(9.0, 12.0] \\\n",
+ "64329 0 0 0 0 \n",
+ "70087 0 0 0 0 \n",
+ "77642 0 0 0 0 \n",
+ "6017 0 0 0 0 \n",
+ "106521 0 0 0 0 \n",
+ "\n",
+ " age_(12.0, 15.0] age_(15.0, 18.0] age_(18.0, 21.0] \\\n",
+ "64329 0 0 0 \n",
+ "70087 0 0 0 \n",
+ "77642 0 0 0 \n",
+ "6017 0 0 0 \n",
+ "106521 0 0 0 \n",
+ "\n",
+ " age_(21.0, 24.0] age_(24.0, 27.0] age_(27.0, 30.0] \\\n",
+ "64329 0 1 0 \n",
+ "70087 0 0 0 \n",
+ "77642 0 0 0 \n",
+ "6017 0 0 0 \n",
+ "106521 0 0 0 \n",
+ "\n",
+ " age_(30.0, 33.0] age_(33.0, 36.0] age_(36.0, 39.0] \\\n",
+ "64329 0 0 0 \n",
+ "70087 0 0 0 \n",
+ "77642 0 0 0 \n",
+ "6017 0 0 0 \n",
+ "106521 0 0 0 \n",
+ "\n",
+ " age_(39.0, 42.0] age_(42.0, 45.0] age_(45.0, 48.0] \\\n",
+ "64329 0 0 0 \n",
+ "70087 0 0 0 \n",
+ "77642 0 0 0 \n",
+ "6017 0 0 0 \n",
+ "106521 0 0 0 \n",
+ "\n",
+ " age_(48.0, 51.0] age_(51.0, 54.0] age_(54.0, 57.0] \\\n",
+ "64329 0 0 0 \n",
+ "70087 0 0 0 \n",
+ "77642 0 0 0 \n",
+ "6017 0 0 1 \n",
+ "106521 0 0 0 \n",
+ "\n",
+ " age_(57.0, 60.0] age_(60.0, 63.0] age_(63.0, 66.0] \\\n",
+ "64329 0 0 0 \n",
+ "70087 0 0 0 \n",
+ "77642 0 0 0 \n",
+ "6017 0 0 0 \n",
+ "106521 0 0 0 \n",
+ "\n",
+ " age_(66.0, 69.0] age_(69.0, 72.0] age_(72.0, 75.0] \\\n",
+ "64329 0 0 0 \n",
+ "70087 0 0 0 \n",
+ "77642 0 1 0 \n",
+ "6017 0 0 0 \n",
+ "106521 0 0 0 \n",
+ "\n",
+ " age_(75.0, 78.0] age_(78.0, 81.0] age_(81.0, 84.0] \\\n",
+ "64329 0 0 0 \n",
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+ "39317 0 0 0 0 \n",
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+ "39317 0 \n",
+ "40606 0 \n",
+ "68931 0 \n",
+ "20745 0 \n"
+ ]
+ }
+ ],
+ "source": [
+ "# # 请对上述分箱后的年龄段进行独热向量编码\n",
+ "# # 提示:使用pandas的get_dummies完成\n",
+ "# # 对分箱后的年龄段进行独热向量编码\n",
+ "# age_dummies_train = pd.get_dummies(X_train['age_binned'], prefix='age')\n",
+ "# age_dummies_test = pd.get_dummies(X_test['age_binned'], prefix='age')\n",
+ "# # 查看独热编码结果\n",
+ "# print(age_dummies_train.head())\n",
+ "# print(age_dummies_test.head())\n",
+ "\n",
+ "# # 将独热编码的DataFrame附加回原始数据集\n",
+ "# X_train = pd.concat([X_train, age_dummies_train], axis=1)\n",
+ "# X_train=X_train.drop('age', axis=1)\n",
+ "# X_test = pd.concat([X_test, age_dummies_test], axis=1)\n",
+ "# X_test=X_test.drop('age', axis=1)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### 4.数据预处理之幅度缩放"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 90,
+ "metadata": {
+ "collapsed": true,
+ "jupyter": {
+ "outputs_hidden": true
+ }
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " RevolvingUtilizationOfUnsecuredLines age \\\n",
+ "0 -0.022432 -1.686168 \n",
+ "1 -0.022674 2.192767 \n",
+ "2 -0.022717 1.430833 \n",
+ "3 -0.022774 0.322566 \n",
+ "4 -0.022716 2.192767 \n",
+ "\n",
+ " NumberOfTime30-59DaysPastDueNotWorse DebtRatio MonthlyIncome \\\n",
+ "0 -0.106906 0.090374 -0.244427 \n",
+ "1 -0.106906 -0.577713 0.192130 \n",
+ "2 -0.106906 -1.298500 -0.078536 \n",
+ "3 -0.106906 -0.177879 0.223765 \n",
+ "4 -0.106906 -0.496932 -0.333004 \n",
+ "\n",
+ " NumberOfOpenCreditLinesAndLoans NumberOfTimes90DaysLate \\\n",
+ "0 -0.327599 -0.060947 \n",
+ "1 0.062406 -0.060947 \n",
+ "2 -0.327599 -0.060947 \n",
+ "3 -0.132596 -0.060947 \n",
+ "4 -1.107608 -0.060947 \n",
+ "\n",
+ " NumberRealEstateLoansOrLines NumberOfTime60-89DaysPastDueNotWorse \\\n",
+ "0 -0.943961 -0.054381 \n",
+ "1 -0.011137 -0.054381 \n",
+ "2 -0.943961 -0.054381 \n",
+ "3 0.921687 -0.054381 \n",
+ "4 -0.943961 -0.054381 \n",
+ "\n",
+ " NumberOfDependents \n",
+ "0 0.123702 \n",
+ "1 -0.743866 \n",
+ "2 -0.743866 \n",
+ "3 1.858837 \n",
+ "4 -0.743866 \n",
+ " RevolvingUtilizationOfUnsecuredLines age \\\n",
+ "0 -0.023364 0.662180 \n",
+ "1 -0.023452 1.766241 \n",
+ "2 -0.023255 -0.096861 \n",
+ "3 -0.023635 0.455169 \n",
+ "4 -0.022162 0.386165 \n",
+ "\n",
+ " NumberOfTime30-59DaysPastDueNotWorse DebtRatio MonthlyIncome \\\n",
+ "0 -0.108718 2.164621 -0.195307 \n",
+ "1 -0.108718 -0.659066 -0.393237 \n",
+ "2 -0.108718 0.307337 -0.234893 \n",
+ "3 -0.108718 -0.042059 0.770273 \n",
+ "4 -0.108718 -0.372841 0.833927 \n",
+ "\n",
+ " NumberOfOpenCreditLinesAndLoans NumberOfTimes90DaysLate \\\n",
+ "0 2.988128 -0.061567 \n",
+ "1 0.648029 -0.061567 \n",
+ "2 0.063005 -0.061567 \n",
+ "3 0.843038 -0.061567 \n",
+ "4 1.428062 -0.061567 \n",
+ "\n",
+ " NumberRealEstateLoansOrLines NumberOfTime60-89DaysPastDueNotWorse \\\n",
+ "0 2.729180 -0.054056 \n",
+ "1 -0.938117 -0.054056 \n",
+ "2 -0.021293 -0.054056 \n",
+ "3 -0.021293 -0.054056 \n",
+ "4 0.895531 -0.054056 \n",
+ "\n",
+ " NumberOfDependents \n",
+ "0 -0.748197 \n",
+ "1 -0.748197 \n",
+ "2 -0.748197 \n",
+ "3 0.127287 \n",
+ "4 -0.748197 \n"
+ ]
+ }
+ ],
+ "source": [
+ "# 请对连续值特征进行幅度缩放\n",
+ "# 提示:可以使用StandardScaler等幅度缩放器进行处理\n",
+ "\n",
+ "from sklearn.preprocessing import StandardScaler\n",
+ "\n",
+ "# 创建一个StandardScaler对象\n",
+ "scaler = StandardScaler()\n",
+ "\n",
+ "# 选择连续值特征进行幅度缩放\n",
+ "# 假设X是包含你想要缩放的特征的DataFrame\n",
+ "continuous_features_train = X_train.columns # 或者是你选择的连续特征列名列表\n",
+ "continuous_features_test = X_test.columns \n",
+ "# 对特征进行标准化处理\n",
+ "X_train = scaler.fit_transform(X_train.to_numpy())\n",
+ "X_test= scaler.fit_transform(X_test.to_numpy())\n",
+ "# 将缩放后的数据转换回DataFrame\n",
+ "X_train= pd.DataFrame(X_train, columns=continuous_features_train)\n",
+ "X_test= pd.DataFrame(X_test, columns=continuous_features_test)\n",
+ "# 查看缩放后的特征\n",
+ "print(X_train.head())\n",
+ "print(X_test.head())\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 91,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array([[-0.0224317 , -1.68616803, -0.10690634, ..., -0.94396074,\n",
+ " -0.05438132, 0.12370193],\n",
+ " [-0.02267421, 2.19276673, -0.10690634, ..., -0.01113702,\n",
+ " -0.05438132, -0.74386565],\n",
+ " [-0.02271737, 1.43083312, -0.10690634, ..., -0.94396074,\n",
+ " -0.05438132, -0.74386565],\n",
+ " ...,\n",
+ " [-0.02184994, 1.08449966, -0.10690634, ..., -0.01113702,\n",
+ " -0.05438132, -0.74386565],\n",
+ " [-0.01927746, -1.54763465, 0.17284964, ..., -0.94396074,\n",
+ " -0.05438132, 1.8588371 ],\n",
+ " [-0.02248282, 0.46109943, 0.45260561, ..., 0.92168669,\n",
+ " -0.05438132, -0.74386565]])"
+ ]
+ },
+ "execution_count": 91,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "X_train.to_numpy()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 92,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "pandas.core.frame.DataFrame"
+ ]
+ },
+ "execution_count": 92,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "type(X_train[continuous_features_train])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 93,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "pandas.core.frame.DataFrame"
+ ]
+ },
+ "execution_count": 93,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "type(X_train)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 99,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
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+ " RevolvingUtilizationOfUnsecuredLines age \\\n",
+ "0 -0.022432 -1.686168 \n",
+ "1 -0.022674 2.192767 \n",
+ "2 -0.022717 1.430833 \n",
+ "3 -0.022774 0.322566 \n",
+ "4 -0.022716 2.192767 \n",
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+ "76051 -0.019277 -1.547635 \n",
+ "76052 -0.022483 0.461099 \n",
+ "\n",
+ " NumberOfTime30-59DaysPastDueNotWorse DebtRatio MonthlyIncome \\\n",
+ "0 -0.106906 0.090374 -0.244427 \n",
+ "1 -0.106906 -0.577713 0.192130 \n",
+ "2 -0.106906 -1.298500 -0.078536 \n",
+ "3 -0.106906 -0.177879 0.223765 \n",
+ "4 -0.106906 -0.496932 -0.333004 \n",
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+ "76051 0.172850 -0.929873 -0.187485 \n",
+ "76052 0.452606 -0.513849 0.223765 \n",
+ "\n",
+ " NumberOfOpenCreditLinesAndLoans NumberOfTimes90DaysLate \\\n",
+ "0 -0.327599 -0.060947 \n",
+ "1 0.062406 -0.060947 \n",
+ "2 -0.327599 -0.060947 \n",
+ "3 -0.132596 -0.060947 \n",
+ "4 -1.107608 -0.060947 \n",
+ "... ... ... \n",
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+ "76050 -0.912606 -0.060947 \n",
+ "76051 -0.717604 -0.060947 \n",
+ "76052 1.622425 -0.060947 \n",
+ "\n",
+ " NumberRealEstateLoansOrLines NumberOfTime60-89DaysPastDueNotWorse \\\n",
+ "0 -0.943961 -0.054381 \n",
+ "1 -0.011137 -0.054381 \n",
+ "2 -0.943961 -0.054381 \n",
+ "3 0.921687 -0.054381 \n",
+ "4 -0.943961 -0.054381 \n",
+ "... ... ... \n",
+ "76048 -0.011137 -0.054381 \n",
+ "76049 -0.943961 -0.054381 \n",
+ "76050 -0.011137 -0.054381 \n",
+ "76051 -0.943961 -0.054381 \n",
+ "76052 0.921687 -0.054381 \n",
+ "\n",
+ " NumberOfDependents \n",
+ "0 0.123702 \n",
+ "1 -0.743866 \n",
+ "2 -0.743866 \n",
+ "3 1.858837 \n",
+ "4 -0.743866 \n",
+ "... ... \n",
+ "76048 1.858837 \n",
+ "76049 -0.743866 \n",
+ "76050 -0.743866 \n",
+ "76051 1.858837 \n",
+ "76052 -0.743866 \n",
+ "\n",
+ "[76053 rows x 10 columns]"
+ ]
+ },
+ "execution_count": 99,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "X_train.iloc[0:,0:]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### 5.使用logistic regression建模,并且输出一下系数,分析重要度。 "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 101,
+ "metadata": {
+ "collapsed": true,
+ "jupyter": {
+ "outputs_hidden": true
+ }
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Coefficients: [[-0.01428343 -0.3642989 1.72879999 0.31210525 -0.11519842 -0.09188338\n",
+ " 1.68957186 -0.19643174 -3.24844059 0.11639394]]\n",
+ " Feature Importance\n",
+ "2 NumberOfTime30-59DaysPastDueNotWorse 1.728800\n",
+ "6 NumberOfTimes90DaysLate 1.689572\n",
+ "3 DebtRatio 0.312105\n",
+ "9 NumberOfDependents 0.116394\n",
+ "0 RevolvingUtilizationOfUnsecuredLines -0.014283\n",
+ "5 NumberOfOpenCreditLinesAndLoans -0.091883\n",
+ "4 MonthlyIncome -0.115198\n",
+ "7 NumberRealEstateLoansOrLines -0.196432\n",
+ "1 age -0.364299\n",
+ "8 NumberOfTime60-89DaysPastDueNotWorse -3.248441\n"
+ ]
+ }
+ ],
+ "source": [
+ "# 提示:fit建模,建完模之后可以取出coef属性\n",
+ "from sklearn.linear_model import LogisticRegression\n",
+ "\n",
+ "# 创建逻辑回归模型实例\n",
+ "lr =LogisticRegression(C=100.0, random_state=0, penalty='l2')\n",
+ "\n",
+ "# 使用训练数据拟合模型\n",
+ "lr.fit(X_train, y_train)\n",
+ "\n",
+ "# 输出模型的系数\n",
+ "print(\"Coefficients:\", lr.coef_)\n",
+ "\n",
+ "# 如果你想要更好地理解每个特征的重要性,可以将系数与特征名称一起打印出来\n",
+ "feature_importance = pd.DataFrame({'Feature': X.columns, 'Importance': lr.coef_[0]})\n",
+ "print(feature_importance.sort_values(by=\"Importance\", ascending=False))\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### 6.使用网格搜索交叉验证进行调参\n",
+ "调整penalty和C参数,其中penalty候选为\"l1\"和\"l2\",C的候选为[1,10,100,500]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 104,
+ "metadata": {
+ "collapsed": true,
+ "jupyter": {
+ "outputs_hidden": true
+ }
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Best parameters: {'C': 1, 'penalty': 'l1'}\n",
+ "Best cross-validation score: 0.93\n",
+ "(accuracy_score) Test accuracy: 0.9339\n"
+ ]
+ }
+ ],
+ "source": [
+ "# 提示:先按照上面要求准备好网格字典,再使用GridSearchCV进行调参\n",
+ "from sklearn.model_selection import GridSearchCV\n",
+ "from sklearn.linear_model import LogisticRegression\n",
+ "from sklearn.metrics import accuracy_score\n",
+ "# 创建逻辑回归模型实例\n",
+ "lr= LogisticRegression(solver='liblinear') # 对于L1正则化,需要选择适合的求解器,如'liblinear'\n",
+ "\n",
+ "# 定义要搜索的参数网格\n",
+ "param_grid = {\n",
+ " 'penalty': ['l1', 'l2'], # 正则化类型\n",
+ " 'C': [1, 10, 100, 500] # 正则化强度的倒数\n",
+ "}\n",
+ "\n",
+ "# 创建GridSearchCV对象\n",
+ "grid_search = GridSearchCV(lr, param_grid, cv=5, scoring='accuracy', refit=True)\n",
+ "\n",
+ "# 执行网格搜索\n",
+ "grid_search.fit(X_train, y_train)\n",
+ "\n",
+ "# 输出最佳参数\n",
+ "print(\"Best parameters: \", grid_search.best_params_)\n",
+ "print(\"Best cross-validation score: {:.2f}\".format(grid_search.best_score_))\n",
+ "# 输出最好的超参数\n",
+ "# 输出最好的模型\n",
+ "# 使用最佳参数在整个训练集上重新训练模型\n",
+ "best_model = grid_search.best_estimator_\n",
+ "\n",
+ "# 可选:使用最佳模型在测试集上进行预测和评估\n",
+ "y_test_pred = best_model.predict(X_test)\n",
+ "print('(accuracy_score) Test accuracy: %.4f' % accuracy_score(y_test, y_test_pred))\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### 7.在测试集上进行预测,计算 查准率/查全率/auc/混淆矩阵/f1值 等测试指标"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 106,
+ "metadata": {
+ "collapsed": true,
+ "jupyter": {
+ "outputs_hidden": true
+ }
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Accuracy: 0.9339\n",
+ "Recall: 0.0461\n",
+ "AUC: 0.6980\n",
+ "Confusion Matrix:\n",
+ " [[30341 83]\n",
+ " [ 2071 100]]\n",
+ "F1 Score: 0.0850\n"
+ ]
+ }
+ ],
+ "source": [
+ "# 提示:在测试集上预测可以使用predict\n",
+ "# 提示:各种指标可以在sklearn.metrics中查到各种评估指标,分别是accuracy_score、recall_score、auc、confusion_matrix、f1_score\n",
+ "from sklearn.metrics import accuracy_score, recall_score, roc_auc_score, confusion_matrix, f1_score\n",
+ "\n",
+ "# 使用最佳模型在测试集上进行预测\n",
+ "y_test_pred = best_model.predict(X_test)\n",
+ "y_test_prob = best_model.predict_proba(X_test)[:, 1] # 获取正类的预测概率,用于计算AUC\n",
+ "\n",
+ "# 计算各种测试指标\n",
+ "accuracy = accuracy_score(y_test, y_test_pred)\n",
+ "recall = recall_score(y_test, y_test_pred)\n",
+ "auc = roc_auc_score(y_test, y_test_prob)\n",
+ "conf_matrix = confusion_matrix(y_test, y_test_pred)\n",
+ "f1 = f1_score(y_test, y_test_pred)\n",
+ "\n",
+ "# 打印测试指标\n",
+ "print(\"Accuracy: {:.4f}\".format(accuracy))\n",
+ "print(\"Recall: {:.4f}\".format(recall))\n",
+ "print(\"AUC: {:.4f}\".format(auc))\n",
+ "print(\"Confusion Matrix:\\n\", conf_matrix)\n",
+ "print(\"F1 Score: {:.4f}\".format(f1))\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### 8.更多优化\n",
+ "银行通常会有更严格的要求,因为欺诈带来的后果通常比较严重,一般我们会调整模型的标准。 \n",
+ "\n",
+ "比如在logistic regression当中,一般我们的概率判定边界为0.5,但是我们可以把阈值设定低一些,来提高模型的“敏感度” \n",
+ "试试看把阈值设定为0.3,再看看这个时候的混淆矩阵等评估指标。"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 107,
+ "metadata": {
+ "collapsed": true,
+ "jupyter": {
+ "outputs_hidden": true
+ }
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Threshold: 0.1\n",
+ "Confusion Matrix:\n",
+ " [[26778 3646]\n",
+ " [ 1253 918]]\n",
+ "Accuracy: 0.8497\n",
+ "Recall: 0.4228\n",
+ "F1 Score: 0.2726\n",
+ "\n",
+ "Threshold: 0.2\n",
+ "Confusion Matrix:\n",
+ " [[29799 625]\n",
+ " [ 1754 417]]\n",
+ "Accuracy: 0.9270\n",
+ "Recall: 0.1921\n",
+ "F1 Score: 0.2596\n",
+ "\n",
+ "Threshold: 0.3\n",
+ "Confusion Matrix:\n",
+ " [[30178 246]\n",
+ " [ 1927 244]]\n",
+ "Accuracy: 0.9333\n",
+ "Recall: 0.1124\n",
+ "F1 Score: 0.1834\n",
+ "\n",
+ "Threshold: 0.4\n",
+ "Confusion Matrix:\n",
+ " [[30291 133]\n",
+ " [ 2018 153]]\n",
+ "Accuracy: 0.9340\n",
+ "Recall: 0.0705\n",
+ "F1 Score: 0.1245\n",
+ "\n",
+ "Threshold: 0.5\n",
+ "Confusion Matrix:\n",
+ " [[30341 83]\n",
+ " [ 2071 100]]\n",
+ "Accuracy: 0.9339\n",
+ "Recall: 0.0461\n",
+ "F1 Score: 0.0850\n",
+ "\n",
+ "Threshold: 0.6\n",
+ "Confusion Matrix:\n",
+ " [[30371 53]\n",
+ " [ 2104 67]]\n",
+ "Accuracy: 0.9338\n",
+ "Recall: 0.0309\n",
+ "F1 Score: 0.0585\n",
+ "\n",
+ "Threshold: 0.7\n",
+ "Confusion Matrix:\n",
+ " [[30390 34]\n",
+ " [ 2128 43]]\n",
+ "Accuracy: 0.9337\n",
+ "Recall: 0.0198\n",
+ "F1 Score: 0.0383\n",
+ "\n",
+ "Threshold: 0.8\n",
+ "Confusion Matrix:\n",
+ " [[30403 21]\n",
+ " [ 2143 28]]\n",
+ "Accuracy: 0.9336\n",
+ "Recall: 0.0129\n",
+ "F1 Score: 0.0252\n",
+ "\n",
+ "Threshold: 0.9\n",
+ "Confusion Matrix:\n",
+ " [[30418 6]\n",
+ " [ 2167 4]]\n",
+ "Accuracy: 0.9333\n",
+ "Recall: 0.0018\n",
+ "F1 Score: 0.0037\n",
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "# 提示:thresholds = [0.1,0.2,0.3,0.4,0.5,0.6,0.7,0.8,0.9]\n",
+ "# 根据predict_proba的结果和threshold的比较确定结果,再评估各种结果指标\n",
+ "import numpy as np\n",
+ "\n",
+ "# 设置不同的阈值\n",
+ "thresholds = [0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]\n",
+ "\n",
+ "# 循环不同的阈值\n",
+ "for thresh in thresholds:\n",
+ " # 根据阈值调整预测结果\n",
+ " y_test_pred_thresh = (y_test_prob >= thresh).astype(int)\n",
+ "\n",
+ " # 计算并打印混淆矩阵和其他评估指标\n",
+ " conf_matrix = confusion_matrix(y_test, y_test_pred_thresh)\n",
+ " accuracy = accuracy_score(y_test, y_test_pred_thresh)\n",
+ " recall = recall_score(y_test, y_test_pred_thresh)\n",
+ " f1 = f1_score(y_test, y_test_pred_thresh)\n",
+ "\n",
+ " print(f\"Threshold: {thresh}\")\n",
+ " print(\"Confusion Matrix:\\n\", conf_matrix)\n",
+ " print(f\"Accuracy: {accuracy:.4f}\")\n",
+ " print(f\"Recall: {recall:.4f}\")\n",
+ " print(f\"F1 Score: {f1:.4f}\\n\")\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### 9.尝试对不同特征的重要度进行排序,通过特征选择的方式,对特征进行筛选。并重新建模,观察此时的模型准确率等评估指标。"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 111,
+ "metadata": {
+ "collapsed": true,
+ "jupyter": {
+ "outputs_hidden": true
+ }
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Selected features: Index(['age', 'NumberOfTime30-59DaysPastDueNotWorse', 'DebtRatio',\n",
+ " 'NumberOfTimes90DaysLate', 'NumberOfTime60-89DaysPastDueNotWorse'],\n",
+ " dtype='object')\n",
+ "Confusion Matrix:\n",
+ " [[30350 74]\n",
+ " [ 2082 89]]\n",
+ "Accuracy: 0.9339\n",
+ "Recall: 0.0410\n",
+ "F1 Score: 0.0763\n"
+ ]
+ }
+ ],
+ "source": [
+ "# 可以根据逻辑回归的系数绝对值大小进行排序,也可以基于树模型的特征重要度进行排序\n",
+ "# 特征选择可以使用RFE或者selectFromModel\n",
+ "from sklearn.feature_selection import RFE\n",
+ "from sklearn.linear_model import LogisticRegression\n",
+ "\n",
+ "# 创建逻辑回归模型实例\n",
+ "lr = LogisticRegression()\n",
+ "\n",
+ "# 使用递归特征消除(RFE)进行特征选择\n",
+ "selector = RFE(lr, n_features_to_select=5, step=1) # 选择5个最重要的特征\n",
+ "selector = selector.fit(X_train, y_train)\n",
+ "\n",
+ "# 获取选定的特征\n",
+ "selected_features = X_train.columns[selector.support_]\n",
+ "print(\"Selected features:\", selected_features)\n",
+ "\n",
+ "# 使用选定的特征重新建模\n",
+ "\n",
+ "lr.fit(X_train.iloc[:, selector.support_], y_train)\n",
+ "\n",
+ "# 在测试集上进行预测\n",
+ "y_test_pred = lr.predict(X_test.iloc[:, selector.support_])\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "# 计算并打印混淆矩阵和其他评估指标\n",
+ "conf_matrix = confusion_matrix(y_test, y_test_pred)\n",
+ "accuracy = accuracy_score(y_test, y_test_pred)\n",
+ "recall = recall_score(y_test, y_test_pred)\n",
+ "f1 = f1_score(y_test, y_test_pred)\n",
+ "\n",
+ "print(\"Confusion Matrix:\\n\", conf_matrix)\n",
+ "print(f\"Accuracy: {accuracy:.4f}\")\n",
+ "print(f\"Recall: {recall:.4f}\")\n",
+ "print(f\"F1 Score: {f1:.4f}\")\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### 10.其他模型算法尝试\n",
+ "使用RandomForestClassifier/SVM/KNN等sklearn分类算法进行分类,尝试上述超参数调优算法过程。"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": true,
+ "jupyter": {
+ "outputs_hidden": true
+ }
+ },
+ "outputs": [],
+ "source": [
+ "# 随机森林\n",
+ "from sklearn.ensemble import RandomForestClassifier\n",
+ "# 支持向量机\n",
+ "from sklearn.svm import SVC\n",
+ "# K最近邻\n",
+ "from sklearn.neighbors import KNeighborsClassifier\n",
+ "\n"
+ ]
+ }
+ ],
+ "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": "3.7.12"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/2023/homework/Jingqi-Lai/matplotlib-seaborn.ipynb b/2023/homework/Jingqi-Lai/matplotlib-seaborn.ipynb
new file mode 100644
index 00000000..44905170
--- /dev/null
+++ b/2023/homework/Jingqi-Lai/matplotlib-seaborn.ipynb
@@ -0,0 +1,1166 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "import pandas as pd\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "练习1"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " year | \n",
+ " month | \n",
+ " passengers | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " 1949 | \n",
+ " January | \n",
+ " 112 | \n",
+ "
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+ " \n",
+ " 1 | \n",
+ " 1949 | \n",
+ " February | \n",
+ " 118 | \n",
+ "
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+ " \n",
+ " 2 | \n",
+ " 1949 | \n",
+ " March | \n",
+ " 132 | \n",
+ "
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+ " \n",
+ " 3 | \n",
+ " 1949 | \n",
+ " April | \n",
+ " 129 | \n",
+ "
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+ " \n",
+ " 4 | \n",
+ " 1949 | \n",
+ " May | \n",
+ " 121 | \n",
+ "
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+ " \n",
+ "
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+ "
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+ ],
+ "text/plain": [
+ " year month passengers\n",
+ "0 1949 January 112\n",
+ "1 1949 February 118\n",
+ "2 1949 March 132\n",
+ "3 1949 April 129\n",
+ "4 1949 May 121"
+ ]
+ },
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data = sns.load_dataset(\"flights\")\n",
+ "data.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# 1. 分析年度乘客总量的变化情况(折线图)\n",
+ "# 按年份分组并计算每年的乘客总数\n",
+ "yearly_passengers = data.groupby('year')['passengers'].sum()\n",
+ "\n",
+ "# 绘制折线图\n",
+ "plt.figure(figsize=(12, 6))\n",
+ "plt.plot(yearly_passengers.index, yearly_passengers.values, marker='o')\n",
+ "plt.title('The number of passengers in each year')\n",
+ "plt.xlabel('year')\n",
+ "plt.ylabel('number')\n",
+ "#plt.grid(True)\n",
+ "plt.show()\n",
+ "\n",
+ "# 2. 分析乘客量在一年中12个月份的分布(柱状图)\n",
+ "# 按月份分组并计算每个月的乘客平均数\n",
+ "monthly_passengers = data.groupby('month')['passengers'].mean()\n",
+ "\n",
+ "# 由于月份是文本格式,为了让柱状图按自然月份顺序显示,可以对数据进行排序\n",
+ "months_order = ['January', 'February', 'March', 'April', 'May', 'June', 'July',\n",
+ " 'August', 'September', 'October', 'November', 'December']\n",
+ "monthly_passengers = monthly_passengers.reindex(months_order)\n",
+ "\n",
+ "# 绘制柱状图\n",
+ "plt.figure(figsize=(12, 6))\n",
+ "plt.bar(monthly_passengers.index, monthly_passengers.values)\n",
+ "plt.title('The number of passengers in each month')\n",
+ "plt.xlabel('month')\n",
+ "plt.ylabel('number')\n",
+ "plt.xticks(rotation=45) # 旋转x轴标签以便清晰显示\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "练习2"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " sepal_length | \n",
+ " sepal_width | \n",
+ " petal_length | \n",
+ " petal_width | \n",
+ " species | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " 5.1 | \n",
+ " 3.5 | \n",
+ " 1.4 | \n",
+ " 0.2 | \n",
+ " setosa | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " 4.9 | \n",
+ " 3.0 | \n",
+ " 1.4 | \n",
+ " 0.2 | \n",
+ " setosa | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " 4.7 | \n",
+ " 3.2 | \n",
+ " 1.3 | \n",
+ " 0.2 | \n",
+ " setosa | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " 4.6 | \n",
+ " 3.1 | \n",
+ " 1.5 | \n",
+ " 0.2 | \n",
+ " setosa | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " 5.0 | \n",
+ " 3.6 | \n",
+ " 1.4 | \n",
+ " 0.2 | \n",
+ " setosa | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " sepal_length sepal_width petal_length petal_width species\n",
+ "0 5.1 3.5 1.4 0.2 setosa\n",
+ "1 4.9 3.0 1.4 0.2 setosa\n",
+ "2 4.7 3.2 1.3 0.2 setosa\n",
+ "3 4.6 3.1 1.5 0.2 setosa\n",
+ "4 5.0 3.6 1.4 0.2 setosa"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data = sns.load_dataset(\"iris\")\n",
+ "data.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# 创建一个散点图矩阵\n",
+ "sns.pairplot(data, vars=['sepal_length', 'sepal_width', 'petal_length', 'petal_width'])\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# 为每个种类绘制提琴图\n",
+ "for species in data['species'].unique():\n",
+ " # 准备数据:将数据从宽格式转换为长格式\n",
+ " data_long = pd.melt(data[data['species'] == species], \n",
+ " id_vars='species', \n",
+ " var_name='features', \n",
+ " value_name='size')\n",
+ " \n",
+ " plt.figure(figsize=(10, 6))\n",
+ " sns.violinplot(x='features', y='size', data=data_long)\n",
+ " plt.title(f'{species} - Violin plot of All Features')\n",
+ " plt.show()\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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KzA8cOIAbbrgBUVFR0Ov1CAgIwKRJk2Cz2fDnn382aTz/+9//MGzYMMTHx7vcP2XKFJSUlLhk8YGa/44BuPyfX6i4uBg//PADxo0bh5CQEOV+vV6PiRMn4tSpUw0uUb/Q6tWrYbfbMW3aNOW+adOmobi42OV91h3Gjx9f7W/mpptuQllZGb7++mvcfPPNCAoKqvaeXVZW5tI34cMPP8TAgQMREhICg8GAgIAArFy5EocPH3breGU1vY829L3N3fOXiKgmDLqJyK26d++OK664Qinds9lseO+993DjjTciMjISAHD27FkAwLx58xAQEOBymzVrFgBUO/GpqaR13bp1mDx5Mt566y0MGDAAkZGRmDRpEjIzM2sd37lz56DX6xEbG1vrMXJ5bU0/s23btnWWr+fk5MBgMKB169Yu90uShNjY2GqPra9UV/b2229X+101xOTJk/Hf//4X27dvx5gxY1BcXOzy/bNnz+Kzzz6r9tzdu3cH0LD/B1lUVJTL13LZrBzMnT17FkIIxMTEVPt533//vUdOduVAqW3btsoYAOCKK66oNoZ169ZVG0NQUBDMZnO111VWVqZ8PXHiRKxatQonT57ErbfeijZt2qB///7YunVrk8c9bdo0BAYG4vXXXwfgWOscGBjoEnjVxWw2o2/fvtVuCQkJyjEvv/wyHn30UWzatAlDhw5FZGQkbrrpJvz1119NHjcAZZ7LjEZjnffLv8u0tDQMGjQIp0+fxksvvYRvv/0We/fuVdYMN/WiQE5OTq1zWf5+VfX9Hdfk/PnzEEI06uc0hN1uR0pKCtq2bYs+ffogLy8PeXl5GD58OIKDg7Fy5cpGP2ddWrduXe1vJjo6Gjk5ObBarXjllVeqzZvRo0cDqHyv2LhxI8aPH4927drhvffew549e7B3715MmzbNZd64U02/94a+t3li/hIRXYhruonI7aZOnYpZs2bh8OHDOHbsGDIyMjB16lTl+/J66Pnz5+OWW26p8Tku3EKnpuxedHQ0kpOTkZycjLS0NHz66ad47LHHkJWVhS+++KLG523dujVsNhsyMzNrDSDlk+6MjIxqWw+dOXOmzn1ro6KiYLVace7cOZfAWwiBzMxMXHHFFfW+rpqMHTsWe/fubdCxF5o+fTp0Oh1mzJiB0aNHY/Pmzcra8ejoaPTs2RNPPvlkjY+VA4bGjrcm0dHRkCQJ3377bY3rWD3RBV1ujic3aJL/7z766COXALS5pk6diqlTp6K4uBg7d+7EwoULcf311+PPP/9s0s8JDw9XLijNmzcPq1evxu23346IiAi3jTk4OBiLFy/G4sWLcfbsWSXrPXbsWPz+++9u+zkNtWnTJhQXF2Pjxo0uv7PU1NRmPW9UVFSN+1qfOXMGANyyD3WrVq2g0+nc/nO2bdumXDi68GIAAHz//fc4dOiQSx8CT2jVqpWSta+tSqhjx44AgPfeew8dO3bEunXrXN4vLmw+WBf5Qld5ebnL+0JtF+Zq+3xo6Hubu+cvEdGFGHQTkdvddtttmDt3LlJSUnDs2DG0a9cOI0aMUL7fpUsXdOrUCQcPHsRTTz3llp/ZoUMH3H///fj666/x3Xff1XrcqFGjsGzZMqxYsQJLliyp8ZhrrrkGgOPksWqQvHfvXhw+fBgLFiyo9fmHDRuGZ555Bu+9957SwAwANmzYgOLi4gZvEXShqKioGk+6G2rq1KmQJAnTp0/HqFGjsHnzZoSEhOD666/H5s2bcfHFF6NVq1ZNfv6GuP766/Gf//wHp0+fxvjx4z36swBg69ateOutt5CUlKQ0nBo5ciQMBgOOHj1a45KF5goODsaoUaNgsVhw00034bfffqv1pL1qBrWm7Y1mz56N5cuXY9y4ccjLy8P999/v9vHKYmJiMGXKFBw8eBDJyckoKSlBUFBQvWN0JzlwqhpkCSHw3//+t9qxJpOpwZnvYcOG4eOPP8aZM2dcAq133nkHQUFBbtkiKzg4GP3798fGjRvx3HPPKb8ru92O9957D+3bt2/QMpILrVy5EjqdDhs3bkR4eLjL906dOqVkaZ977rlmv4a6BAUFYejQoThw4AB69uypVCnURJIkGI1Gl0A4MzOzWvdyoPb/R7mj+88//+zyHvzZZ581eMxNeW9rzPwlImoMBt1E5HYRERG4+eabkZKSgry8PMybN0/pmCx74403MGrUKIwcORJTpkxBu3btkJubi8OHD+Onn37Chx9+WOfPyM/Px9ChQ3H77beja9euCA0Nxd69e/HFF1/Umj0HgEGDBmHixIlYunQpzp49i+uvvx4mkwkHDhxAUFAQHnjgAXTp0gV33303XnnlFeh0OowaNUrpXh4fH+8STF/o2muvxciRI/Hoo4+ioKAAAwcOVLqX9+7dGxMnTmzcL9ONpkyZAp1Oh6lTp2LUqFHYsmULlixZgq1btyIpKQmzZ89Gly5dUFZWhhMnTmDz5s14/fXXq2X7m2rgwIG4++67MXXqVOzbtw9XX301goODkZGRgV27duGyyy7Dvffe2+jntdvtynrS8vJypKWlYcuWLVi/fj26devmsg1dYmIilixZggULFuDYsWO47rrr0KpVK5w9exY//vijkv1tjLvuuguBgYEYOHAg4uLikJmZiWXLliE8PLxaZUNVl112GQDg6aefxqhRo6DX610Cms6dO+O6667Dli1bcNVVV6FXr14NHlNpaWmte5PLQWb//v1x/fXXo2fPnmjVqhUOHz6Md999FwMGDEBQUFCDxuhO1157LYxGI2677TY88sgjKCsrw4oVK3D+/Plqx1522WXYuHEjVqxYgT59+kCn06Fv3741Pu/ChQuV9b1PPPEEIiMjsWbNGnz++ed45plnqgWzTbVs2TJce+21GDp0KObNmwej0Yjly5fj119/xdq1axtdJZKTk4NPPvkEI0eOxI033ljjMS+++CLeeecdLFu2rMFLTprqpZdewlVXXYVBgwbh3nvvRWJiIgoLC3HkyBF89tlnSj8LefuuWbNmYdy4cUhPT8e///1vxMXFVVu6cNlll2H79u347LPPEBcXh9DQUHTp0gWjR49GZGSkssOEwWBASkoK0tPTGzzehr63NXX+EhE1ii+7uBGRdn311VdK99s///yzxmMOHjwoxo8fL9q0aSMCAgJEbGysuOaaa8Trr7+uHCN3q927d6/LY8vKysTMmTNFz549RVhYmAgMDBRdunQRCxcuFMXFxcpxNXXBttls4sUXXxQ9evQQRqNRhIeHiwEDBojPPvvM5Zinn35adO7cWQQEBIjo6Ghx5513ivT0dJfnqun5S0tLxaOPPioSEhJEQECAiIuLE/fee684f/68y3EJCQlizJgx9f0qm0TuxPzhhx9W+967774r9Hq9SEpKEgUFBeLcuXNi9uzZomPHjiIgIEBERkaKPn36iAULFoiioiIhRN0dl+VOw+fOnXO5v6ZOw0IIsWrVKtG/f38RHBwsAgMDxcUXXywmTZok9u3bpxzTmO7lqNJpOTAwUHTo0EGMHTtWrFq1SpSXl9f4uE2bNomhQ4eKsLAwYTKZREJCghg3bpzYtm2by3PX1Bn9ws7Kb7/9thg6dKiIiYkRRqNRtG3bVowfP178/PPPyjE1dS8vLy8XM2bMEK1btxaSJNX4u0pJSREAxAcffFDv70JWV/dyAMqOAY899pjo27evaNWqlTCZTOKiiy4SDz74oMjOzm7QGGvrXn7h31xtc7imv5vPPvtM9OrVS5jNZtGuXTvx8MMPiy1btlT73eXm5opx48aJiIgIZVwy1NCt+5dffhFjx44V4eHhwmg0il69eonVq1e7HFPb+OW//QuPr8m3334rrrnmGuVv+8orr3R5X6n6fPV1L09OThYAxKZNm2o95vXXXxcAxIYNG4QQze9eft9999V5zPHjx8W0adNEu3btREBAgGjdurVISkoSS5cudTnuP//5j0hMTBQmk0l069ZN/Pe//62xI3lqaqoYOHCgCAoKEgBcxv7jjz+KpKQkERwcLNq1aycWLlwo3nrrrRq7l9f2PtqQ97aGzF8iouaShLigtSsRERH5hVtvvRXff/89Tpw44fFMJhEREXkGy8uJiIj8SHl5OX766Sf8+OOP+Pjjj/HCCy8w4CYiIlIxZrqJiIj8yIkTJ9CxY0eEhYXh9ttvx6uvvgq9Xu/rYREREVETMegmIiIiIiIi8hBd/YcQERERERERUVMw6CYiIiIiIiLyEAbdRERERERERB7CoJuIiIiIiIjIQxh0ExEREREREXkIg24iIiIiIiIiD2HQTUREREREROQhDLqJiIiIiIiIPIRBNxEREREREZGHMOgmIiIiIiIi8hAG3UREREREREQewqCbiIiIiIiIyEMYdBMRERERERF5CINuIiIiIiIiIg9h0E1ERERERETkIQy6iYiIiIiIiDyEQTcRERERERGRhzDobqEWLVoESZIa9ZiUlBRIkoQTJ054ZlCNtHv3bixatAh5eXnVvpeYmIjrr7/e+4Mi8kNNme9NNWTIEAwZMqTe406cOAFJkpCSkqLct3nzZixatKjG4yVJwv333++eQRL5SF1/4w01ZcoUJCYmNuox3nwPaAjOdWoJfDXfmyoxMRFTpkyp97jt27dDkiRs375due/9999HcnJytWPlz/rnnnvOfQNVKQbdpFq7d+/G4sWLawy6icg3li9fjuXLlzfpsZs3b8bixYvdPCIi/8G/cQf+HqglUNvf+ccff4zHH3+8SY+tLeimSgZfD4CIiLTj0ksv9fUQiIiIqJF69+7t6yFoGjPdHnTu3DncfffdiI+Ph8lkQuvWrTFw4EBs27ZNOWbbtm0YNmwYwsLCEBQUhIEDB+Lrr792eR65LOzAgQO45ZZbEBYWhvDwcNx55504d+6cy7Hr1q3DiBEjEBcXh8DAQHTr1g2PPfYYiouLPfY6G/MafvvtN9x2220IDw9HTEwMpk2bhvz8fJdj8/LyMH36dERGRiIkJARjxozBsWPHIEmSUqazaNEiPPzwwwCAjh07QpKkaqUuAPDFF1/gb3/7GwIDA9G1a1esWrXKY78Hatm0NN9/++03SJKEDz/8ULlv//79kCQJ3bt3dzn2hhtuQJ8+fZSvayovP3PmDMaPH4/Q0FCEh4djwoQJyMzMdDlmypQpeO211wBAmc81LWd599130a1bNwQFBaFXr174v//7v2a9VqK6NHY+DhgwAMHBwQgJCcHIkSNx4MAB5fv1/Y2/9tpruPrqq9GmTRsEBwfjsssuwzPPPIOKigqPvb76xiyPOyQkBEeOHMHo0aMREhKC+Ph4PPTQQygvL3c59tSpUxg3bhxCQ0MRERGBO+64A3v37nVZSsK5Tv5KC/P9888/hyRJ2Lt3r3Lfhg0bIEkSxowZ43Jsz549ceuttypf11Re/vvvv+O6665DUFAQoqOjMXPmTBQWFrocM2TIEHz++ec4efKky2u90AsvvICOHTsiJCQEAwYMwPfff9+s16o2DLo9aOLEidi0aROeeOIJfPXVV3jrrbcwfPhw5OTkAADee+89jBgxAmFhYXj77bexfv16REZGYuTIkdVOxAHg5ptvxiWXXIKPPvoIixYtwqZNmzBy5EiXCfrXX39h9OjRWLlyJb744gvMmTMH69evx9ixYz3yGhv7Gm699VZ07twZGzZswGOPPYb3338fDz74oPJ9u92OsWPH4v3338ejjz6Kjz/+GP3798d1113n8jwzZszAAw88AADYuHEj9uzZgz179uBvf/ubcszBgwfx0EMP4cEHH8Qnn3yCnj17Yvr06di5c6dHfhfUsmlpvnfv3h1xcXHVLhgEBgbi0KFDOHPmDADAarVix44dGD58eK3PVVpaiuHDh+Orr77CsmXL8OGHHyI2NhYTJkxwOe7xxx/HuHHjAECZz3v27EFcXJxyzOeff45XX30VS5YswYYNGxAZGYmbb74Zx44da9brJapPffPxqaeewm233YZLL70U69evx7vvvovCwkIMGjQIhw4dAlD/3/jRo0dx++23491338X//d//Yfr06Xj22Wdxzz33eOQ1NWTMsoqKCtxwww0YNmwYPvnkE0ybNg0vvvginn76aeWY4uJiDB06FN988w2efvpprF+/HjExMZzrpDpqnu+DBw9GQEBAjZ/fO3bsUF5DVlYWfv311zo/v8+ePYvBgwfj119/xfLly/Huu++iqKioWs+F5cuXY+DAgYiNjXV5rVW99tpr2Lp1K5KTk7FmzRoUFxdj9OjR1RJvmibIY0JCQsScOXNq/F5xcbGIjIwUY8eOdbnfZrOJXr16iX79+in3LVy4UAAQDz74oMuxa9asEQDEe++9V+PPsNvtoqKiQuzYsUMAEAcPHqz2nI2xevVqAUAcP368ya/hmWeecTl21qxZwmw2C7vdLoQQ4vPPPxcAxIoVK1yOW7ZsmQAgFi5cqNz37LPPuoynqoSEBGE2m8XJkyeV+0pLS0VkZKS45557GvW6iRpCa/P9zjvvFBdddJHy9fDhw8Vdd90lWrVqJd5++20hhBDfffedACC++uor5bjBgweLwYMHK1+vWLFCABCffPKJy/PfddddAoBYvXq1ct99991X6zgBiJiYGFFQUKDcl5mZKXQ6nVi2bFmjXhtRQzVkPqalpQmDwSAeeOABl2MKCwtFbGysGD9+vHJfXX/jVdlsNlFRUSHeeecdodfrRW5urvK9yZMni4SEhCa9Dlljxjx58mQBQKxfv97l2NGjR4suXbooX7/22msCgNiyZYvLcffccw/nOqmCVub7VVddJa655hrl60suuUQ8/PDDQqfTiR07dri8pj///FM5LiEhQUyePFn5+tFHHxWSJInU1FSX57/22msFAPHNN98o940ZM6bGcR4/flwAEJdddpmwWq3K/T/++KMAINauXduo16ZmzHR7UL9+/ZCSkoKlS5fi+++/d8lQ7d69G7m5uZg8eTKsVqtys9vtuO6667B3795qJaJ33HGHy9fjx4+HwWDAN998o9x37Ngx3H777YiNjYVer0dAQAAGDx4MADh8+LBbX19TXsMNN9zg8nXPnj1RVlaGrKwsAMCOHTuU11bVbbfd1ujxXX755ejQoYPytdlsRufOnXHy5MlGPxdRfbQ234cNG4Zjx47h+PHjKCsrw65du3Dddddh6NCh2Lp1KwDH1XOTyYSrrrqq1uf55ptvEBoaWm3u33777Y0e09ChQxEaGqp8HRMTgzZt2nBOk8fVNR+//PJLWK1WTJo0yWV+m81mDB48uNqyp9ocOHAAN9xwA6KiopT5PGnSJNhsNvz5559ufT2NHbMkSdUqaHr27Oky93bs2IHQ0NBqlWlN+fzmXCdfUvt8HzZsGL777juUlpbi5MmTOHLkCP7f//t/uPzyy10+vzt06IBOnTrV+jzffPMNunfvjl69ernc35TP7zFjxkCv1ytf9+zZEwBa1JxmIzUPWrduHZYuXYq33noLjz/+OEJCQnDzzTfjmWeewdmzZwFAKT2pSW5uLoKDg5WvY2NjXb5vMBgQFRWllK8WFRVh0KBBMJvNWLp0KTp37oygoCCkp6fjlltuQWlpqVtfX1NeQ1RUlMv3TSYTAChjy8nJgcFgQGRkpMtxMTExjR7fhT9L/nnu/j0QAdqb73LJ2bZt29CxY0dUVFTgmmuuwdmzZ/Hvf/9b+d7AgQMRGBhY6/Pk5OTUOH8vfH0NwTlNvlLXfJTn9xVXXFHjY3W6+vMbaWlpGDRoELp06YKXXnoJiYmJMJvN+PHHH3Hfffd57PO7oWMOCgqC2Wx2uc9kMqGsrEz5ura5zs9vUhu1z/fhw4dj8eLF2LVrF06ePIno6Gj07t0bw4cPx7Zt2/Dvf/8bX3/9dZ2l5YBjTnfs2LHa/e74/L7w/L8lYNDtQdHR0UhOTkZycjLS0tLw6aef4rHHHkNWVpayjvmVV17BlVdeWePjL/ygyszMRLt27ZSvrVYrcnJylD/k//3vfzhz5gy2b9+uZLsAeGxLrejoaACNew31iYqKgtVqRW5urkvgfWHTJSJ/o7X53r59e3Tu3Bnbtm1DYmIi+vbti4iICAwbNgyzZs3CDz/8gO+//77e7VCioqLw448/Vrufc5rUpK75KH8WfvTRR0hISGjS82/atAnFxcXYuHGjy3OkpqY2a9y1cceYL8S5Tlqh9vnev39/hISEYNu2bThx4gSGDRsGSZIwbNgwPP/889i7dy/S0tLqDbqjoqJqnL+c003DoNtLOnTogPvvvx9ff/01vvvuOwwcOBARERE4dOhQtYYEtVmzZo1Ll+D169fDarUqnYLlToHy1SPZG2+84Z4XcYGmvIb6DB48GM888wzWrVuHe++9V7n/gw8+qHZsS7xKRuqglfk+fPhwrF+/HvHx8UrX086dO6NDhw544oknUFFRUe+H9tChQ7F+/Xp8+umnLiXm77//frVjq87purLnRN5W13y86qqrYDAYcPToUZdOwDWp7W+8pvkshMB///tfd74MxciRIxs85oYaPHgw1q9fjy1btmDUqFHK/fV9fnOuk79R+3wPCAjA1Vdfja1btyI9PR3/+c9/AACDBg2CwWDAv/71LyUIr8vQoUPxzDPP4ODBgy4l5rV9fvN8vG4Muj0kPz8fQ4cOxe23346uXbsiNDQUe/fuxRdffIFbbrkFISEheOWVVzB58mTk5uZi3LhxaNOmDc6dO4eDBw/i3LlzWLFihctzbty4EQaDAddeey1+++03PP744+jVq5ey/jkpKQmtWrXCzJkzsXDhQgQEBGDNmjU4ePCgR15jU15Dfa677joMHDgQDz30EAoKCtCnTx/s2bMH77zzDgDXsp3LLrsMAPDSSy9h8uTJCAgIQJcuXVzWgRF5g1bn+7Bhw7B8+XJkZ2cjOTnZ5f7Vq1ejVatWLicmNZk0aRJefPFFTJo0CU8++SQ6deqEzZs348svv6x2rDynn376aYwaNQp6vR49e/aE0Wh022siaoq65qPRaMSSJUuwYMECHDt2DNdddx1atWqFs2fP4scff0RwcLBSEVLb3/i1114Lo9GI2267DY888gjKysqwYsUKnD9/3iOvJzExscFjbqjJkyfjxRdfxJ133omlS5fikksuwZYtW5S5XtPnN+c6+SMtzPdhw4bhoYceAlC5XCwwMBBJSUn46quv0LNnT7Rp06bO55gzZw5WrVqFMWPGYOnSpYiJicGaNWvw+++/Vzv2sssuw8aNG7FixQr06dMHOp0Offv2ddvr0QRfd3LTqrKyMjFz5kzRs2dPERYWJgIDA0WXLl3EwoULRXFxsXLcjh07xJgxY0RkZKQICAgQ7dq1E2PGjBEffvihcozcTXH//v1i7NixIiQkRISGhorbbrtNnD171uXn7t69WwwYMEAEBQWJ1q1bixkzZoiffvqpWudQd3Qvb8prOHfuXL3PmZubK6ZOnSoiIiJEUFCQuPbaa8X3338vAIiXXnrJ5fHz588Xbdu2FTqdzqWTYkJCghgzZky113BhZ2Uid9DifBdCiPPnzwudTieCg4OFxWJR7pe7nt5yyy3VHlPTHDt16pS49dZblddy6623it27d1cbZ3l5uZgxY4Zo3bq1kCTJ5b0BgLjvvvuq/bwLu60SuVNj5uOmTZvE0KFDRVhYmDCZTCIhIUGMGzdObNu2TTmmrr/xzz77TPTq1UuYzWbRrl078fDDD4stW7ZU6xLsju7ljRnz5MmTRXBwcIOeMy0tTdxyyy0uc33z5s3VdjDgXCd/pJX5LoQQBw8eFABEp06dXO5/8sknBQAxd+7cao+paY4dOnRIXHvttcJsNovIyEgxffp08cknn1QbZ25urhg3bpyIiIhQXqsQld3Ln3322Wo/DxfsSqR1khBCeD60p+ZYtGgRFi9ejHPnzilrSVqa999/H3fccQe+++47JCUl+Xo4RB7D+U7kPzgfm++pp57Cv/71L6SlpaF9+/a+Hg5RrTjfyZNYXk5+Z+3atTh9+jQuu+wy6HQ6fP/993j22Wdx9dVXM+AmIiLyU6+++ioAoGvXrqioqMD//vc/vPzyy7jzzjsZcBNRi8agm2C322G32+s8xmDw3p9KaGgoPvjgAyxduhTFxcWIi4vDlClTsHTpUq+NgUir/G2+E1HT+dt8DgoKwosvvogTJ06gvLwcHTp0wKOPPop//etfXhsDkVb523ynxmF5OSnlNHU5fvw4EhMTvTMgIvIYznci7ZgyZQrefvvtOo/haR6RNnC+qxuDbsKZM2dw5syZOo9hV1EibeB8J9KOEydOIDs7u85j2EGYSBs439WNQTcRERERERGRh+jqP4SIiIiIiIiImkIVq+3tdjvOnDmD0NBQSJLk6+EQeZ0QAoWFhWjbti10Om1dK+P8ppZOy/Mb4Bwn0vIc5/ymlq6h81sVQfeZM2cQHx/v62EQ+Vx6errmtl3h/CZy0OL8BjjHiWRanOOc30QO9c1vVQTdoaGhABwvJiwszMejIfK+goICxMfHK3NBSzi/qaXT8vwGOMeJtDzHOb+ppWvo/FZF0C2Xq4SFhXFCU4umxdItzm8iBy3Ob4BznEimxTnO+U3kUN/81tbCEiIiIiIiIiI/wqCbiIiIiIiIyEMYdBMRERERERF5CINuIiIiIiIiIg9h0E1ERERERETkIQy6iYiIiIiIiDyEQTcRERERERGRhzDoJiIiIiIiIvIQBt1EREREREREHsKgm4iIiIiIiMhDGHQTEREREREReQiDbiIiIiIiIiIPYdBNRERERERE5CEMuomIiIiIiIg8hEE3ERERERERkYcw6CYiIiIiIiLyEAbdRERELcjy5cvRsWNHmM1m9OnTB99++22dx69Zswa9evVCUFAQ4uLiMHXqVOTk5HhptEREROrHoJuIiKiFWLduHebMmYMFCxbgwIEDGDRoEEaNGoW0tLQaj9+1axcmTZqE6dOn47fffsOHH36IvXv3YsaMGV4eORERkXox6CYiImohXnjhBUyfPh0zZsxAt27dkJycjPj4eKxYsaLG47///nskJiZi9uzZ6NixI6666ircc8892Ldvn5dHTkREpF4Mulu4sgqbr4dARCpWYbP7egjUQBaLBfv378eIESNc7h8xYgR2795d42OSkpJw6tQpbN68GUIInD17Fh999BHGjBlT688pLy9HQUGBy420RwgBi5Xzn8jTyipsEEL4ehjUTAy6WyAhBN7dcwKjX/oW3Z74Av/deczXQyIiFdp9NBu9l2zF+Df24HReqa+HQ/XIzs6GzWZDTEyMy/0xMTHIzMys8TFJSUlYs2YNJkyYAKPRiNjYWEREROCVV16p9ecsW7YM4eHhyi0+Pt6tr4N8SwiBb/7IwpiXd6HX4q/wv9/P+npIRJr03ZFsTF71I7o98QXmrEuFlRe5VY1Bdwv0wd50PP7JbziUUQAhgCc3H8bmXzJ8PSzyAzt37sTYsWPRtm1bSJKETZs21Xn8xo0bce2116J169YICwvDgAED8OWXX3pnsORTGfmleOD9Aygqt+LH47kYlbwTB9PzfD0sagBJkly+FkJUu0926NAhzJ49G0888QT279+PL774AsePH8fMmTNrff758+cjPz9fuaWnp7t1/ORb7+w5iamr9+JQRgFKK2y4b80BpHLuE7nVr6fzMXHlD9jx5zkIAXySegaPbfwFdjsz3mrFoLuFsdkF3thxFABwXfdYDO/myHg8uC4Vx84V+XJo5AeKi4vRq1cvvPrqqw06fufOnbj22muxefNm7N+/H0OHDsXYsWNx4MABD4+UfMluF7j//QPIKbagQ2QQLooORkGZFa/87y9fD43qEB0dDb1eXy2rnZWVVS37LVu2bBkGDhyIhx9+GD179sTIkSOxfPlyrFq1ChkZNV+sNZlMCAsLc7mRNhSUVeCFrX8CAIZ3a4Oe7cJRWmHDjLf3ocRi9fHoiLTj1f8dgV0Al7ULx/SrOkInAR/tP4X3fjjp66FREzHobmG+/C0TJ3JKEGzSY8IV8ZiSlIhL48JQbrXj7d0nfD088rFRo0Zh6dKluOWWWxp0fHJyMh555BFcccUV6NSpE5566il06tQJn332mYdHSr6UeioP+0+eh8mgw9xrO2Pm4IsBADv+PIe8EouPR0e1MRqN6NOnD7Zu3epy/9atW5GUlFTjY0pKSqDTuZ4q6PV6AOAawxborZ3HkF9agXYRgZia1BFzhndGdIgR2UXl+N/vWb4eHpEm/HW2EF/85rg4OvHKBAzvFoM7+icAAN7YcYxl5irVpKC7MXt8TpkyBZIkVbt17969yYOmphFC4HVnlnvkpbEwB+ih10m48fK2AICNP51GcTmvVFPT2e12FBYWIjIy0tdDIQ/68lfHyUCfhFaICTMjPjII8ZFBqLAJfPFrzWuDyT/MnTsXb731FlatWoXDhw/jwQcfRFpamlIuPn/+fEyaNEk5fuzYsdi4cSNWrFiBY8eO4bvvvsPs2bPRr18/tG3b1lcvg3wgp6gcb+06DgCY0DceOp2EQKMeSRdHAwCXqRG5yfLtjnP1KxJbIT4yCAAwvFsMQs0GnM4rVQJyUpdGB92N3ePzpZdeQkZGhnJLT09HZGQk/v73vzd78NQ4x7KL8fOpfAToJYzsHqvc36NdOGLDzCgst+KT1DM+HCGp3fPPP4/i4mKMHz++1mPY2VjdhBDKB36/xMqLKwMvjgIAvof4uQkTJiA5ORlLlizB5Zdfjp07d2Lz5s1ISHBkUTIyMlw+z6dMmYIXXngBr776Knr06IG///3v6NKlCzZu3Oirl0A+sin1DEosNnSMDkbfxFbK/Vde5Jj7//s9iyXmRM1UVmHD584LWDf0aqfcbzToMOJSx7n7f3ceY6WRCjU66G7sHp/h4eGIjY1Vbvv27cP58+cxderUZg+eGufH47kAgEvahCAsMEC5XydJytrud78/yYlMTbJ27VosWrQI69atQ5s2bWo9jp2N1e33zEKczClBgF5Cr/gI5f4kZ9D9/fEcnC0o89HoqCFmzZqFEydOoLy8HPv378fVV1+tfC8lJQXbt293Of6BBx7Ab7/9hpKSEpw5cwbvvfce2rVrB2pZPv/ZcUHt6k6tXRrvJUYFISbMhLIKO0vMiZrpp7TzsFjtiAgKwMWtg12+N+LSGAToJRw8lc/mhSrUqKC7KXt8XmjlypUYPny4clW9JsyEeYYcdHeLrd7UZnDn1gjQSzicUYAjWWyoRo2zbt06TJ8+HevXr8fw4cPrPJadjdVNLh/v1T4C5gC9cn/rUDMubh0MIYBv/8r21fCIyANO55Xip7Q8SAD6X+S6fEiSJPTv6Ljo9vnPLDEnao7vj+YAALrHhVXbVSIsMECpMNvCpVyq06iguyl7fFaVkZGBLVu2YMaMGXUex0yYZ8hBd5fY0GrfCzEbcGmcIxjnlWpqjLVr12LKlCl4//33MWbMmHqPZ2djddt22LEn7xWJ1dftd45xvLf8ejrfq2MiIs/a4ix37RoXilZBxmrfl98PvjuSzWo5ombYc8wRdF/aNrzG7/dzXuDa8msG55rKNKmRWmP2+KwqJSUFERERuOmmm+o8jpkw9zt1vgSn80qhkypPjC/Uu4NjjdbXDLpbrKKiIqSmpiI1NRUAcPz4caSmpiprPC9ssrR27VpMmjQJzz//PK688kpkZmYiMzMT+fkMurSouNyKwxmOyqMe7aqfEHSMdpTC/cKgm0hT/s+ZwZbXb18oMSoIBp2EgjIr0nJLvDk0Is0osViVsvHubWtOSPRsHw6jXof03FL8doaVwGrSqKC7KXt8yoQQWLVqFSZOnAijsfpV0qqYCXO/vSccWe6O0cEuJaFV9Xauz9x/8jzySyq8NTTyI/v27UPv3r3Ru3dvAI5Ox71798YTTzwBoHqTpTfeeANWqxX33Xcf4uLilNs//vEPn4yfPOvX0/mwCyAy2IjI4Orv4xdFhwAADp0pgM3OK/BEWnC2oAyp6Y7S8n41VLgAgEGvQ0KUo8syL7oRNc2+E+dRYROIDjGiTaipxmPMAXpc7jxf524h6tKooLspe3zKduzYgSNHjmD69OmNHyU124/HzwMAutawnlvWJsyM9q0CYbML7PjrnLeGRn5kyJAhEEJUu6WkpACo3mRp+/btdR5P2nLwVB4AVGvuIosLN8Nk0KG0woaj59gbgkgL5B4NF7UORkQNpeUypdLlFINuoqZQSstrWM9dVb+O8rpu9lBQk0aXlzd2j0/ZypUr0b9/f/To0aP5o6ZG2+fMdHetYT13VXK2+3/OdZtERLKD6Y6T6Utah9T4fZ1OQmIUT7yJtGSX8yL8ZTUsKalKrnRhppuoaQ6kORNkcXVX+PbuEAG9JOHouWKk5XA5h1o0Ouhu7B6fAJCfn48NGzYwy+0jFqsdx7KLAVReia7N5c513bvYDIWILiCvNbu4Tc1BNwB0bM113URaIYTAriOO7Ft9QXfVuc/zB6LGEULgj8xCAFAuXtcmyGjAJc7P4V1HuFuIWhia8qBZs2Zh1qxZNX6vprLS8PBwlJTwSoyvpOUWw2YXMAfoalyHWVWnNiEI0EvILrLg6LliZVITUct2rrAcp/NKIaHui3cXOb/32xkG3URq93tmIbKLymEy6NCpliassvatAhGgl1BYZsXJnBIk1nORn4gqZRdZcL6kAhKAdhGB9R5/Wftw/HG2ELuOnMPt/Tt4foDUbE3qXk7qIu+73TY8sN4u8wF6HTq1cXywyluMEREddGa520YEIshY+/XajkrQzWZqRGq3y7meu2tsKAL0dZ8yGnQ6dIhkMzWipvjzrCPLHRNmhtFQf3gmV558dySHn7UqwaC7BZCD7oZcOQMc+3ACwA/Hczw2JiJSF7mJWn3VL23DHdmuEosNp86zwolIzeTS1cvaRTTo+Itac103UVPIpeXxkQ07V7+4dQgCA/TIL63Ar5xvqsCguwVQMt0NDLq7OTuc/3Asl+uyiAgAlP256+sLodNJaBNqBgCcZIMXItWy2uxKE9Ye7Rq2dWuCM9P9lzNrR0QNI2e641sFNeh4vU5S9vLmum51YNDdAhw952ii1tBMd6eYEOh1EjILypCeW+rJoRGRSvzlvHjXvlX97yOx4XLQXezRMRGR5xzKKECxxYZgox7xkQ0LBCrnPi+4ETXGH86gu30Dg26gssRcXgZC/o1Bt8bZ7ULZL7dtA06WAcBk0Cv78LLEnIjKKmxIy3WcRDfk4l1MmOPE+wRPvIlUS+7r0jkmFLp6+sHIYp1zPy23BFab3WNjI9ISIQT+bGR5OQB0b+sIun9KOw+LlfPN3zHo1riMgjKUWGzQSxJiwkwNflxXZ4k5m6kR0ZGsIggBhJgMCA8MqPf4WOd7DTPdROq111la3jW27q7lVbUKNiJAL8FqFzidx0o5ooY4nVeKYosNep2kVIs0RNsIM0LNBpRb7eyjoAIMujXuqLMkNDbcDIOu4f/dnZ1bg8j78hJRy3WkSml5fTsgAMx0E6mdEAJ7T5wHAHSNa9h6bgDQSRLnP1Ejyeu520YENupcXZIk5aIYk2T+j0G3xjW2c7lM7lB85FwRCsoq3D4uIlKPv7IcJwQNfR9RSkxzSriVCZEKHT1XhNxiCwL0Ei5q5H7b8vw/kc1KF6KG+PNsw3umXEiuTJUrU8h/MejWOGU9d0TDy1UAIDwwAK1DTBAC+DmdJStELdlfjTwhiAoxQa+TYLHZkVlQ5smhEZEH/HjckeW+pE0IDPXsz30huTz2OINuogaRe6bIF6waQ8507z2Ry4vcfo5Bt8bJEzmmCRP5khhHtjs1/bxbx0RE6qJUzDRiK5M2oVzXTaRW+5T13A0vLZfJgQPnPlHDpDvP1eXPzcZIiAqGOUCHwjKrstc3+ScG3Rp3xtnIJDqk8RP5ktaOoPtAWp47h0REKlJuteFETuO2HQQqL/Rx6yAi9fkpzXGxXe7v0hhypptruokapjlBt14nKfOUOw75NwbdGiZEZffQpgTdndrIme48CMGSFaKW6Hh2MewCCDbq0Sqo/s7lMmVdJ7NdRKqSXVSuBMzyeUBjyHM/nduGudXOnTsxduxYtG3bFpIkYdOmTXUeP2XKFEiSVO3WvXt35ZiUlJQajykr47Igb7FV6fTfpglVqQDQxRl07z/JylR/xqBbw86XVKCswvGBFxVibPTjE6KCoddJyCm24NR5bv1B1BLJ67nbNbBzuUzJdGcz20WkJnJ1W7uIQASbDI1+PLcN84zi4mL06tULr776aoOOf+mll5CRkaHc0tPTERkZib///e8ux4WFhbkcl5GRAbO5acEfNV5mQRkqbAJ6nYTIoMafqwOVFSmsTPVvjX83JdU47QyUIwIDENDIRigAYDTokBgVhKPnivFT2nnERzZsPScRaYfcDCkuvHFdVWPDHdU1zHQTqYucLWtKaTng2DYsNsyM9POlOJ5djISoxnU/p5qNGjUKo0aNavDx4eHhCA8PV77etGkTzp8/j6lTp7ocJ0kSYmNj3TZOapw0Z1VJ6xATdLqGX9iu6uLWIZAkx37fWQVlTc6Yk2cx061hSml5E9aIyC5yruv+9TQ7mBO1RHLQ3Niuqq1DHMefYaaLSFV+cgbdnWIaX1oukytd5Gau5HsrV67E8OHDkZCQ4HJ/UVEREhIS0L59e1x//fU4cOBAnc9TXl6OgoIClxs1Xfr5pq/nlgUa9Yh3NjqV+zGQ/2HQrWHyyW5UcNPKVQAo+3P+wqCbqEWSG6E1dgeESOf7TkGZFcXlVrePi4jcr8Jmx8FTeQCanukGHNsGAsCZPK4N9gcZGRnYsmULZsyY4XJ/165dkZKSgk8//RRr166F2WzGwIED8ddff9X6XMuWLVOy6OHh4YiPj/f08DVNbqLWuhlBN1DZf4El5v6LQbeGyZnu5kzkjs6g+7fTBbBz/z+iFkcOuuWOxA0VaNQjMEAPAMjI54k3kRocOlOAcqsdISYD4ho556uSL/Zn5rPSxR+kpKQgIiICN910k8v9V155Je6880706tULgwYNwvr169G5c2e88sortT7X/PnzkZ+fr9zS09M9PHptk6tBmlsSLlemMNPtvxh0a1hlprvpQXf7VkEI0EsoLLdybSZRC1NUbkV2UTkAICas8e8jkcqJN4NuIjWQT9gvaRMCXSMaJ15Ibt56hnPf54QQWLVqFSZOnAijse7KR51OhyuuuKLOTLfJZEJYWJjLjZquOduFVXVJG0dlys+n8mGxctcAf8SgW8Mq13Q3vbxcr5OUJigsMSdqWU46L7SFmQ0IMja+76ac7cpgtotIFeTS1KZsFVaVfLGfc9/3duzYgSNHjmD69On1HiuEQGpqKuLi4rwwMgKAtFzndmHNDLrjws0INulRbrXjcAbX2fsjBt0adqYZe3RXJZeYs5kaUcvS1PXcMma6idTlQLrcRK3p67kB17nPpWnuUVRUhNTUVKSmpgIAjh8/jtTUVKSlpQFwlH1PmjSp2uNWrlyJ/v37o0ePHtW+t3jxYnz55Zc4duwYUlNTMX36dKSmpmLmzJkefS3kUGqxKdVkbUKbV16ukyRc4mx+LPdlIP/CLcM0qqzChuwiCwD3Bd3MdBO1LE3tXC6TS0wzChh0E/m77KJypOeWQgJwcevmbfPVKjgAEoAKm0BOsaXZTaII2LdvH4YOHap8PXfuXADA5MmTkZKSgoyMDCUAl+Xn52PDhg146aWXanzOvLw83H333cjMzER4eDh69+6NnTt3ol+/fp57IaSQO5cHGfUINumb/XwXtw7BwVP5+PkUz9f9EYNujZKz3OYAHYKNzZvIF13QTK2p+wgSkbqczG5eg5dIucSU24YR+b1UZ2l524jAJi0nqcqg0yEiKADnSyqQkV/KoNsNhgwZAiFqrxpISUmpdl94eDhKSmrftu3FF1/Eiy++6I7hUROcrlKRKjWjh4Kso/Ni2c/MdPsllpdrlDsncrtWgUoztZPcc5OoxVAy3U3sYhyprOlmppvI3yml5c1czy3jtmFEdZOXXjVna9+qLnaWlx/JKuJWnX6IQbdGuWs9N+C4Yt0hMgiAYzsRImoZlO3CmtC5HKiybRDLy4n8ntxE7ZIYNwXdbKRIVCc56I50U9DdKsiIyGAj7AL4jefrfodBt0adLXA0ZmgV5J6JLHcwP5TBdSJELUGpxaYEy81tpJZXUoFSi81tYyMi97LZBQ6m5wEAOrVpXhM1GRspEtXN3UE3ULkklCXm/odBt0ZlFTomckRQgFueLyGKmW6iliQtt7LBS4ipaes7g4x6mAyOjxlmu4n8119ZhSi22GAO0KF9RKBbnlPeNox7dRPVTG4y6tag21lizmZq/odBt0adK3Rkut0VdCc6M90sVyFqGU45u6q2CW16XwhJkio7mLOZGpHfkrPcF0WHuK1ZKuc+Ud3OeiDTfTGbqfktBt0aleUMulsFumcid4gMguR8XjmgJyLtSndmupvbdVjpYM5sF5HfSnUG3Ze4qYkaUHVNN+c+UU3kfgfuLS93zOETOSXIL61w2/NS8zHo1qgs55rucDdlus0BeqWD8eEMZruJtO7UecfJQOvQpq3nlrGZGpH/U5qotXZf0C0HEmcLymCz177VFVFLVGKxoqDM0WHcnUF3iNmA1s4mylwS6l8YdGuQEALniuRGau4JuoEq67oZdBNpXrqzvLx1M3dAkE8mzrDElMgvlVis+PNsIQDgYjdmulsFGaGTAKtdILuIFXJEVclN1AID9AgyNq1vSm14vu6fGHRrUEGpFRarHQAQ7qbycqByXTevnBFpn5zpbtPM8nL5wh+XpRD5p19O5cMuHBfI3Jlx0+kkRASxgzlRTeQ50SrYfckxWWI0z9f9EYNuDZI7lwcb9TAa3PdfnKA0U2NHRCKtqywvb17QHeG88HeOmS4iv6Ss53ZjabksItARUDDTTeQqQ2mi1rzP2JrImW6er/sXBt0aVNm53H1XrIHKSXw8uxhlFdxzl0irCsoqlAYszQ26w5npJvJrB51djuWux+4k76CSxflP5ELucxLlxuoSmVyZeiSrCOVWnq/7CwbdGpTl5u3CZBGBAQg1G2AXwF9ni9z63ETkP07lOrLcoWYDzAH6Zj1XeJVMlxBspkTkb1LlJmpuXM8tk5e48aIbkatMD2wXJosKNiLYpIfVLni+7kcYdGuQXF7u7ky3JEnoEOnIdh/O5DoRIq1Kr7JHd3PJQXdZhR1F5dZmPx8Ruc+5wnKcyS+DBKBjtAfKy1npQlQjuby8lZvP1QHH+brSh4nN1PwGg24NUsrLA93fnEEOun/PKHT7cxORf5DXc0c3s3M54NhuMNCZLeeJN5F/+eV0HgCgbUQgAo3Nq2qpiXwewrlP5OqsB8vLgco+TGym5j8YdGuQp8rLgSpBNzPdRJqVnuu+TDdQtcTc4pbnIyL3OJjuaLR0kQfWcwNVejqwkRqRC6WRWohngu5ENlPzOwy6NSirQN6j2/0TWSkvzyjg+kwijXJX53JZOLNdRH7pl9POoNsDpeVAld0LOPeJFBU2u9LRP9ID5+pA1SRZIc/X/QSDbg2S13SHe6C8vH2rIEgScL6kgh+iRBp1yrmmu3Wo2S3PV7muk3v1EvkLIQR+9mDncsB1TTdP/IkccpxVX3pJQojZ4JGf0TYiEDoJKCyz4mwBz9f9AYNuDZKDYU9kuo0GHeLCHSfihzO5rptIa4QQHst0s7ycyH9k5Jchu8gCvSQp6z/dTZ77pRU2FFu4dRERUCU5FhQAnSR55GcE6HWICw8EAPxxlufr/oBBt8aUVdhQUOboEOyJNd1A1WZqXNdNpDUFZValy3i0m9aasbzcvyxfvhwdO3aE2WxGnz598O2339Z67JQpUyBJUrVb9+7dvThi8gQ5y90+MhBGg2dOB80BepgDHM/N+U/k4MmGx1W1b+UIuv9kkswvMOjWGHkiB+glBHmgEykAdIh0XBE/zKCbSHNOO7PcYWYDTAb3vIfI2xeymZLvrVu3DnPmzMGCBQtw4MABDBo0CKNGjUJaWlqNx7/00kvIyMhQbunp6YiMjMTf//53L4+c3O3nU4713Be39sx6bhnXdRO5OufBhsdVtW/lSJL9yUy3X2DQrTHySW14YAAkD5WsxEc6r5ydLfLI8xOR75zOcwTdUW7YLkxWWV7Ok25fe+GFFzB9+nTMmDED3bp1Q3JyMuLj47FixYoajw8PD0dsbKxy27dvH86fP4+pU6d6eeTkbnITtY7Rniktl7HShciVvMtQeKBnmqjJ4uVMN4Nuv8CgW2NynWsmw8yeu3oW77xyduRcEaw2u8d+DhF53xln0N3ajUF31WZK5DsWiwX79+/HiBEjXO4fMWIEdu/e3aDnWLlyJYYPH46EhIRajykvL0dBQYHLjfyLEAK/einoZiNFIleVvZc8nOl2Lgf9K6sIdjsbGfoag26NyS12Bt0eXCfSOtQEk0EHi9WOk879fIlIGyoz3e67Ah9RJdPNDsa+k52dDZvNhpiYGJf7Y2JikJmZWe/jMzIysGXLFsyYMaPO45YtW4bw8HDlFh8f36xxk/tl5JfhfEkFdFLlhXRPUTLdrHQhAlAZdId7OOiODTPDoJNQYrEpn+3kOwy6NSbHGXSHemgLAgDQSRKbMxBplLymO9qNmW75ImCFTSC/tMJtz0tNc+HSIyFEg5YjpaSkICIiAjfddFOdx82fPx/5+fnKLT09vTnDJQ/47Yyj+qB9qyCPNVGTKT0dWOlCBKCye3mEh8vL9ToJbSOcHcx5vu5zDLo1JrfY8aHmyfJyoLI5A7chINKW0x4oLw/Q6xBscjRl44m370RHR0Ov11fLamdlZVXLfl9ICIFVq1Zh4sSJMBrrPlE0mUwICwtzuZF/kUvLE6M8m+UGKitdOPeJHOSqD083UgOqdDDP4vm6rzHo1pgcL5SXA5XlaGzOQKQtnigvB9jB2B8YjUb06dMHW7dudbl/69atSEpKqvOxO3bswJEjRzB9+nRPDpG8RM50e3o9N1BZQsvyciLHBUxvbRkGVJ6v/8Xmxz7nuRpk8gllTbcHy8uByitnLFch0o6yCptyMhAd6r5MN+BY13k6r5Qn3j42d+5cTJw4EX379sWAAQPw5ptvIi0tDTNnzgTgKA0/ffo03nnnHZfHrVy5Ev3790ePHj18MWxys9/OyJluzwfdcmCRVcC5T1RYbkVZhaMJsafXdANQysuPnWPQ7WsMujUmxwvdywEg3tkR8UROCcqtNrft50tEvpOR71hnZjLoEGpy78dD5bZhFrc+LzXOhAkTkJOTgyVLliAjIwM9evTA5s2blW7kGRkZ1fbszs/Px4YNG/DSSy/5YsjkZjlF5cpcT/BC0C3P/dxiS4P7BxBplXxhOzBA75Vz57hwMwDg2Llizj8fY9CtMZXdyz37X9sqKADBRj2KLTYcO1eMbnFcs0ekdmeqlJa7+4NZbu4o950g35k1axZmzZpV4/dSUlKq3RceHo6SEu5UoRVyaXlsmBmBRs+f9Ic6kwBWu0BBqdUr2T0if+Wt7cJkMWFmSHBk2LOLLGjt5io2ajiu6daYHOcJbaiHM92SJCnN1Lium0gbPNG5XBZWJdtFRL5zKMMRdCdGe76JGgAYDTqYAxynmzm86EYtXJaXtguTGQ06JdBmiblvMejWkBJL5ToRT5eXA1zXTaQ1p/I8GHQ7M905LC8n8qnfnUF3QqTnS8tl8jkJL7pRS1fZRM2z24VVFSuXmGcXe+1nUnUMujVEPpkN0EvKVWVPkjPdf2XxyhmRFpzxaNDtOOk+X8KTbiJf+t15oVzuzeIN8vKSHAbd1MIpQbcXl1m0DWczNX/AoFtDKjuXB3ilUYKc6T7CoJtIEyqDbvdfgQ91lpfzpJvIdypsdhx1nnh3iAz02s9lppvIIavQ0cTQG9uFyeRmaseZ6fapJgXdy5cvR8eOHWE2m9GnTx98++23dR5fXl6OBQsWICEhASaTCRdffDFWrVrVpAFT7XK9tEe3rJ0z6D6ZU4yyCptXfiYReY5nM91yIzWedBP5yvHsYlTYBAID9B6Z57VhTwcih3PKmm7vlZfHKduGMej2pUa3uF63bh3mzJmD5cuXY+DAgXjjjTcwatQoHDp0CB06dKjxMePHj8fZs2excuVKXHLJJcjKyoLVam324MlVdpHcRM07TekjAis7mB/PZgdzIjWz2wXOOLcR8kSmW8505ZVUwGqzw6BnoRWRtx12rudu3yrQq1sHhbKnAxGAym0zw72Y6W7rzHSn5ZagwmZHAD9/faLRv/UXXngB06dPx4wZM9CtWzckJycjPj4eK1asqPH4L774Ajt27MDmzZsxfPhwJCYmol+/fkhKSmr24MlV1fJyb5AkScl2c103kbrlFFtgsdohAWgV7P6gO8RkgHyKf76kwu3PT0T1kxufdvDiem6gank5u5dTyyYnyLwZdLcKNsKo18FqF0jP5faPvtKooNtisWD//v0YMWKEy/0jRozA7t27a3zMp59+ir59++KZZ55Bu3bt0LlzZ8ybNw+lpaW1/pzy8nIUFBS43Kh+lUG397Zfbxfh+OA+wm3DiFRNLi2PCAqAQef+q+A6nYRgE0vMiXzJZ0F3IBupEdntQvn882bQrZMkZV03S8x9p1HRWXZ2Nmw2G2JiYlzuj4mJQWZmZo2POXbsGHbt2gWz2YyPP/4Y2dnZmDVrFnJzc2td171s2TIsXry4MUMjVH6YeWtNN1DZTO3Ps8x0E6mZJ9dzy8ICDSgqtzr36g312M8hopr5onM5AISykRoR8korYLMLAN5NkAGObcNO5pawmZoPNSmdceE6ICFErWuD7HY7JEnCmjVr0K9fP4wePRovvPACUlJSas12z58/H/n5+cotPT29KcNscbxdXg5UBt1/ZTHTTaRmp51Bd5QH1nPL2MGYyHcKyyqUee7toDucjdSIkOMsLQ826b3e1yQmzJHpTj/P8nJfadRllujoaOj1+mpZ7aysrGrZb1lcXBzatWuH8PBw5b5u3bpBCIFTp06hU6dO1R5jMplgMnmvq6ZWyJnu0EBvlpc7gu4TOSWwWO0wGticgUiNMpQmah7MdDPoJvIZuSItMtiIEJN3s2xhVfbpritRQ6RlvmiiJmsT5vhsT+Oabp9pVIRkNBrRp08fbN261eX+rVu31toYbeDAgThz5gyKiirLj//880/odDq0b9++CUOm2sgNSryZ6Y4MNiIwQA+bXbBkhUjF5PLyqGDPBd3sYEzkO0edDU/li+XeJJeXW6x2FFu4xSi1THITNW+ep8tiQis7mJNvNDotOXfuXLz11ltYtWoVDh8+jAcffBBpaWmYOXMmAEdp+KRJk5Tjb7/9dkRFRWHq1Kk4dOgQdu7ciYcffhjTpk1DYKD33/i1LLfI++XlkiShbYRjIh89x3XdRGpVuabbg+XlLDEl8pkjzs/otj4Ius0Behid5bS5vOhGLVSODzqXy9qEOi6on8othd25rpy8q9FB94QJE5CcnIwlS5bg8ssvx86dO7F582YkJCQAADIyMpCWlqYcHxISgq1btyIvLw99+/bFHXfcgbFjx+Lll19236sgl6vHIV5uziBfNT/CbcNUb+fOnRg7dizatm0LSZKwadOmeh+zY8cO9OnTB2azGRdddBFef/11zw+U3O50nqO8PMqj5eXO7uUlPOkm8rbKTLfZJz+/soM5tw2jlinHB53LZVEhJugkwGKz42xhmdd/PjVyTbds1qxZmDVrVo3fS0lJqXZf165dq5Wkk3vlOU9iJQkIMuq9+rPlq+bMdKtfcXExevXqhalTp+LWW2+t9/jjx49j9OjRuOuuu/Dee+/hu+++w6xZs9C6desGPZ78Q1mFTSl782QjNaWDMTNdRF531IeZbsAx/7OLLKx0oRZLKS/3QdCt10mIDjEhq7AcaTkliAtntbG3eTclSh5zvqQCABBiMkDn5QYl7Rh0a8aoUaMwatSoBh//+uuvo0OHDkhOTgbgaJK4b98+PPfccwy6VSTT2UTNqNch1IMNllheTuQbZRU2ZS2nr4Luqs3UiFoiXzZSA4A2YWZH0J1bgv4XRflkDC0ZW01rxHlnptuTJ8y1UTLdWcVcJ9LC7NmzByNGjHC5b+TIkdi3bx8qKip8NCpqrKrruT3ZVZgn3US+cTKnBHbhqISL8NEJP3cvoJZOznSH+6CRGgDEONd1p7OZmk8w6NYIubzc2+u5Acc2BHqdhNIKGzIKuE6kJcnMzKy2XWBMTAysViuys7NrfEx5eTkKCgpcbuRbZ/I9v54bqCwvP19i4QU6Ii+qWlruq+26QlnpQi2cvHOHL8rLAUemG2AHc19h0K0RleXl3p/IBp0Osc6JzGZqLc+FJ3BCiBrvly1btgzh4eHKLT4+3uNjpLpVbhfmufXcQGWm22YXKChjJQSRt8ifzW3DfdNEDahS6cKeDtRC+bJ7OVCZ6WbQ7RsMujVCvnIc6oNMN1BlXTeD7hYlNjYWmZmZLvdlZWXBYDAgKqrm9ULz589Hfn6+cktPT/fGUKkOSnl5qGcz3Qa9Tmn0yBJzIu/xdRM1oGp5ObuXU8tTarEpuwzJnfy9rTLTXeqTn9/SsZGaRijl5T5Y0w1A2av7CJuptSgDBgzAZ5995nLfV199hb59+yIgoOYruSaTCSaTZ4M7apzTXtijWxZiMqDEYlPes4jI8+Sgu50Pg255+ZtcmUfUksjruQP0EgIDvLvLkEzeqzu7qBwlFiuCjAwDvYmZbo1Qyst9lOluy0y3JhQVFSE1NRWpqakAHFuCpaamIi0tDYAjSz1p0iTl+JkzZ+LkyZOYO3cuDh8+jFWrVmHlypWYN2+eL4ZPTVRZXu75iyFyNc75Yp54E3mDEALHzhUD8G2mW270ygtu1BJV3aPbV30Vgk0GBJscAX86s91ex6BbI/J82L0c4F7dWrFv3z707t0bvXv3BgDMnTsXvXv3xhNPPAEAyMjIUAJwAOjYsSM2b96M7du34/LLL8e///1vvPzyy9wuTEWEEDiT52ikFu3hRmpAlb26eeJN5BVZheUosdigkyozXb4Qyu7l1IJlFzr36PZR53KZ/DkvX2wn72HQrRE+z3SHO4Lu7CIL8lk6plpDhgyBEKLaLSUlBQCQkpKC7du3uzxm8ODB+Omnn1BeXo7jx49j5syZ3h84NVleSQVKKxzrzCI93EgNqFwCw2wXkXecyHZkuaNDTDDofXfaJ5+fFJRZYbXZfTYOtdq5cyfGjh2Ltm3bQpIkbNq0qc7jt2/fDkmSqt1+//13l+M2bNiASy+9FCaTCZdeeik+/vhjD76Kliun2LdN1GRy0H2aQbfXMejWCF/u0w0AgUY9WgU53kiOZjPbTaQW8gdveGAAjAbPfyRwXSeRd53McXQqlncZ8ZWqPWfySzn/G6u4uBi9evXCq6++2qjH/fHHH8jIyFBunTp1Ur63Z88eTJgwARMnTsTBgwcxceJEjB8/Hj/88IO7h9/iZft4uzCZvEsJM93exxX0GpGnZLp9N5njwgNxvqQCx84V428dWvlsHETUcGe82EQN4LpOIm87mevIdLfxcdCt10kIMupRYrHhfEkForywnEVLRo0ahVGjRjX6cW3atEFERESN30tOTsa1116L+fPnA3D0bdmxYweSk5Oxdu3a5gyXLpDt4+3CZCwv9x1mujXAbhc+714OVHYwP8Z13USqoTRR89IJsNxIjes6ibzjhJ9kugEuL/GF3r17Iy4uDsOGDcM333zj8r09e/ZgxIgRLveNHDkSu3fv9uYQWwT5M8/3a7rlTHeZT8fREjHTrQGFZVbYhePfvtqnG6hspiZ3SSUi/3cm3/HBG+WF9dwAEGJynHCwvJzIO07mOD6TY8J9n1kONRuQVVjO+e8FcXFxePPNN9GnTx+Ul5fj3XffxbBhw7B9+3ZcffXVAIDMzEzExMS4PC4mJgaZmZm1Pm95eTnKyyv3Wi8oKPDMC9CYHKW83LehVxTXdPsMg24NkNdzmww6BPiwSUqcs5naMa7pJlKNyj26vZvpZqaLyPOEEMqa7phQ/8l0n+f897guXbqgS5cuytcDBgxAeno6nnvuOSXoBlBt+yohRJ1bWi1btgyLFy92/4A1LsdvMt2Oz/rMgjLY7AJ6nW+2L2uJWF6uAUoTNR9muQGgbbjjA/1ETglscuqdiPxaZXm5lzLdbKRG5DXnSypQWGYFAMT4Q3m5M+DgRTffuPLKK/HXX38pX8fGxlbLamdlZVXLflc1f/585OfnK7f09HSPjVdLcpxrun3dSC0iMAB6SYLNLpBVyBJzb2LQrQFKEzUfrucGHFfPAvQSLFY7Tp9n2QqRGpzxdqZbznQVWyAEL84RedIJZ2l5ZLDRK7sT1CeUF9186sCBA4iLi1O+HjBgALZu3epyzFdffYWkpKRan8NkMiEsLMzlRnUTQlRZ0+3bc3WdTlK2B2UzNe9iebkGyJluX3YuBxwTOTbMjPTzpTiaXYQOUUE+HQ8R1c1itSOr0HH13Wtrup0nHFa7QFG5FaE+ft8i0jJ5Pbc/NFEDXC+6UeMUFRXhyJEjytfHjx9HamoqIiMj0aFDB8yfPx+nT5/GO++8A8DRmTwxMRHdu3eHxWLBe++9hw0bNmDDhg3Kc/zjH//A1Vdfjaeffho33ngjPvnkE2zbtg27du3y+uvTsoJSK6zOClBfZ7oBR2XbuaJynM4rQ58EX4+m5fD9ZU9qNvmKsa/26K4qjs3UiFTjbEEZhAAC9JLXTgRMBj2Mzt4Tecx2EXmUsp47zPdN1ICqy0sYdDfWvn370Lt3b/Tu3RsAMHfuXPTu3RtPPPEEACAjIwNpaWnK8RaLBfPmzUPPnj0xaNAg7Nq1C59//jluueUW5ZikpCR88MEHWL16NXr27ImUlBSsW7cO/fv39+6L07icYsfF7cAAvU97L8m4bZhv+D5Ko2ZTtgvzcckKULmum9uGEfk/uYlaZLARujoa57hbiNmA3GILzpdYEB/JihgiT6kMuv0s080Lbo02ZMiQOpfkpKSkuHz9yCOP4JFHHqn3eceNG4dx48Y1d3hUB7mJmq/36JZVbhvGoNubfH+5hZpNaaTmD5luZwfzowy6ifye3HvBW+u5ZfJ7FffqJvIsZbswPwm62UiNWiK5iZqvGx7Lopjp9gkG3RogXzH2i0x3hLODeXaJj0dCRPXx9nZhshBl2zBmu4g86ZTzwlrrUD8pL2emm1ogf810n85j93JvYtCtAfl+0r0cAGLDHJnuzIIyFJdbfTwaIqqLtzuXy0K5rpPI48oqbEqjRH8JukOVC27cvYBajpwieWtf/wi6o4Id7wenzzNB5k0MujUgr9S5ptsPgu4Qs0H5UD2ezWZqRP5MznS3DvVO53JZiMlx4sFsF5HnZOQ7slgmg84vlp8BlecpFTaBYovNx6Mh8o5cJdPtH/MwypnpLiizopTz0GsYdGuAv+zTLWvrXNfNoJvIv/lsTbeZ2wYRedopZxYrOsQEyYuNEutiMugQoHeMhfOfWopsZU23f2S6AwP0MBkcIeDZApaYewuDbg3wp/JyAIh1djBn0E3kv4QQvlvTbWJ5OZGnnfaz9dwAIEmSEniwpwO1FLl+tqZbkiS0CnJkuzMZdHsNg26Vs9rsKHSunQ72g0ZqABDHoJvI7+UUW1ButUMCEBXs3fLyUDZSI/K4Uz6qZKmPfNEtlxfdqIWoXNPtH+fpANAq2HEBgJlu72HQrXIFZZXNyoKN/jGZ5W3DjjHoJvJbchYsIigABr13PwrYSI3I8+Tycn/KdAOVQTe3DaOWwt+6lwNApDPTzaDbexh0q5z8oRUYoIde5x9rtpRM97kidicl8lO+Ki0HqjRS45pOIo9RGiWGeLeSpT7s6UAtid0ulAvM/rKmGwBaBctBd7mPR9JyMOhWubxS/1rPDQAxYWZIcGThc/ihSuSXlCZqPsiCVWa6WV5O5Cn+tke3jHt1U0uSX1oBm92RgArzp/Jyrun2OgbdKqc0UfOjiWw06JTtCLium8g/VWbBvH9CHuw86S6tsKHcyu1KiNzNYrUrZaN+t6bbeb6SX8qgm7Qvp9iRSQ426b2+lKsukXKmO59Bt7f4z/8+NYm8R3ewH2W6gcp13cfPMegm8kdy0B3lg9LTIKMe8g5G+cx2EbldZn4Z7AII0Et+tY4UqMx0M+imlkBuohbmR6XlQGWm+2whg25vYdCtcpV7dOt9PBJX8rruo9lFPh4JEdXEV3t0A4BOkpTGj3k88SZyO6WJmh/t0S0LZiM1akHkZZb+FnRHKt3Ly9l/yUsYdKtcnp/t0S2Tg+4TLC8n8ku+LC8HqnYwZtBN5G6nfNgosT7K3OcFN2oBlKA70L/O0yOcmW6L1c7+Cl7CoFvl8v2wkRoAxCpBd4mPR0JEFyoqtyrvHb46KQ8xM9vlK8uXL0fHjh1hNpvRp08ffPvtt3UeX15ejgULFiAhIQEmkwkXX3wxVq1a5aXRUlOc8mGjxPoo5eU80acWIKfIsabb3zLdAXqd0tSU24Z5h39FatRo8omzv67pPpFTDLtdQOcn25kRUWXpaYjJgECjb5amMNvlG+vWrcOcOXOwfPlyDBw4EG+88QZGjRqFQ4cOoUOHDjU+Zvz48Th79ixWrlyJSy65BFlZWbBarV4eOTVGBjPdRH4hV8l0+1fQDTj26i4ssyKzoAzd4sJ8PRzN869IjRpNzhL5W9AdHWKCXpJQbrUjo6AM7SICfT0kInI6lev7rYRCuK7TJ1544QVMnz4dM2bMAAAkJyfjyy+/xIoVK7Bs2bJqx3/xxRfYsWMHjh07hsjISABAYmKiN4dMTSBvAyR3KPYnVdd086I8aZ2/NlIDHHt1n8wtYQdzL2F5ucr54z7dAKDXSYgJc5zQs4M5kX9Rmiz5RdDNbJe3WCwW7N+/HyNGjHC5f8SIEdi9e3eNj/n000/Rt29fPPPMM2jXrh06d+6MefPmobS0tNafU15ejoKCApcbedcZeXcCPwy65blvF0CRhRUTpG3Zcnm5n63pBqp0MC8o9/FIWgYG3SqX76eN1IDKdd3Hcxh0E/mT9PO+baIGVMl2scTUa7Kzs2Gz2RATE+Nyf0xMDDIzM2t8zLFjx7Br1y78+uuv+Pjjj5GcnIyPPvoI9913X60/Z9myZQgPD1du8fHxbn0dVDchBDKcmSt/DLqNBh2Mzv2Kua6btC7XT7uXA5UdzDO5ptsrGHSrnL9mugEglnt1E/klf8p086Tb+y7cQkoIUeu2Una7HZIkYc2aNejXrx9Gjx6NF154ASkpKbVmu+fPn4/8/Hzllp6e7vbXQLUrKLOixGIDAESG+F/QDVQ2UuRe3aR1OX68prsy082g2xv8L1KjBhNC+G0jNaDKtmHMdBP5FbmzsS+Dbrlral4p13R7S3R0NPR6fbWsdlZWVrXstywuLg7t2rVDeHi4cl+3bt0ghMCpU6fQqVOnao8xmUwwmfyvgVdLkenMcoeYDDAZfNMosT7BJgNyiy1cXkKaZrMLnC+RM93+d54ubxsml8CTZzHTrWJF5VbY7I4N7f0y0x3mLC/nXt1EfuWUH5WXny/mSbe3GI1G9OnTB1u3bnW5f+vWrUhKSqrxMQMHDsSZM2dQVFSk3Pfnn39Cp9Ohffv2Hh0vNU1GvmN++2MTNVmIyXExgBfdSMvOl1ggBCABCPXD8vKIIMeYzhUy6PYGBt0qJl8hNup1MBr8779SznSn55agwmb38WiICAAKyiqUChm/KC9nealXzZ07F2+99RZWrVqFw4cP48EHH0RaWhpmzpwJwFEaPmnSJOX422+/HVFRUZg6dSoOHTqEnTt34uGHH8a0adMQGMhdKfyRP6/nlgUb2UiRtE9ezx1sMkDvh136IwIrg267M4lHnuN/6VFqsMrScv8sH2sVbIRRr4PFZsep86XoGB3s6yERtXjydmGhZgPMAb577+CWYb4xYcIE5OTkYMmSJcjIyECPHj2wefNmJCQkAAAyMjKQlpamHB8SEoKtW7figQceQN++fREVFYXx48dj6dKlvnoJVA856PbvTDcvupH2yWXb4X64nhuoHJfVLpBXWuHX7xlawKBbxfL8uHM5AOgkCbHhZqTlluB4dhGDbiI/oDRR82FpOVD5vlVsscFitftltY5WzZo1C7NmzarxeykpKdXu69q1a7WSdPJfGfJ2YT6e43WRG6nxohtpmZzpDvXD9dwAYNDrEGIyoKjcinOF5Qy6PYxnOSomr4XyxyZqMmXbsOwSH4+EiAD/aKIGAEEmPeRiO2a7iNxH3v7Hn0+glS0DWV5OGpZT5DhP99dMN8B13d7EoFvF/D3TDVTpYM5makR+Id0PtgsDHJUwwSwxJ3I7NazpVpaX8IIbaViOkun246BbXtddxG3DPI1Bt4r583ZhMnYwJ/Iv/pLpBnjiTeRuQojK8nIVBN35zHSThuUoa7r99zw93LltGDPdnsegW8XkoNufM92V5eUMuon8QXquf6zpBiqbQLLElMg9CsutKLbYAACRIf4fdHPLMNIyubw8TA2ZbgbdHsegW8Xkkkx/znTHhTu2lDmTX4qyCpuPR0PUsgkhlKA7xlmF4kvsYE7kXhl5jhLREJMBJoN/7mwCcE03tQxyI7UwrukmMOhWtcpMt/9+sIaZDQgM0EMIIC2XzdSIfCmn2IJiiw0SgGg/yHSHOK/+s5EakXtk5DtKy/25iRrALcOoZcgudgSyYX7avRyobPJ2rohBt6cx6FYxNazpliRJaabGEnMi35IvfLUKNvrFFl3yifd5ZrqJ3CKrwHHirJagu9xqZxUcaZY6Mt1c0+0tvj/roiZTQ/dygOu6ifxFZWm577PcQGWVDktMidzjrHO7sFZB/h10mwN00EuOTQM5/0mLKmx25W+ba7oJYNCtagUqyHQD3DaMyF+czHEE3W1Cfb+eG2D3ciJ3O1voDLqD/fckH3BUwQWb2UyNtOu8M8stSf6dHAt3ruk+X1IBi9Xu49FoG4NuFVPKy43+O5kBINbZTO0Yg24in5LLy9v4wXZhALhPN5GbnXWWl/t7phsAQoyOSpfzxbzoRtqTXVS5R7dOJ/l4NLULMRmUqpNsruv2KAbdKlVhsyvbgvjzFTSgcq9uZrqJfCstx386lwNspkTkbmopLwcqL7px/pMW5RTLe3T7d9WJTpKUbDdLzD2rSUH38uXL0bFjR5jNZvTp0wfffvttrcdu374dkiRVu/3+++9NHjS5fkgFGf23ezlQWV6eVViOonKrj0dD1HKl+d2abp50E7lTZdDt3yf6QGXQXcD5TxokZ43D/bhzuSyc67q9otFB97p16zBnzhwsWLAABw4cwKBBgzBq1CikpaXV+bg//vgDGRkZyq1Tp05NHjRVnqQGGfV+XbYCOD5Y5e0SmO0m8o2yChsynSfk/rKmm3v1ErmPzS6Uk+ZWft69HGCmm7Qtx1le7u+ZbqBKMzWWl3tUo4PuF154AdOnT8eMGTPQrVs3JCcnIz4+HitWrKjzcW3atEFsbKxy0+v9Ozvr79TSuVwW51zXzQ7mRL5x6rwjyx0YoEeon1x5l9+/CsussNrYwIWoOXKKymEXjsZN4X7cLVkW7KzSY9BNWiQHsP68XZgsguXlXtGooNtisWD//v0YMWKEy/0jRozA7t2763xs7969ERcXh2HDhuGbb75p/EjJhVo6l8u4bRiRb1VtoiZJ/lEdU/X9q6CMS0+ImkNuohYR6N+Nm2SVuxewkSJpj5zpVkPQLWfjc5jp9qhGRWzZ2dmw2WyIiYlxuT8mJgaZmZk1PiYuLg5vvvkm+vTpg/Lycrz77rsYNmwYtm/fjquvvrrGx5SXl6O8vPI/vqCgoDHDbBEqO5ero2KAQTeRb8lN1Nr4yXpuANDrJAQG6FFaYUN+aQUiVVASS+Sv1NREDahaXs4LbqQ9cgCrhvJy+cJAdjEvgHlSk9KkF2ZJhBC1Zk66dOmCLl26KF8PGDAA6enpeO6552oNupctW4bFixc3ZWgthrzFjloy3XIzNW4bRuQbJ3P9a49uWbDJEXQ73tOCfT0cItWq3KNbbUE3y8tJe+Qtw9Sw1CPMzEy3NzSqvDw6Ohp6vb5aVjsrK6ta9rsuV155Jf76669avz9//nzk5+crt/T09MYMs0WQrwyrbk33uSIIIXw8GqKWR64ykatO/EVliSlPvImao3KPbv8/yQccF9wABt2kTUqmWwXzsbK8nJluT2pU0G00GtGnTx9s3brV5f6tW7ciKSmpwc9z4MABxMXF1fp9k8mEsLAwlxu5ylfbmm7nvsAFZVbksnyFyOvknQNi/WSPbpmybRg7mBM1S5bKystDjPLc5zkBaYsQQsl0h6kh0y0H3Tw/96hGR2xz587FxIkT0bdvXwwYMABvvvkm0tLSMHPmTACOLPXp06fxzjvvAACSk5ORmJiI7t27w2Kx4L333sOGDRuwYcMG976SFkZuPKKWoNto0CE6xIjsIguOZxcjKsR/1pUSaV2FzY7086UAKpd6+AuWmBK5h3rXdHPuk7YUllthce7IoYo13c4dTc6XWGC12WHQN3pzK2qARkdsEyZMQE5ODpYsWYKMjAz06NEDmzdvRkJCAgAgIyPDZc9ui8WCefPm4fTp0wgMDET37t3x+eefY/To0e57FS1QZfdydTRSA4DY8EAl6O6bGOnr4RC1GKfOl8JmFwjQS3633jOEe3UTuYVSXh7s/yf5QGXQXVBmrbM3EJHayGXagQF6GA3+H8CGmgMgARACyC2x+F3vF61oUpp01qxZmDVrVo3fS0lJcfn6kUcewSOPPNKUH0N1kK8My+VZahAXbsavp/PZwZzIy5TS8vBA6PzsxDaY2wYRuUVWoboy3fIFN5tdoKjcilAVlOESNUS2ske3Os7R9ToJoWYDCsqsyCli0O0p/n/5hWokZ4XUUl4OVK4lZdBN5F3ynIvzs/XcQJU13SwxJWqyCptdWUOqlqDbaNAhQO+4CMhKF9ISNW0XJgtjMzWPY9CtUmprpAZU2TbsHINuIm86keOfncuBKus6edJN1GTnCh0n+XpJQohZPecFXNdNWnRORU3UZMq2YcXcNsxTGHSrlFJerqI13fK2YSdyimG3c9swIm857qedywFuGUbkDnLQHR4U4HdLSOoS7FwiV8D5Txqixky3PNZsZro9hkG3CpVV2FBudXRFVFOmu3WoCXqdhHKrHafzSn09HKIWw58z3fKFwzxuG0TUZFnOoDtCRSf5AJeXkDbJJdpqCrory8uZ6fYUBt0qJH846SRHZ0S10OskJdN2jOu6ibzCYrXjtHO7MH8MuivLS60+HgmResmZ7giVrOeWyTuwsNKFtKSykZqKgm7nshSu6fYcBt0qJAfdQUaD6rbYqFzXXeTjkRC1DGm5JbALwByg88ssWGWmywIhuOyEqCnkzuURQf43x+vCNd0Nt3PnTowdOxZt27aFJEnYtGlTncdv3LgR1157LVq3bo2wsDAMGDAAX375pcsxKSkpkCSp2q2srMyDr0T71JjplsfKNd2ew6BbheQunyEqKi2XtY1wrOtmMzUi75C3C4sJM/vlRTr5pLvCJlBisfl4NETqVJnpVs9JPsCguzGKi4vRq1cvvPrqqw06fufOnbj22muxefNm7N+/H0OHDsXYsWNx4MABl+PCwsKQkZHhcjOb/a8qSk1Umenmmm6PU1/URlU6l6untFymZLqzmekm8oajzqoS+YKXvzEZdDDoJFjtAvmlFarqU0HkL86pdE233EiNQXf9Ro0ahVGjRjX4+OTkZJevn3rqKXzyySf47LPP0Lt3b+V+SZIQGxvrrmES1Dkfmen2PGa6VUhuOKTGk1Nmuom860iWM+gO98+gW5Ik5b2Me/USNU1lIzV1remWGyky6PY8u92OwsJCREZGutxfVFSEhIQEtG/fHtdff321TDg1TqnFhsJyR48SNVWeKN3LC5np9hQG3SpUuV2Y+oJuOdOdkV+GEgsbJxF5mpzpbuenmW6g6rZh/LAnagrVl5fzgpvHPf/88yguLsb48eOV+7p27YqUlBR8+umnWLt2LcxmMwYOHIi//vqr1ucpLy9HQUGBy40qyaXlAXpJVc2O5X26SytsPD/3EAbdKlSglJerL+gONQcoJ9jH2cHcLy1fvhwdO3aE2WxGnz598O2339Z5/Jo1a9CrVy8EBQUhLi4OU6dORU5OjpdGS3URQuCos6qkbYT/rtEL4Yk3UZMJIXCuSOVBNzPdHrV27VosWrQI69atQ5s2bZT7r7zyStx5553o1asXBg0ahPXr16Nz58545ZVXan2uZcuWITw8XLnFx8d74yWoRtWqE3/so1Ibc4AOAXrHeNnB3DMYdKtQnooz3UDlyT9LzP3PunXrMGfOHCxYsAAHDhzAoEGDMGrUKKSlpdV4/K5duzBp0iRMnz4dv/32Gz788EPs3bsXM2bM8PLIqSbZRRbkl1ZAAhDnp+XlQGV/Cp54EzVeQakVFqsdABCuuvJyBt2etm7dOkyfPh3r16/H8OHD6zxWp9PhiiuuqDPTPX/+fOTn5yu39PR0dw9Z1dRadSJJklJifo57dXsEg24VUhqpGdUZdMsn/wy6/c8LL7yA6dOnY8aMGejWrRuSk5MRHx+PFStW1Hj8999/j8TERMyePRsdO3bEVVddhXvuuQf79u3z8sipJnJpeetQE4wG/327l7Nd55npJmq0c0WO7Z2CjXq/nuc1YSM1z1q7di2mTJmC999/H2PGjKn3eCEEUlNTERcXV+sxJpMJYWFhLjeqpNaqE8BRjQoAucx0e4S63p0JQJUtw8zqWStSVVvnuu6j3Kvbr1gsFuzfvx8jRoxwuX/EiBHYvXt3jY9JSkrCqVOnsHnzZgghcPbsWXz00UcN+nAnz5ObqPnzem6A2S6i5sgqcJzkh6vwJF+ucikoq4DdLnw8Gv9WVFSE1NRUpKamAgCOHz+O1NRUpRJt/vz5mDRpknL82rVrMWnSJDz//PO48sorkZmZiczMTOTn5yvHLF68GF9++SWOHTuG1NRUTJ8+HampqZg5c6ZXX5uWnCtwXARTW9UJAISZHZ/FuSUMuj2BQbcKqT3TLXcwZ9DtX7Kzs2Gz2RATE+Nyf0xMDDIzM2t8TFJSEtasWYMJEybAaDQiNjYWERERda4HYxMW7/H37cJkXNdJ1HRKZk2FJ/ny3BcCKCxj86a67Nu3D71791a2+5o7dy569+6NJ554AgCQkZHhshTsjTfegNVqxX333Ye4uDjl9o9//EM5Ji8vD3fffTe6deuGESNG4PTp09i5cyf69evn3RenIWrOdMvN1HKLGXR7gjqjthZOzd3Lgcqs27FzxbDbBXQ69TSaaAkubPwhhKi1GcihQ4cwe/ZsPPHEExg5ciQyMjLw8MMPY+bMmVi5cmWNj1m2bBkWL17s9nFTderLdPODnqix1LqGFAAC9DoY9TpYbHbkl1aoMlvvLUOGDIEQtVcDpKSkuHy9ffv2ep/zxRdfxIsvvtjMkVFVatyjWxYayKDbk5jpVqF8FXcvB4DWYSbodRJKK2zIcJbhkO9FR0dDr9dXy2pnZWVVy37Lli1bhoEDB+Lhhx9Gz549MXLkSCxfvhyrVq1CRkZGjY9hExbvOaZ0LldH0M19uokaT+mWHKS+TDfARoqkLXLQrcYLSKHO8nJ2L/cMBt0qI4RQfdBt0OkQG+ZY1y1n4sj3jEYj+vTpg61bt7rcv3XrViQlJdX4mJKSEuh0rm8jer3jBKq2K/JswuIdJRYrTueVAvDv7cIAnnQTNYeaM2sAl5eQtpwrVO9yD7m8/DzXdHsEg26VKSq3wuZsNqLW8nKgstz1KINuvzJ37ly89dZbWLVqFQ4fPowHH3wQaWlpSlOVCxu1jB07Fhs3bsSKFStw7NgxfPfdd5g9ezb69euHtm3b+uplEIC/zjrmVlhggNKR1F8x003UdFmFjooxNZaXA+xgTtohhFDWdLdS4XyUG6nlsLzcI9QbtbVQ8odSgF5S3dYgVcmZtyNspuZXJkyYgJycHCxZsgQZGRno0aMHNm/ejISEBADVG7VMmTIFhYWFePXVV/HQQw8hIiIC11xzDZ5++mlfvQRy+uNsIQCgQyv/Li0HmOkiag6lnJWZbiKfyiupQIXNkRgLU+F8DFPWdHOfbk9g0K0yciZIraXlsrbMdPutWbNmYdasWTV+78JGLQDwwAMP4IEHHvDwqKix/sx0BN3tI4N8PJL6ye9nReVWVNjsCNCr94IikbfJQXcrla/pLihj0E3qJme5Q0wGVX6OhTo/i7lPt2eo7y+ihStQ+XZhssptw4p9PBIibZIz3fGtVBB0V3k/K2C2i6jBKmx2nHdejGemm8i31F51IncvL7bYUFZh8/FotIdBt8rkqXy7MFnbcEfQnV1Ujnyu4yRyuz+VoNv/y8v1OglBRke2K48n3kQNJncZ1klAiFmd5wVc001aoebt+wAg2KiH3rlFLJupuR+DbpVRe+dyWaBRj8hgRykc13UTuVdeiQVnCxwf/u1UEHQDPPEmaopsZzlrWGAAdM6TZbUJ4e4FpBFq30lAkiRuG+ZBDLpVpnJNt97HI2k+rusm8ow/nZ3Lo0OMCFLJUhQ5S8fKF6KGU/tJPlCZRODSElI7eSeBcJX2VwAqS8xz2cHc7Rh0q0y+RsrLgcptw/7KKvTxSIi0RU3ruWVc10nUeHLjJrWuIQVY5ULakaWBi2BKMzUG3W7HoFtltFJeDgDtW8lBNzPdRO4kdy6PV0HnclmwvKab68g8bvny5ejYsSPMZjP69OmDb7/9ttZjt2/fDkmSqt1+//13L46YalO5hlS9mTVecCOtyMx3ZLrl5ZNqFBbIvbo9hUG3yuSXOiaBFjLd7eVM91kG3UTuJGe626tkPTdQ+Z7GRmqetW7dOsyZMwcLFizAgQMHMGjQIIwaNQppaWl1Pu6PP/5ARkaGcuvUqZOXRkx1ydZCpptrukkjzhZoIOg2O95LzjPodjsG3SqjpUy33ODpdF4pisutPh4NkTYIIfB7RgEAdWW6lTXdPPH2qBdeeAHTp0/HjBkz0K1bNyQnJyM+Ph4rVqyo83Ft2rRBbGysctPr1d9XRAvUvkUR4Lqm224XPh4NUdMIIZCpgaA71Bl0M9Ptfgy6VUZupBaigUZqoeYAhDlPFI6ygzmRW5zOK0VBmRV6naRUk6iBsq6TjdQ8xmKxYP/+/RgxYoTL/SNGjMDu3bvrfGzv3r0RFxeHYcOG4ZtvvvHkMKkRNJHpds59uwCKLLwAT+pUUGpFWYUdANBKxcs95PLy3OJyH49Eexh0q4yS6VZJR+L6yEHBnywxJ3KLQ2ccWe72EYEw6NXzFs/ycs/Lzs6GzWZDTEyMy/0xMTHIzMys8TFxcXF48803sWHDBmzcuBFdunTBsGHDsHPnzlp/Tnl5OQoKClxu5Blq3xcYAIwGHQL0ju3OeNGN1ErOcoeYDDAa1PPZe6FQE7uXe4o2IrcWJL9EO93LAcea00MZBexgTuQmh5yl5QlR6iktB9hMyZukC/ZzFkJUu0/WpUsXdOnSRfl6wIABSE9Px3PPPYerr766xscsW7YMixcvdt+AqVbZzr101ZzpBhzzP6+kAvmlFYj39WCImiAjvxQA0ErFpeVA1Uw3g253U++lmBbIarOj0Ln2WQtruoHKdd1HmOkmcgs5050QFezjkTSOvGSG3cs9Jzo6Gnq9vlpWOysrq1r2uy5XXnkl/vrrr1q/P3/+fOTn5yu39PT0Jo+ZaldutSkXqSIC1X2iL1fvca9uUiuliZqKq06AykZqDLrdj0G3ihSUVa510krQrXQw57ZhRG4hZ7oTmemmCxiNRvTp0wdbt251uX/r1q1ISkpq8PMcOHAAcXFxtX7fZDIhLCzM5Ubul+PMcut1ktIBXK1COP9J5TLzHUs91NxEDQBCzZVLvaw2u49Hoy3aiNxaCDkDFBigh15Xcymg2rRr5QgM0s+XoNRiQ6BR3ScORL6UX1qBU+cdJW4dVJfprjzprqvcmZpn7ty5mDhxIvr27YsBAwbgzTffRFpaGmbOnAnAkaU+ffo03nnnHQBAcnIyEhMT0b17d1gsFrz33nvYsGEDNmzY4MuXQXDtXK72+RJk5LZhpG5a6FwOVO4kIoRjPkaFmHw8Iu1g0K0icoMhraznBhwnC6FmAwrLrDiSVYTL2of7ekhEqnXYmeWODjGq7n1CznRX2ARKLDbNVPP4mwkTJiAnJwdLlixBRkYGevTogc2bNyMhIQEAkJGR4bJnt8Viwbx583D69GkEBgaie/fu+PzzzzF69GhfvQRy0kLnchkrXUjt5PJyta/pNuh0CDbqUWyx4XyJhUG3G/GsRkWUJmpmbf23xbcKwqGMAvxxtpBBN1EzyOu5E1WW5QYAk0EHg06C1S6QV1rBoNuDZs2ahVmzZtX4vZSUFJevH3nkETzyyCNeGBU1ltK5nEE3kc9l5strutUddAOOLX2LLTbkFnM+uhPXdKtIXqmjvFxrJ6PtW8nbhrGDOVFz/OYMujuobD034OiorZx4c9sgonppK9PN8nJSt7MaKS8HKtd1s5maezHoVpE854loqMaC7g6RjgDh90wG3UTN8evpfABAx2j1ZbqBKnt1s4M5Ub20sEe3TO5ezqCb1KjcakOOM0BVe3k5UBl0n+dnsVsx6FYROejWWqY73hl0/8mgm6jJSixWZb/7i6JDfDyapmEHY6KG08oe3UDleU3VXVqI1CKrwHEBLEAvaSIxFsptwzyCQbeK5GuwkRpQWV6eWVDGslKiJjqcUQC7cKzvVGt5m3zincegm6he51heTuQX5M7lrYKMqt9JAKiS6WbQ7VYMulVELvPQWtAdZDQgOsQRJPzBdd1ETfLLKUdp+UWt1VlaDgAhzhPvPF58I6pXdqF2gu4QZ3l5AYNuUiG5iVorDTRRAyqXseayvNytGHSrSJ7SvVx7e1nHO/frZtBN1DQ/q3w9N1BlTXcpP+iJ6qNkujVwoh/Mfg6kYhn5pQCAqBD1z0WgsrycmW73YtCtInLJpdbWdAOV67r/yCzw8UiI1EluoqbW9dxAlXWdzHYR1amswoZC5/pnLWS6q67pFkL4eDREjXPqvCPobh2qjT2tle7lrDpzKwbdKpKv0fJyoGoztSIfj4RIfUosVhzJcsydjmouLzfL2S5+0BPVRe6UbNBJCDaqv/pNXtNtswsUlbOZGqnLaWfQHR2ilaCbmW5PYNCtInkabaQGAPHOZmq/ZxbwKjdRIx0642ii1iooQNVryiq3DGPQTVQXebuwsMAATTRuMup1MOgcr4PN1EhtlEy3ZoJuNlLzBAbdKmG3C812LweAthGB0EsSCsqsOONsSEFEDfPzKXk9t3pLy4Gqa7p50k1UF7mJWoQGSssBQJIkpcScQTepiRACp/O0WV5eWG6FxWr38Wi0g0G3ShSWWSEngLW4pjtAr0NbOdudwXXdRI1x8FQeAOBiFZeWA5XvbflspkRUp2wNbRcm47ZhpEb5pRXKkgitlJcHGw2QC2jY3NB9GHSrhNzN12TQIUCvzf+2Ds513YcZdBM1ysH0PADAJW2Y6SZqCTQZdHPbMFIhubQ8PDAARoM2zs91Okn5POa2Ye6jjb+OFkBe4yiXfGhRghx0Z3LbMKKGyiux4EROCQB1dy4HKjPdJRYbyq02H4+GyH9lFzlOhMODNBR0s7ycVEhrnctlSgdzrut2GwbdKqHl7cJkzHQTNd5B53ru2DCz0v1brYKMesgtoXjiTVS7cxpb0w0w6CZ1OnXecdE7WiN7dMtCTY73FjY2dR8G3SqRp+HtwmQJUY6g+0R2MUotzHIRNURqWh4A4GKVl5YDgK5qMyV+0BPV6pwmy8u5ppvUR2mippH13DJmut2PQbdKyFeatBx0hwcGIMxsgF0Af55liTlRQ8hN1C5ReRM1Gdd1E9VPi2u6Q5jpJhWSy8ujNVdezr263Y1Bt0q0hKBbkiSlxPz3TJaYE9VHCKE0Ubu4tfoz3UBlB2OWtBHVTt4yLDxQOyWtleXlVh+PhKjhTmtsj26ZkulmIzW3YdCtEnL3ci2v6QaADlGObN3hDGa6iepz6nwpcoot0OskJERpLNPND3qiGpVV2FBQ5ghMtdVIjeXlpD7ymm6tNlJjptt9GHSrRH4LyHQDlR3MD51hppuoPgecWe6EyCDNbFXCElOiuuU4T4INOklZB60F8pZhnPukFgVlFcoFMK3s0S2Ty8tzWXXmNk06S1u+fDk6duwIs9mMPn364Ntvv23Q47777jsYDAZcfvnlTfmxLZq8vlHzQXdUZQdzIYSPR0Pk3+Qmamrfn7sqdjAmqptcWh4WGABJkuo5Wj3kuc99ukkt0nMdWe5QswHmAO1cAAOqNlIr9/FItKPRQfe6deswZ84cLFiwAAcOHMCgQYMwatQopKWl1fm4/Px8TJo0CcOGDWvyYFsyudRS6+Xl7SICYdBJKCy3Ks0piKhmB9LPA9BW0C1ve8Y13UQ102ITNYAX3Eh9jmcXAwDiws0+Hon7hSnl5ZyP7tLooPuFF17A9OnTMWPGDHTr1g3JycmIj4/HihUr6nzcPffcg9tvvx0DBgxo8mBbMvkENFTl+/DWx6DXoX2rQADAb2fyfTwaIv9VbrXhN+cyjE5tQn08Gvdh93Kiup0r1GjQXWXLMFa6kRocOycH3YE+Hon7hTj36T7P/ipu06ig22KxYP/+/RgxYoTL/SNGjMDu3btrfdzq1atx9OhRLFy4sEE/p7y8HAUFBS63li63BezTLZMbQnFdN1HtDmcUwmK1I8RkQEyYdtaSyes62UiNqGZypjtCa0G38/zGZhcotth8PBqi+mk50y0n+UosNpRVcD66Q6OC7uzsbNhsNsTExLjcHxMTg8zMzBof89dff+Gxxx7DmjVrYDA0LGBctmwZwsPDlVt8fHxjhqk5NrtQyq20nukGgEQ56M5g0E1Um9S0ytJyLa3rZCM1orrJme4IDXUuBwCTQQe9zvFexvlPanDsXBEAbWa6g4x6OKcjl3u5SZMaqV14gieEqPGkz2az4fbbb8fixYvRuXPnBj///PnzkZ+fr9zS09ObMkzNKCitgFxpFdIigm52MCeqj9y5vJOG1nMDXNNNVJ/sIkcViJb26AYc55bKum7Of/JzQggc03CmW5IkhMgdzLltmFs0KoKLjo6GXq+vltXOysqqlv0GgMLCQuzbtw8HDhzA/fffDwCw2+0QQsBgMOCrr77CNddcU+1xJpMJJpN2yiWbSy4tDwzQw6DTxrZAdengDLrP5JfhfLEFrYK1dWJB5A6pzqBbS03UgMoSU5aXE9VMq2u6ASDEqEdBaQUz3eT3sossKCyzQgIQE6a9oBsAQk0GFJRW8PPYTRoVwRmNRvTp0wdbt251uX/r1q1ISkqqdnxYWBh++eUXpKamKreZM2eiS5cuSE1NRf/+/Zs3+hZC/mNvCaXlABBkNKBNqOOiy2GWmBNVk1NUjpM5jq1KLm6traBbLi8vKLPCZmczJaILnSvSZnk5wA7mpB7yeu7WoSYYDdpMiCnbhjHodotGR3Fz587FxIkT0bdvXwwYMABvvvkm0tLSMHPmTACO0vDTp0/jnXfegU6nQ48ePVwe36ZNG5jN5mr3U+3kdv0tJegGgMToYGQVluO3MwVIuiTa18Mh8isHT+UBANpGmDW3jWCwqXKv0/zSCkSy0oXIRbaGM93cq5vUQl7PHavB0nJZqLJtGINud2j02dqECROQk5ODJUuWICMjAz169MDmzZuRkJAAAMjIyKh3z+6WSAgBq9UKm63xHQALS0rQLlSPhPAAwNYy/vB7xATidLYe6efyUFZW5uvheJxer4fBYNBUQyxyaM7cr80fp3LRLlSPvu1DNPeeYABwUSsjyq025OQXIkgf7OshNRvnt3Z4Yj43RpnFhjCjQJhRj0gzNDf/24fqcS5Uj7KyMlV99nOOtzxyprutBpuoyULN8rZhvAjmDpJQwWaIBQUFCA8PR35+PsLCwnw9nEazWCzIyMhASUlJkx5fWFaB/FIrzAZdi8l2W2x25JdaEaCXNLtW5kJBQUGIi4uD0Vg9s6f2OVAXLb+25s792mQXlaOswrFdWGCA9sracksqYLMLtNFQ2V5Lnd+Adl6fp+ZzY1jtdmTml0OSgGgNVoEUlVtRWmFHmNmAMJVl8lvqHNfya6vLjLf3Ydvhs5ialIgR3WN9PRyP+GBvGj5JPYMpSYlYdEN3Xw/HbzV0DrSMCM6H7HY7jh8/Dr1ej7Zt28JoNDb6SmhWYRlMxRaEmAyICNLeh2xNbHY7MvLLIAFIaBMKnU67V4+FELBYLDh37hyOHz+OTp06QdcCGuZpnTvmfk2EELCeK4LdLtAm1KyZoLQqU0E5LDYb2kUEKt1T1YrzWxs8NZ8bq8RihT24BHqdTpMdkwtKK1BQVoGIQCNiVPL6OMdbpuPZzu3CIrSb6ZZ7rJznmm63YNDtYRaLBXa7HfHx8QgKCmrSc+hK7ZAMgNFkhMnUMoJuQMBQKhyNlPQBMGts3eqFAgMDERAQgJMnT8JiscBsVsfJBtXOHXO/JmUVNghdAHR6CSHBgZCgvQtSBqNARYUN+gATzGb1v+dxfqufp+ZzY5WLCkgGKwIMephM2vs7Mtr1kKwSJINRVfOEc7xlKauw4YSzmWlblVwcagqWl7sXL8V5SXOuesodfPUazvZWJykZvNIK36yd8zZeGdcmd/+/llgc88Fk0Gky4AYq3+usGupezvmtDb7+f7Ta7AAAg0bPB+Rfr83/Vz5W4+m/jZ07d2Ls2LFo27YtJEnCpk2b6n3Mjh070KdPH5jNZlx00UV4/fXXqx2zYcMGXHrppTCZTLj00kvx8ccfe2D02vJHZiFsdoEQk0HTzT7ZSM29eBagAvKJp66FNegw6R1djFtK0E3UEKUWKwBH0K1V8nsdtwwjcmXV+EV4zv3aFRcXo1evXnj11VcbdPzx48cxevRoDBo0CAcOHMA///lPzJ49Gxs2bFCO2bNnDyZMmICJEyfi4MGDmDhxIsaPH48ffvjBUy9DE34749jOtmN0sKab54U6q0xzGXS7hXbP2jTEZtP2h2xtjAYdHn9wFqbePr5Bxw8ZMgRz5szx7KAaaPv27ZAkCXl5eb4eCmmMnOk2B+jrOVK9Hn7gHsyZfofbT7xTUlIQERFR5zGLFi3C5ZdfXucxJ06cgCRJSE1NddvYiBpCznSr4Xzg2507EBoY0KDPwffefRvtY6Oh95OgOzExEcnJyT4dw4VGjRqFpUuX4pZbbmnQ8a+//jo6dOiA5ORkdOvWDTNmzMC0adPw3HPPKcckJyfj2muvxfz589G1a1fMnz8fw4YN87vX7m9+O5MPAEiM8t1SE2+Qy8vzuKbbLRh0q4CS6W5h/1tyJs8mBPy5yb4/BfukbXa7QFmF46Rby5luSTnxtrv1eSdMmIA///yzUY+ZMmUKbrrpJreOg6ipfJHplgNib5Cbpnor6G7IhTi12rNnD0aMGOFy38iRI7Fv3z5UVFTUeczu3btrfd7y8nIUFBS43FoaOdOdGK3+LS3rIpeXF1tsKGPVabNp96xNI4QQlWu6NVzCUpMAvQRIAARQbnXvyTeRGpVW2CAgoNdJml3TCUBZqe7uNd2BgYFo06aNW5+TyJsqNF75Jr8sm92/L7arQWZmJmJiYlzui4mJgdVqRXZ2dp3HZGZm1vq8y5YtQ3h4uHKLj493/+D9mM0u8HumM+iO0nbQHWTUK3Myj83Umo1Bt5+zCwEB333Ibtq4Af37Xo7WrULRoV0Mxo4eieLiYgDAu++koM/llyE6IgR/69UD/31jhfK4kydPIDQwAB+tX4dhQwYhOiIEV/ytF77duUM5xmazYdbMu9Cjaye0bhWK3j27Y/mrL1f56ZJyoaHU0vgrbBaLBY888gjatWuH4OBg9O/fH9u3b1e+L1/h/vLLL9GtWzeEhITguuuuQ0ZGhnKM1WrF7NmzERERgaioKDz66KOYPHmykvmaMmUKduzYgZdeegmSJEGSJJw4cUJ5/P79+9G3b18EBQUhKSkJf/zxR6NfB5GsVGmipgc82ETNt/MekKqceNfls88+Q0REBOzOjHhqaiokScLDDz+sHHPPPffgtttuA1BzVus///kPYmJiEBoaiunTp6OsrEz53qJFi/D222/jk08+UeZ31feQY8eOYejQoQgKCkKvXr2wZ8+een6zRM1jtTe+vHzUiGF4aM5sPDRnNtrHRqNDuxgsWfSEEtRaLBb865+PofNFCYiJCsfQQUnKnP125w7ce/cM5OfnIzQwAKGBAXhq6RIAwAdr1+Dqgf0R17oVLk5sj2mTJ+JcVlazXp/8ugQEPvn0U5cmYIsXL4bValWOlSQJb731Fm6++WYEBQWhU6dO+PTTT12e79NPP0WnTp0QGBiIoUOH4u2331aWfm3fvh1Tp05Ffn6+Mr8XLVqkPLakpATTpk1DaGgoOnTogDfffLNZr80XLlxvLP+fV72/pmPqWqc8f/585OfnK7f09HQ3jtj/HTtXhLIKO0wGHWI13LkccPxthCgdzFli3lwMun1ACIESi7VBt4KyCpRV2FButaPUYmvw42q7NebKcWZGBqZOvhMTJ03BvtRfsOXLbbjhxpsghMDqVW9hycIn8MSiJdiX+gsWLv43/r1kEda8947Lc/zrn49h9j8exK7v96L/lVdiwribkZOTA8Cx72m7du3x9nvvY++Bn/HY/AVYvPBxbPzoQ+XxcqlZU5qpTZ06Fd999x0++OAD/Pzzz/j73/+O6667Dn/99ZdyTElJCZ577jm8++672LlzJ9LS0jBv3jzl+08//TTWrFmD1atX47vvvkNBQYFLx9CXXnoJAwYMwF133YWMjAxkZGS4XPVdsGABnn/+eezbtw8GgwHTpk1r9OsgbWjMvK/tllNsQVmFDXZ7455LbfNeVl/QffXVV6OwsBAHDhwA4OjUGx0djR07KoP87du3Y/DgwTU+fv369Vi4cCGefPJJ7Nu3D3FxcVi+fLny/Xnz5mH8+PHKxbiMjAwkJSUp31+wYAHmzZuH1NRUdO7cGbfddptLUEDa5o453ZhbcXkFisoc87mxF+HfX/MuDAYD/rfzOzz73It47ZWXkLJ6JQDg3run4/s9u7H6nTXYs/cn3HTLONx8wxgcOfIX+l85AE8/+zzCwsJw5Hg6jhxPx+w5cwE4g/UnFmP3j/uxdt1HOHHiOGbePb1Zv1MJjhP977Z/jcmTJmH27Nk4dOgQ3njjDaSkpODJJ590OX7x4sUYP348fv75Z4wePRp33HEHcnNzATh6L4wbNw433XQTUlNTcc8992DBggXKY5OSkpCcnIywsDBlflf9/H/++efRt29fHDhwALNmzcK9996L33//vVmvz5tiY2OrZayzsrJgMBgQFRVV5zEXZr+rMplMCAsLc7m1JHJpeUJUUItocCw3U2MH8+bT9ubHfqq0woZLn/jSJz/7x38OQ5CxYf/tmZkZsFqtuOHGm9EhIQEA0L3HZQCAZ5Y9haf+8wxuvOlmAEBiYkf88fthrHrrv7jjzknKc9w9cxZuvNnR9CP55dew7auv8E7Kajz40DwEBARgweMLlWMTEzvihx/2YOOGj3DLuL8DqCypb+xakqNHj2Lt2rU4deoU2rZtC8BxAv3FF19g9erVeOqppwAAFRUVeP3113HxxRcDAO6//34sWbJEeZ5XXnkF8+fPx803O17nq6++is2bNyvfDw8Ph9FoRFBQEGJjY6uN48knn1RO+B977DGMGTMGZWVl3MOzBeK8b/i8b2gH4/DwcFx++eXYvn07+vTpg+3bt+PBBx/E4sWLUVhYiOLiYvz5558YMmRIjY9PTk7GtGnTMGPGDADA0qVLsW3bNiXbHRISgsDAQJSXl9c4v+fNm4cxY8YAcJz8d+/eHUeOHEHXrl3rHDdpg6/m9Pp7rmz0crN27ePxn2efhyRJ6Ny5C3777Ve89srLGDxkKD5cvw5/HDmBOOdn5T8enIttW7/Ee++8jUVLliIsPBySJCHmgjkwafJU5d8dO16EZ59/EUMGJaGoqAghISFNfHUSdBLw1ivP46GHH8HkyZMBABdddBH+/e9/45FHHsHChZXvH1OmTFEqWZ566im88sor+PHHH3Hdddfh9ddfR5cuXfDss88CALp06YJff/1VCdyNRiPCna+tpvk9evRozJo1CwDw6KOP4sUXX8T27dtVM78HDBiAzz77zOW+r776Cn379kVAQIByzNatW/Hggw+6HFP14iK5qmyipu3Scpm8rjuXme5mY9BNtbqsZy8MGXoNrryiN4YNH4Frhg/HTTffCqvVilOn0nHfvXfjgftmKsdbrVaEhYe7PEe/K69U/m0wGND7b33wxx+HlftW/vcNvJ2yCmlpaSgrLYXFYkHPnr2U78sX80srbPWWPFX1008/QQiBzp07u9xfXl6uXOEFgKCgICXgBoC4uDhkOcvj8vPzcfbsWfTr10/5vl6vR58+fZRy1vr07NnT5bkBx1XkDh06NOjxRN7mD/Nerpy3CQG7EHVmE4YMGYLt27dj7ty5+Pbbb7F06VJs2LABu3btQl5eHmJiYmo9ST58+DBmzpzpct+AAQPwzTff1Pt7Amqf32o5KSd10klSozNsV/Tr5/L52a//lXjlpRdxYP9+CCHQu+elLseXl5cjMjLqwqdxcTD1AJ568t/45eBBnD+fq3wunkpPQ9dul9b52LroJQmHfjmIQz8fwDP/Wabcb7PZUFZWhpKSEgQFObpGV52DwcHBCA0NVT7D//jjD1xxxRUuz13187w+VZ9bDsyzmlk+3xxFRUU4cuSI8vXx48eRmpqKyMhIdOjQAfPnz8fp06fxzjuOyqOZM2fi1Vdfxdy5c3HXXXdhz549WLlyJdauXas8xz/+8Q9cffXVePrpp3HjjTfik08+wbZt27Br1y6vvz61SE3PA6D9JmoyZa9uruluNgbdPhAYoMehJSMbdGxeSQVOnS+BOUCP2LDmZ0cDG7HNkF6vx6eff4Hv9+zG/77ehjdWvIYli57A+o8+BgC88trr6HvBB5heX//zyx/8Gz/6EI89Mg9P/ecZ9Ot/JUJCQ/HSi89j394flWOrdjKtsNlhNDRs/Ha7HXq9Hvv37682pqpX4OWrvVXHdmEpbm1rohqi6vPLz9PQgJ20pTHzviaFZRU4mVOCAL0O7SICG/2zG8of5n3VGWezC+j0dQfdK1euxMGDB6HT6f5/e3ceHlV9/Q/8fWfPNtkTEhKSsO+LAWURqUWxaK39tirVCtpClYJWpP1Zqe23Slux1iW2FZS6UNuK2KKtfotFrLIjSEwU2ZeEhJB9X2e9vz9m7k1CFmaSmbkzc9+v55nnkWEmfibMnbnnnvM5B+PHj8e8efOwa9cu1NfX91la7gs8vtVtsMe0t1otdhTVtCLS4NtxgVqtFrv3H+z5XRnVd7a6tbUVt9x8I+bPvw5/evXPSEpOwoXSUnzz5hthtQ4uI6bRCBCdTvzs57/And/pOTK0a6VYb9/h0jHY24X6gX5/X/qzlXD48GFce+218p9Xr3aV+d99993YtGkTysvLUVJSIv99Tk4Otm3bhoceeggvvPAC0tPT8fvf/x7f/va35cfMnj0bb775Jn7+85/jF7/4BUaMGIEtW7bgqquuCtwLCyHtVoccdI9PU0dZvTQ2jOXlg8egWwGCIHhc6tlmccCk1yLKqPP4Ob4kCAJmzZ6DWbPn4JGf/RzjR4/AJwf2Iz19KIqLi7Dojjv7ff6nBw/i6qvnAnBlxAoLPsO9y13lWvv37cVVM2fhB/f9UH580blzPX6GdEW/3eZ50D1t2jQ4HA5UVVVh7ty5Hj3nUrGxsUhNTcWhQ4fkn+FwOFBQUNBtjq/BYIDDwVEK1D9vjvveNHfYYdJrER2Az4JgOO7lbLdTRH/XDKR93Xl5eZg3bx4EQcC8efOwbt061NfX48EHH+zzuePGjcMnn3yCJUs6S+M/+eSTbo/h8U19Gewx7S2r3QmTXgud1vt2PJ8eOnTJnw9ixMhRmDx1KhwOB6qrqjHn6qt7fa5B3/MYOHXyBGpravD4r55AhruPScFn+V6vqzcaQcC4SZNx6vQpjBw5csA/Z+zYsd22gwGuwLWrUDq+v/KVr/R70WDTpk097ps3bx4+++yzfn/urbfeiltvvXWwy1OFw+frYHOISIwyICXGqPRyAiLavae7jkH3oDHoDnJ2BceFfXroIHbu/Bjz51+H5OQUHP70EGpqqjFm7Dis+fkv8PCPH0JMTAyuv+FrsFos+OyzfDTU1+OBBzv3Bv3ppQ0YMXIkxowdixf+8DwaGuqx+O57AADDR4zA5jf+ig93fICs7Gy8+cbf8Fn+YWRlZ3dbR9dmarER3a8892X06NH47ne/iyVLluCZZ57BtGnTUFNTg48++giTJk3CjTfe6NHPeeCBB7Bu3TqMHDkSY8eOxR/+8AfU19d3u3qenZ2NgwcPori4GNHR0UhISPDoZxN5o3vncv8JluNegHf7uv/617/i+eefB+AKxG+77TbYbLY+93MDrtLKu+++G9OnT8fVV1+Nv/3tbzh69CiGDx8uPyY7Oxvbt2/HyZMnkZiYiNhLSumJAsU+iHFhZRdK8cjDP8H3l/0AnxcU4KUNL+CJJ5/CqFGjseg7d+C+Zd/Db558ClOmTkVtTQ127dyJCRMn4oavLcSwrCy0tLRg58cfYeKkyYiMjERG5jAYDAa8uOEFLP3BvTh29Ch+u+4Jn7xOjQDc++DD+NH3voOROdm47bbboNFo8MUXX+DIkSP49a9/7dHPue+++/Dss8/ipz/9KZYuXYrCwkI5MJW+w7Ozs9HS0oL//ve/mDJlCiIjI+XSdaJL7T/ragg6Id3s8XbHUCeVlzdwT/egsXt5kHMMYDyIr8SYzdi/dw++/T/fwLTJ47H28V/iiSefwoIbvoZ7vrcUf1z/Ev7219cxc/o0LFwwH3/7y+vIys7p9jMe/9Vv8Nwzv8PsK3Oxf98+vPn3t5GUlAQAWPqD+3DzLd/EPYvvxFevmYO6ulosu3d5j3VIL73Dy7Fhr732GpYsWYIf//jHGDNmDL7xjW/g4MGDXs2U/OlPf4o77rgDS5YswaxZsxAdHY0bbrihW3nbT37yE2i1WowfPx7JycndyruIfEXq4G/U+fdjO1iOe+kT73JBNwBce+21cDgccoAdHx8vH4/jxo3r83mLFi3C//7v/+KnP/0pcnNzcf78efzwhz/s9pgf/OAHGDNmDKZPn47k5GTs27fvsush8geb+3xAN4DzgTu+exc6Otpx7dzZ+PFDP8J9P1yJ7y39AQBgw8ZXcMd378KjjzyMKyZPwKLbvoXDnx5CRkYGAGDmrNlY+oN7cffiO5GTmYa8Z59GcnIyXtz4Cv759lbMmDYZzz79FH6z7rc+eZ1ajYA5X5mP17dsxY4dOzBjxgzMnDkTzz77LLLczR09kZOTg3/84x94++23MXnyZGzYsEHuXm40urKUs2fPxvLly7Fo0SIkJyfjqaee8slroPB0wB10j09Xz8VXqby8jnu6B00QvdngopCmpibExsaisbEx5EYTdHR0oKioCDk5OQPqWH2+thWN7TYkRhsRa/IsyxsMzp8vxsSxo7Dvk08xecrUQf2sDpsDFxvboddqME7hPTROpxPjxo3D7bffjl/96lc+/dn9vVdC+Ri4nHB9bYM99ruyOZw4Xu4aU5KdGBW0Y0p8edxXNLWjzepARnwkEqIMvlmggtR6fAPh8fp8eTwPVGldG+rbrEiIMiAuwvNjYuGC+Zg8eQp++/Szflyd79S3WeXXmRHv26zzb37zG7z44ot+mS2t1mM8nF9bV80dNkxduwMOp4g/3DENSdHqKC//rKQev9t+EpOGxuK9B3rfgqJ2nh4DLC8PckqWlwcLgzuzZ3M4YXc4B7SfbaDOnz+PDz74APPmzYPFYsEf//hHFBUV4c47+9/TSuRLUpZbr9UEbcDta56ODSNSC5tDucq3QOraQHWw1q9fjxkzZiAxMRH79u3D7373O9x///2D/rmkPp8W18HhFJFqNqom4AYAs4l7un2FQXeQG8wernChEQRUl5fh5q9chb5+DceOHfPLGC6NRoNNmzbhJz/5CURRxMSJE/Hhhx/2W7JK5Gud+7nVsyNIqxFQXlaKWWNnoa9PP38d90TBSL4IH4LnA9+65evYv6/3MVQ/fvgR/L+HH5H/rO3SRHGwTp8+jV//+teoq6vDsGHD8OMf/xhr1qwZ9M8l9dlxzDUubqKKSssBINro7l7OPd2DxqA7yDlC9Es2Kysbze2+2/+RMXQo3vrPbiTHmJAY3bOsLj093Wf/r64yMzO5h5MUF6gmaoPly+NeIwhITk3Df3YdQFps7yPS/HXch7v169fjd7/7HcrLyzFhwgTk5eV5NOVh3759mDdvHiZOnIjCwkL/L5S6kS7Ce7un+/0P/uuP5Xjlj+tfQntHe69/Fx/fvfmoL6tcnnvuOTz33HOD/jmkbla7E9uOlAMAZg7vf359uJEaqbVZHeiwuSYq0cAw6A5ioijCLjVSC62Y2+ciTQYMyxmO+EgDMhPYWZTUJVBN1IKJRiNAp9NhWPZwZCVGKb2csLFlyxasWrUK69evx5w5c/DSSy9h4cKFl60aaGxsxJIlSzB//nxUVlYGcMUEAM6u5wOa0PscSB861OPHyuXlwd9yiFRi16lqNLbbEBepV818bkmkQQuNADhFoKHNhiGxDLoHKvQ+uVXE3uUqrybEMt2+Ju3rloIPIrWwOZzyXk6DioJuLfd0+8Wzzz6LpUuXYtmyZRg3bhzy8vKQmZmJDRs29Pu8++67D3feeSdmzZoVoJVSVw53lluAEPYX4dnPgYLNPwvLAACzhyeq7nxcEITODubc1z0o6jmDU9hAmsRLXzgaQZBn1qqVlOGz2J1whunV72AZJLB+/Xq5+2pubi727NnT7+MtFgseffRRZGVlwWg0YsSIEXj11VcDtNrgN9h/1w4VNlEDACmZZw+TE+9gOL6tVivy8/OxYMGCbvcvWLAA+/fv7/N5r732Gs6ePYtf/vKX/l5i0FPq39HWbXxoeH8OdN3THQzHjadCaa3kuRaLHR8ec1X3zBmZpPBqlCGVmHNf9+CwvNzP9HrX1aG2tjZERPS+L7EvbKLWSacRoBEEOEURFpsDEYbwe+u2tbUB6HzPKGEgpae33347Kisr8corr2DkyJGoqqqC3W4P8MqDz2CO/a7UWFoOhF+mOxiO75qaGjgcDqSmpna7PzU1FRUVFb0+5/Tp03jkkUewZ88e6HSefe5aLBZYLBb5z01NTQNfdJDw1fE8UGo6H+iaSXQ4RehCJLUfDMc4+d6bh0pgsTuRHmtCTpI6tzrFsIO5T4Rf5BJktFot4uLiUFXl6noYGRkJwcNsVVu7FaLdCkALi6XDj6sMDTrRDovdgcaWNgiRoT+3VyKKItra2lBVVYW4uDhotcrtl+laegoAeXl52L59OzZs2IB169b1ePx//vMf7Nq1C+fOnUNCgqsZTnZ2diCXHLQGc+x31dLSBtFuh0YvokscE/YcTidEuxU2h4COjtD9/Aum41ty6ftQFMVe35sOhwN33nknHn/8cYwePdrjn79u3To8/vjjg15nMPHV8TxQrdL5gKCFxRIaQeigOGyuY6e9HYYgbyAZjMc4+UaHzYGXdp8DAHx9cnpAj/lgEuPuYN7ATPegMOgOgCFDhgCA/GXtqRaLHQ1tNhh1GlhM/KdqsTjQbnOgrU6HuIjwu5IcFxcnv1eUIJWePvLII93u76/09N1338X06dPx1FNP4S9/+QuioqLwjW98A7/61a/6zAaFYxasLwM99ruqbOqAzSHCEqFDQwBn1CtNBFDT4vqC17WaQv5kR+njGwCSkpKg1Wp7ZLWrqqp6ZL8BoLm5GYcPH0ZBQYE829jpdEIUReh0OnzwwQf46le/2uN5a9aswerVq+U/NzU1ITMz08evJvB8cTwPVFOHDU3tdkToNWg3hv/5QF2rFQ4RQLMxZHpZBMMxTr615dNSVDdbkBRtwNxR6iwtB7pmun03lUiNwv+TOwgIgoC0tDSkpKTAZvP8DbtpXxH+8kkZZg5PxK25PU+I1Oazijps+bQcUzPi8MyiqUovx6f0er3iV8cHUnp67tw57N27FyaTCe+88w5qamqwYsUK1NXV9bmvOxyzYH0Z6LEvabPaseydvYAI/PLm8XIzE1UQgbX//gJOp4g3fjATqWaT0isasGA4vgHAYDAgNzcXO3bswP/8z//I9+/YsQO33HJLj8ebzWYcOXKk233r16/HRx99hH/84x/Iycnp9f9jNBphNBp9u/ggMNjjeTCe23EK//dFFa4fn4obJoT/yKIXdp9CRWM7nvzWZMzISbj8ExQWLMc4+U6b1Y4NO88CAL4xJR06FV30vhT3dPsGg+4A0mq1Xn0olzU7UNbsgEPQA9rwKaceqKTYGJQ1O9B2vglGozHkM1/BytPSU8CV9RIEAX/7298QGxsLwFWifuutt+KFF17oNdsdrlmw/nh77EuOVtajrMmBuEg9YqLUt5es2Sqgod2OZpuALFPoBt3BZPXq1Vi8eDGmT5+OWbNmYePGjSgpKcHy5csBuI7PsrIyvP7669BoNJg4cWK356ekpMBkMvW4X00GejwPRlG9FWXNDmh0BlWcD7Q5BJQ1O9BgBUw89kkBz//3NCqaOpAUbcC80SlKL0dR7F7uGwy6g5j05jZH8J8JAIbGRUAQgPo2G6qbLUgJ4cxXMPK29BQA0tLSMHToUDngBoBx48ZBFEVcuHABo0aN6vGccM2C+cOxclfpfbZK51THmHRoaLehoY0lbb6yaNEi1NbWYu3atSgvL8fEiROxbds2ZGVlAQDKy8tRUlKi8CrpUlXNri05cWHUz6Q/0e4S+sZ2HvsUeCcqmvDKniIAwPdm54TMFgd/YabbN9T9Lgpyta2uL1mzmkpK+2HQaZDmDrRPVDQrvJrw07X0tKsdO3Zg9uzZvT5nzpw5uHjxIlpaWuT7Tp06BY1Gg4yMDL+uVw2OXWwEAGQnRiq8EmVES/vI+EXvUytWrEBxcTEsFgvy8/NxzTXXyH+3adMm7Ny5s8/nPvbYYygsLPT/IqmbanfQHR+pjvMBBt2kFKdTxM/f+RJ2p4gZ2fG4Iite6SUpjkG3bzDoDmKdmW51fMl6IjPBFXycZNDtF6tXr8bLL7+MV199FcePH8dDDz3Uo/R0yZIl8uPvvPNOJCYm4nvf+x6OHTuG3bt34//9v/+H73//+4qM1Qk3xy66Mt1Zas10s2MqEURRRFWzq4O/WjLdUe6gm8c+BdrmT0tw+Hw9jDoN7p6VrfRygkK0+7u4no3UBoV1y0FMDrrZuVw2LCESB4vqcLwifDteK8nb0tPo6Gjs2LEDDzzwAKZPn47ExETcfvvt+PWvf63USwgbdodTrujIUmmmW766zi96UrG6Vits7jndcSrJdHcG3Tz2KXCqmjrw5PsnAACLZmQiMZpb4QDO6fYVRnNByukU5Te3qjoWXwYz3f63YsUKrFixote/27RpU4/7xo4d26MknQavuLYNFrsTRp0mpDt3D0Y0S9qIUNnk3moWoYdOo44CRam8vIHl5RRAT39wEs0ddgxPisIN4zn+TSIF3e02BzpsDpj07NQ/EOr49A5BDe02OF0Xtpnp7mKYO+g+XdUCu8Op8GqI/Ee6sJQRHwGNSjv1SyfeDLpJzSrdpeVq2c8NdNnTzUw3BUhRTSu2flYGALhndjY0GnV+7/YmQq+F1v374PfxwDHoDlJ17iZqkQatqmcDXio5xgijTgOr3Yni2lall0PkNyfdWygy49VZWg5wTAkRAFQ2uoLuBJXs5wa6Zrp57FNgPP/hKTicIqZlxmFUaozSywkqgiCwxNwHGM0FqdoWaT+3eq5se0IjCHKJOTuYUziT3t/S+12NYrivk0guL4+PUk/QzT3dFEhnqlrwr88vAgBum56p8GqCk3QRnD1WBo5Bd5Dq3M/N0vJLSZm/E+UMuil8nax0vb+HqTno5p5uIlQ0SeXl6gm6uaebAmnzoRKIIpCbFY+cJHVOC7kc6SK4NM6YvMegO0jVtLje1GrpVOqNzATXKKrTVQy6KTy1We0oqWsDoO5Mt9xIjeVspGJVUtAdpZ7zASnottqd6LA5FF4NhTObw4l/Frj2cn91TIrCqwle0kVwVp8MHIPuIFXd7Aq6YyPUc2XbUxnuTPfpyhaFV0LkH6cqWyCKrm7FsRHqOdG+lDSnu9XqgNXOxomkTp2N1NRzPmDSa6B1N5DkST7500cnqlDbakVchB5TMuOUXk7QksrLa3kRfMAYdAep6hYp6FbvCXdfhsa5Mt3Fta28Ak5hSWqiNiw+QuGVKCvSqIXUuL2BJeakUhWNrvOBBBXt6RYEAVEmNlMj//tH/gUAwNWjkuQO3dSTmZVng8agO0hJmW6Wl/cUH6lHlEELp+ga8UAUbthEzUUjCHKZaR2DblIhm8Mp76FUU6YbAKINrlnAzHSTvzS0WfHxiSoAwLzRyQqvJrjJ00T4XTxgDLqDVLW7e3kcM909CIIgl5ifquS+bgo/Jxl0y6TmLeyYSmpU3WyBKAJajaC6xqrsYE7+tvdMDexOERnxEfJ5JfVOHhnWwqB7oBh0B6kaZrr7NdRddst93RSOTle53tdqntEtkceU8Oo6qVCl3LlcD42grtJXqcqlkeXl5Ce7T1UDACZnxCm7kBDAaSKDx6A7CImi2KWRGoPu3mTEs4M5haeGNqt8/Ev9C9Qsml/0pGLyjG6VlZYDXcaGMdNNfiCKInafqgEATMmIVXg1wc/sjkfquKd7wBh0B6GmDjusDlenXnYv7x07mFO4OuPOcidGGRDh3tOoZjzxJjWTM90qaqIm6WykxmOffO9MVQsqmjqg1woYO8Ss9HKCnrzVq80KURQVXk1oYtAdhKQsV6RBC4OO/0S96drB3GJnB3MKH1Jp+VCVdy6XyPvIeHWdVKizvFx9QTcvuJE/7XKXlo8bYua5tgekrV42h4hmi13h1YQmvsuCEEvLL69rB/Nz1exgTuFDqt7IYGk5gC57uhl0kwpVdNnTrTZS0N3ETDf5we7TrtJy7uf2jEGngUnvChv5fTwwDLqDEGd0X17XDuZSZpAoHEh9CoayiRqAztmgtfySJxWSMt1qmtEtkTPdbKRGPuZwivjsfD0AYOJQlpZ7Ksboikv4fTwwDLqDEDuXeyY9zgQAOMugm8KItKc7g+XlANi9nNStvMEVdCeqMOiOMnJON/nHueoWtFjsMOo0nBLiBbmDOYPuAWHQHYSkTHccm6j1K91dfnu2mkE3hYfmDhvKG10n2eksLwfQJdPN2aCkMqIo4mJjOwAgMdqo8GoCj3u6yV8KSxsAADlJUdBo1DWKbzCkDubMdA8Mg+4gxD3dnkmPlYJu7umm8CBlueMi9fIJp9ox001q1dBmQ4fNNclEjY3UouQ53Qy6ybe+uNAIABiRHK3wSkKL3MGcQfeAMOgOQjXSnm6Wl/dLygSeq26B08nxBRT6pP4EbKLWyRzh+pJvszrQYeOkAlIPKcttNulU2V1ZuvDYYrHD5h6jSuQLn19oAMCg21vyNBFeBB8Q9X2KhwAp0x3HTHe/kmOM0GkEWOxOlDW0K70cokGTMt0sLe8UoddC6y7/49gwUhN5P7cKS8sBIMrQWe3DEnPyFYvdgePlTQCAEclRCq8mtMS445I6bvcaEAbdQUgOulVYTuYNrUbAkFh3MzXu66YwcK6aM7ovJQgCZ3WTKpVL+7lV2EQNADQaAVEGVzO1RnYwJx85Xt4Mm0NEjEmH5Bh1XtAaKLmRGjPdA8KgO8g4naLcoIB7ui+vs5ka93VT6JPex1K/AnIxu/d1M+gmNbnYqN5xYZJoE5upkW990aW0XBDYRM0bZiO/iweDQXeQqW+zwuHenyztZaS+dTZTY6abQpvV7kRJXRsAIM1dwUEuzHSTGpU3qLdzuUTa113PoJt8RGqiNpyl5V6LieB38WAMKOhev349cnJyYDKZkJubiz179vT52L1792LOnDlITExEREQExo4di+eee27ACw53FU2uK9tmkw46Da+JXA5ndVO4KKlrg8MpwqjTqDqz1RtmukmNpEy3WsvLga5BN4998o1Tlc0AgKwEBt3eiuF38aB4nUrdsmULVq1ahfXr12POnDl46aWXsHDhQhw7dgzDhg3r8fioqCjcf//9mDx5MqKiorB3717cd999iIqKwr333uuTFxFOKt1Bd7yKv2S9wfJyChdStUZ6XARL3i7BTDepUYUUdEer93wg2n2S38Cgm3zA6RRxupK9UwbK7P4ubupwTRTQa5kc9IbXv61nn30WS5cuxbJlyzBu3Djk5eUhMzMTGzZs6PXx06ZNwx133IEJEyYgOzsbd911F2644YZ+s+NqVtHoaqKWwCZqHpHKy2taLGhk+RmFsHPyfm6Wll9KvrrOE29SCadT7Ay6o9RbXi7NBeaebvKFsoZ2tNsc0GkEDDHzu9ZbUUYdpJwAq0+851XQbbVakZ+fjwULFnS7f8GCBdi/f79HP6OgoAD79+/HvHnzvPlfq4aU6WZ5qWciDFrEueeZF9Uy202hS8p0p3FcWA/S1XWOKSG1qG21wupwQgAQH6XepqpR3NNNPnS6ylVanhYXIY+iJM9pBEG+EMbKM+95FXTX1NTA4XAgNTW12/2pqamoqKjo97kZGRkwGo2YPn06Vq5ciWXLlvX5WIvFgqampm43tWB5ufekplPFNQy6KXRJ48KY6e6JmW5SG2lcWGykXtX9XWLk7uU89mnwTrlLyzN4cXvA5O9jXgT32oA+yS/dbyiK4mX3IO7ZsweHDx/Giy++iLy8PGzevLnPx65btw6xsbHyLTMzcyDLDElSIzWWl3tuiNn14VnEoJtClCiKnePCeDLQg5kdU0llLjawiRrARmrkW9J+7gzu5x4waZxxDb+PveZVI7WkpCRotdoeWe2qqqoe2e9L5eTkAAAmTZqEyspKPPbYY7jjjjt6feyaNWuwevVq+c9NTU2qCbylPVzMdHtOynQz6KZQVddqRWO7q3xyCDPdPUhX1uv5JU8qIWW61TwuDOia6WZ5OQ2eVF6eER+p8EpCl9zYtMWi8EpCj1eZboPBgNzcXOzYsaPb/Tt27MDs2bM9/jmiKMJi6fsfy2g0wmw2d7upBfd0e08KUoq5p5tC1Dn3BaOkaAOMOq3Cqwk+0p7u+jYrnE5R4dUQ+V9ZvSvoTlL5uUAUG6mRj7BzuW+Y3ZnuWl4E95rXI8NWr16NxYsXY/r06Zg1axY2btyIkpISLF++HIArS11WVobXX38dAPDCCy9g2LBhGDt2LADX3O6nn34aDzzwgA9fRnjosDnkZiEsL/ec1IGyqLrVo60ORMFG2s+dFssTgd5Eu4Nupwg0tttYCURh74I76E6OUXflSwzLy8lH2LncN8wmBt0D5XXQvWjRItTW1mLt2rUoLy/HxIkTsW3bNmRlZQEAysvLUVJSIj/e6XRizZo1KCoqgk6nw4gRI/Dkk0/ivvvu892rCBNVTa7sv14rIMrIbJenUs0mCACaLXbUtlqRpPJyPAo9RTVtADq3SlB3Oo0GUQYtWq0O1LZaGXRT2Cutd30mJMeo+/tMuuBmsTvRYXPApOe5EQ0MO5f7htxjhY3UvDagRmorVqxAcXExLBYL8vPzcc0118h/t2nTJuzcuVP+8wMPPIAvv/wSra2taGxsxGeffYYf/vCH0Ki4G2dfpCZq8ZEGZmu9YNBpkBjtOgnnvm4KRVLnfe7n7pu8r5sZL1IBKdOdovKgO0KvhdZ9PsRjH1i/fj1ycnJgMpmQm5uLPXv29PnYe+65B4Ig9LhNmDBBfsymTZt6fUxHR0cgXk5AnXM3Kx0ax+/ZwejMdHNPt7cY+QaRCu7nHjCpLJdBN4UiqR8BS976JjVvqWXzFgpzTR02ubGi2iu3BEFAlNTToVXd+7q3bNmCVatW4dFHH0VBQQHmzp2LhQsXdqsu7er5559HeXm5fCstLUVCQgJuu+22bo8zm83dHldeXg6TKfy+i/g96xvc0z1wDLqDSCU7lw/YEM7qphDldIryxSJmuvsWyy96UgmpiVq0UYcIA8upY4yc1Q0Azz77LJYuXYply5Zh3LhxyMvLQ2ZmJjZs2NDr42NjYzFkyBD5dvjwYdTX1+N73/tet8cJgtDtcUOGDAnEywm487WuLRupDLoHRWpsyhGe3mPQHUQ4o3vg5GZqDLopxFQ0dcBid0IrCKrfv9kf6eo695FRuCut437urqRZ3Q3t6s10W61W5OfnY8GCBd3uX7BgAfbv3+/Rz3jllVdw3XXXyT2YJC0tLcjKykJGRga+/vWvo6CgoN+fY7FY0NTU1O0WChh0+4ZUXt7QZoPN4VR4NaGFQXcQ4biwgeOsbgpVUnVGcowROva66JN0dZ2Zbgp33M/dXbSJHcxramrgcDiQmpra7f7U1FRUVFRc9vnl5eV4//33sWzZsm73jx07Fps2bcK7776LzZs3w2QyYc6cOTh9+nSfP2vdunWIjY2Vb5mZmQN7UQFkczhR1uA6rhh0D060UQep7ZSaj8mB4BleEKns0kiNvCNlus/XtkEUOceXQkdRLUvLPSFlumu4p5vCXOe4MAbdQJdMN2d192iy6+mY1E2bNiEuLg7f/OY3u90/c+ZM3HXXXZgyZQrmzp2Lt956C6NHj8Yf/vCHPn/WmjVr0NjYKN9KS0sH9FoCqay+HQ6nCINWg/hIvdLLCWkajSBv+ahl5ZlXvB4ZRv7DRmoDlxxjhCAA7TYHqpstSOGVTAoR7FzuGbljKr/kKczJ48JU3kRNEiM3UlPvsZ+UlAStVtsjq11VVdUj+30pURTx6quvYvHixTAY+j+/1Gg0mDFjRr+ZbqPRCKMxtN6bUhO1VLOR04F8wByhR1OHnfu6vcRMd5BwOEWUN7iC7qRoBt3e0mk1SIpyfQmcd++HIwoFnNHtmc5Gasx0U3hjprs77ukGDAYDcnNzsWPHjm7379ixA7Nnz+73ubt27cKZM2ewdOnSy/5/RFFEYWEh0tLSBrXeYFNSx/3cvtQ5NoxBtzeY6Q4SVc0dsDtFaAWB5eUDlGo2orrFgvO1bZiRnaD0cog8UlTTAoBjTC5HHlPCTDeFuQv1bKTWVTS7lwMAVq9ejcWLF2P69OmYNWsWNm7ciJKSEixfvhyAq+y7rKwMr7/+erfnvfLKK7jqqqswceLEHj/z8ccfx8yZMzFq1Cg0NTXh97//PQoLC/HCCy8E5DUFSnENg25f4gjPgWHQHSSkESEJUQZoNCx9GYhUswlfXmzC+Vo2U6PQ4HCKKK1zHfvMdPdPHlPSZoXDKULLz0kKQ43tNjR32AFwRreks5GaejPdALBo0SLU1tZi7dq1KC8vx8SJE7Ft2za5G3l5eXmPmd2NjY3YunUrnn/++V5/ZkNDA+69915UVFQgNjYW06ZNw+7du3HllVf6/fUE0nm5vJzfs74gVZ6xvNw7DLqDhNRVMSmGWe6BSu3STI0oFFxsaIfV4YROIyAxiifY/Ykx6SEAEEVXx1QGJBSOpHFhZpMOJj1ndAOdc7rZKRlYsWIFVqxY0evfbdq0qcd9sbGxaGvr+5zoueeew3PPPeer5QWt83J5Ob83fCGG5eUDwj3dQULaw5XEE+8B6wy6memm0CBdIEoxG1nhchlajSBnvFhiTuFK2nvKZqCdorvMBSbyltMpyscVt3H5hjmC5eUDwaA7SHRmuhl0D5R0BZON1ChUSB1VeSLgmc4O5vyiH4z169cjJycHJpMJubm52LNnT5+P3bt3L+bMmYPExERERERg7NixqsiMKYWfCT1J+0cb2qxwOjkSlLxT0dQBq90JrSAgkRVSPhFrYnn5QLC8PEhclIJufiAMmJTpbmizobHNhljOYqQgx46q3omN0KOsoR01/KIfsC1btmDVqlVYv3495syZg5deegkLFy7EsWPHMGzYsB6Pj4qKwv3334/JkycjKioKe/fuxX333YeoqCjce++9CryC8CaNEORnQiepvNwpAk0dNsSx2Sx5QdqykRRjYC8QH4lhY9MBYaY7SEiN1DgubOBMei3i3B8E5+tYYk7BjyfY3pEyXnXMdA/Ys88+i6VLl2LZsmUYN24c8vLykJmZiQ0bNvT6+GnTpuGOO+7AhAkTkJ2djbvuugs33HBDv9lxGrjiWo4QvJROq0GEe387M2vkrTImtXxOynTX8LvYKwy6g4AoivKHQjI/FAaFzdQolEjvUwbdnumc1c0T74GwWq3Iz8/HggULut2/YMEC7N+/36OfUVBQgP3792PevHn+WKLq8UJc72JMbKZGA9OZ1OL5ta9I38VNHXZY7A6FVxM6GHQHgYY2G9qsrjct95sMToq0r5vN1CjIiaIoV2Swo6pnpFndNSxpG5Camho4HA6kpqZ2uz81NRUVFRX9PjcjIwNGoxHTp0/HypUrsWzZsj4fa7FY0NTU1O1Gl9dmtaOq2ZU5GsJMdzdylUsrm6mRd5jp9r0oo1Yu1WeJuecYdAcB6QMhNkIPg47/JIMxhJluChFVzRZ02JzQCKxw8RQbqfmGIHTf1yiKYo/7LrVnzx4cPnwYL774IvLy8rB58+Y+H7tu3TrExsbKt8zMTJ+sO9xJ31vRRh2ijWy505U0oqieVS7kJbmSlCN5fUYQBDnbzRJzz/FTPQhc4H5un5HGrJSwgzkFOekEOynaCJ2WF9s8wfLywUlKSoJWq+2R1a6qquqR/b5UTk4OAGDSpEmorKzEY489hjvuuKPXx65ZswarV6+W/9zU1MTA2wNSaTmz3D1JzdTqWF5OXmJ5uX/ERuhR12pl0O0FnukFAZa++E6Ke+SadCGDKFhJo4G4d9NznA06OAaDAbm5udixY0e3+3fs2IHZs2d7/HNEUYTF0ve/gdFohNls7najyytmj4c+cU83DUTXnkk8x/YtOdPdzGPSU8x0BwHpKlwyZ3QPmhR0X2xsh9XuZLk+Ba3zDLq9FmvimJLBWr16NRYvXozp06dj1qxZ2LhxI0pKSrB8+XIArix1WVkZXn/9dQDACy+8gGHDhmHs2LEAXHO7n376aTzwwAOKvYZwJWe6+ZnQA8vLaSBqWqyw2J0QACRGsZrUl8zuC2HVvAjuMQbdQeBCfWeZKQ1ObIQeRp0GFrsTZQ3tyEmKUnpJRL2Syst5gu05qZFas8WODpsDJvcYIfLcokWLUFtbi7Vr16K8vBwTJ07Etm3bkJWVBQAoLy9HSUmJ/Hin04k1a9agqKgIOp0OI0aMwJNPPon77rtPqZcQtqTqF5aX98RGajQQUpY7PsrAbVw+FstZ3V5j0B0EpP3H7GA8eIIgIDnGiAv17Sipa2PQTUGrc1wYj3tPRRpcHVMdThG1rVYMjYtQekkhacWKFVixYkWvf7dp06Zuf37ggQeY1Q4QOejmhbge5Ew3y8vJC3IlKZNaPhcb4aoc4J5uz/Gyj8JEUew8+Y7hF60vpLh/j6VspkZBjOXl3uvWMbWZX/QUPlotdlQ2uceF8TOhh2hpTzfLy8kLZQ1SJSlLy30tNpLdy73FoFth1c0WtNscEATu6fYVaVY3g24KVg1tVjR12AF0vl/JM3HuoLuaQTeFkbPVLQBcJZtSgEmd2L2cBkLuXM7za5/jyDDvMehW2Hl3YJgUxbFBviI1U+PYMApW0nszLlIPo477kr3BL3oKR6crXUE3t0z0TtrT3dhug8MpKrwaChXsXO4/nd/FvBDmKUZ5CuO+Tt+TyssZdFOw4paSgYuLZKabws8Zd6Z7aDyD7t5I2X9RdAXeRJ64wBndfiMF3fVtVtgdToVXExoYdCushPs6fU7KdLO8nIKVdEGIpeXeY/MWCkfMdPdPp9EgyuCqCqrjvm7ykJTpZiM134sx6iAIrgthPCY9w6BbYcVypptBt69IgUxThx2NbbwiTsGnhMf9gElX1zkblMKJtKebQXff2MGcvNFisaPZ3TslgTO6fU6jEeRjkt/HnmHQrbDzdTz59jWjTis3W2KJOQUjOdPN5i5eY3k5hZsOm0OeZsDy8r51zupm0E2XV9HoynJHGrSIMLB3ij9wX7d3GHQrrLO8nCffvpTMZmoUxEp4sW3A+CVP4aa4thVOEYgydF4wpp6ijRwbRp4rb+wAACQyy+030vdxLTPdHmHQraDGdhvq3eXPPPn2LXlfdz2DbgouFrsDF91X4Jnp9h5HhlG4kfZzp8dFQBAEhVcTvORMN8vLyQNS0M3Scv/hNBHvMOhWkLSvMzZCD5OepS++lOzuCn2BQTcFmbL6dogiYNRp5C8s8lysu7y8xWJHu9Wh8GqIBu9MlSvozmBpeb/kPd3MdJMHyhukoJsXt/2FlWfeYdCtoPN1LC33l84O5u0Kr4Sou659HJjV8l6EXgu91vV749V1CgdS0D00LlLhlQS3zj3dbJBKl1fR5Dr/Y6bbf2JZeeYVBt0KKq7huDB/SWZ5+YCtX78eOTk5MJlMyM3NxZ49ezx63r59+6DT6TB16lT/LjDElbKJ2qAIgoA499iwKn7RUxg4WdkMABgaz3OB/kiZ7rpWHvd0efKe7mgG3f7C7V7eYdCtoLPVrqA7nSNCfE4Kul2lvKLCqwkdW7ZswapVq/Doo4+ioKAAc+fOxcKFC1FSUtLv8xobG7FkyRLMnz8/QCsNXec5LmzQpBJzZrop1HXYHDjnHhc2LCFK4dUEN3MEu5eT56TycjZS8x9pmkhVc4fCKwkNDLoVJM/ljGXQ7WuJ0QYIAmCxO3kFzgvPPvssli5dimXLlmHcuHHIy8tDZmYmNmzY0O/z7rvvPtx5552YNWtWgFYauuRxYdxWMmC8uk7h4lRlM5wiYDbpEB/JHg/9Mbsz3bUMuskD5Y0sL/e3+EhWnXmDQbdCRFHEOWa6/Uan0chXN1li7hmr1Yr8/HwsWLCg2/0LFizA/v37+3zea6+9hrNnz+KXv/ylR/8fi8WCpqambjc1kcrLU2OY6R4odkylcHG83PX5Nywxij0eLsMsl5cz6Kb+tVrsaOqwA2DQ7U9SpruhzQaLnY1NL4dBt0Kqmi1osdihEdhIzV+kEvML9Wym5omamho4HA6kpqZ2uz81NRUVFRW9Puf06dN45JFH8Le//Q06nc6j/8+6desQGxsr3zIzMwe99lAhiiIz3T4glZcz002h7thFV9CdlcAmapcjlZe3WR2cXED9kvZzR+i1iDR4dm5C3os26qDTuC4W8vv48hh0K+Ssu1tpSowJOi3/GfwhxZ1JlDKL5JlLsy2iKPaagXE4HLjzzjvx+OOPY/To0R7//DVr1qCxsVG+lZaWDnrNoaKmxYo2qwMCgORoBt0DxUw3hYvj5a4malmJDLovJ0KvlU/wa9lMjfpRwRndASEIQpd93TwmL4eXfxRytoal5f6WFM2xYd5ISkqCVqvtkdWuqqrqkf0GgObmZhw+fBgFBQW4//77AQBOpxOiKEKn0+GDDz7AV7/61R7PMxqNMBrVGXBKWe7EaAMvtg2C1L2cV9YplImiiOMV7kx3IpuoXY4gCDBH6FHXakVdqxUZ8bxQQb276N7PzSZq/hcXaUBNixVVTfw+vhye9SlEynSnx3Ffp79II5kuNDDT7QmDwYDc3Fzs2LGj2/07duzA7NmzezzebDbjyJEjKCwslG/Lly/HmDFjUFhYiKuuuipQSw8ZnePCeNwPhnRlvZqZbgphF+rb0dxhh04j8FzAQ9Ks7toW7uumvjHTHTidjU3ZwfxymOlWiNS5PJ2dy/1GCrqZ6fbc6tWrsXjxYkyfPh2zZs3Cxo0bUVJSguXLlwNwlYaXlZXh9ddfh0ajwcSJE7s9PyUlBSaTqcf95CKNC+OM7sGRvuSrmix9bn8gCnbH3E3UhsZHQKdhDsQT7GBOnuCM7sCJYwdzjzHoVojUuTyNV7f9RmqkdrGhHQ6nCK2GJ+aXs2jRItTW1mLt2rUoLy/HxIkTsW3bNmRlZQEAysvLLzuzm/omlZdzRvfgSF/yFrsTTe12ubEaUSiROpeziZrnzBFSB3Oe4FPfKtzl5fHMdPudNOqQ5eWXx0urCmi3OlDW4PpA4J5u/4mPNECrEWB3iqhoYtmLp1asWIHi4mJYLBbk5+fjmmuukf9u06ZN2LlzZ5/Pfeyxx1BYWOj/RYaoUnYu9wmDToMooxYAUMWSNgpRRy40AgBykrif21NmqbycmW7qh5zpZtDtd52Zbn4XXw6DbgVIpeXRRp1cKkW+p9EIcofoC+xgTkGghHu6fUZqplbJq+sUgkRRxOfuoHt4crTCqwkdcnk593RTP6RS5/hIBt3+xu7lnmPQrYDTVa4RIRnxzHL7WxJndVOQ6LA55IoLZroHTyobrGQVC4Wg8sYO1LRYoBUEZLNzucdi3LO665jppj5Y7A75/cHycv+L555ujzHoVsDJClemm+Mu/E/OdDPoJoVdqHdluSP0WsQY2U5jsOIjeHWdQtcXFxoAABkJETDoeCrmqVg2UqPLkPYW67UCv2sDQMp017ZY4HCKCq8muPGTXgGnK12Z7kxmuv0uWc50s7yclNVZWm5kt20fYKabQllhqau0fARLy73CRmp0OVJFWXykgd+1ARBr0kMQAKfoCrypbwy6FXDSHXRnsGOp3yWzvJyCREktm6j5kjyrm5luCkFSpnt4MkvLvcE53XQ50oxu7ucODI1GkCtQWHnWPwbdAdZqscsBIPd0+59cXt7ATDcpq8Q9L57jwnxDOqFipptCjdMpyp3LRzLT7RWpkVqb1YEOm0Ph1VAwkr4TErifO2A6m6nx+7g/DLoD7EyVaz93bISencsDoHNWdwfsDqfCqyE1K6lrBeAqL6fBY8dUClVFta1otthh0GrY28VLkQYttBpXyTD3dVNvKuXycp5jB4o8NozTRPrFoDvATnI/d0DFReqh1QhwcFY3KYzjwnyra6ZbFNm8hUJHYUkDACA7KVIOIMkzgiB0zurm/lHqRYU78GPn8sBJiOIIT08w6A4wqYkar24HhkYQ2MGcFCeKYmfQzT3dPiEF3Ra7E00ddoVXQ+S5/JJ6AMDo1BiFVxKazOxgTv2obGR5eaBJv+uKJp5n94dBd4CdrHSPC0tgpjtQOKublFbdYkGHzQlB6OwzQINj0GkQZdACAKpYxUIhJL/YHXSnMOgeCLmDOZupUS8q3fuKE9hILWCkoLu8kd/F/WHQHWCd48KY6Q6Uzkw3m6mRMqTO5YlRBui0/Nj1FXkfGfd1U4hobLfhVJXrPGBUKpuoDYRcXs6xYXQJURQ7u5cz0x0w0gWOCgbd/eLZXwA1tFnlq0DsXB44HBtGSuN+bv+QGuWwgzmFioKSeogikGo2yheNyDux7kx3DTPddInGdhssdlfTXI4MC5zO8nJ+F/dnQEH3+vXrkZOTA5PJhNzcXOzZs6fPx7799tu4/vrrkZycDLPZjFmzZmH79u0DXnAoO1HhurqdHG1EpEGn8GrUIyWGmW5SlhR0p3I/t0/FM9NNIeaz89zPPVhy0M3jni4hBX3RRh0MOuYVAyUx2vVd3NBmQ7uVo/z64vU7csuWLVi1ahUeffRRFBQUYO7cuVi4cCFKSkp6ffzu3btx/fXXY9u2bcjPz8e1116Lm2++GQUFBYNefKg5Ud4EABiWyNLyQJIy3aV1zHSTMjqbqDHT7UtxzHRTiDnMoHvQYt3HfTW7l9MlWFqujAi9Fkb3RQ5mu/vmddD97LPPYunSpVi2bBnGjRuHvLw8ZGZmYsOGDb0+Pi8vDw8//DBmzJiBUaNG4YknnsCoUaPw3nvvDXrxoUbKdA9LYNAdSEnuPd0VTZzVTcqQ9nSncka3T8VHdY4NIwp2docThaUNAIAxDLoHLDbCddyzvJwuJc2JTuCM7oASBAGJUdzXfTleBd1WqxX5+flYsGBBt/sXLFiA/fv3e/QznE4nmpubkZCQ0OdjLBYLmpqaut3CwXF30J3FoDug4iL10HFWNymImW7/SOCXPIWQoxeb0GZ1INKgxVD2dRkwqby8muXldAnpHI/7uQOPY8Muz6ugu6amBg6HA6mpqd3uT01NRUVFhUc/45lnnkFraytuv/32Ph+zbt06xMbGyrfMzExvlhmUHE4Rp5jpVoRGEORsN5upUaC1Wx3ynuMUZrp9ilfWKZQcKqoDAIwdEgONICi8mtAlBd11rRY4nKLCq6FgIlU9cUZ34MVzbNhlDajLgHDJl4Uoij3u683mzZvx2GOPYcuWLUhJSenzcWvWrEFjY6N8Ky0tHcgyg0pJXRvabQ4YtBqkMtsVcOxgTkopdTfwi9BrEW1kA0Vf6tpIjSffFOwOFtUCAMalmRVeSWgzR7g+R50iUN/GEnPqJAXd3NMdeLwIfnleBd1JSUnQarU9stpVVVU9st+X2rJlC5YuXYq33noL1113Xb+PNRqNMJvN3W6h7ri7iVpmQgQ0Gl7hDrRkdjAnhZyv7exc7snFSfJcXKQBggDYnSJq2VSJgpjDKcqZbgbdg6PTaOQLmDUqO+69mR60c+dOCILQ43bixIluj9u6dSvGjx8Po9GI8ePH45133vH3y/CbSveebpaXB148g+7L8iroNhgMyM3NxY4dO7rdv2PHDsyePbvP523evBn33HMP3njjDdx0000DW2mIkzuXs7RcEcnR7GBOyjhf2woArHDxA61GkE+uWNJGwexERROaOuww6TXIToxSejkhr3NsmHoy3d5OD5KcPHkS5eXl8m3UqFHy3x04cACLFi3C4sWL8fnnn2Px4sW4/fbbcfDgQX+/HL+QM91spBZwnNV9eV6Xl69evRovv/wyXn31VRw/fhwPPfQQSkpKsHz5cgCu0vAlS5bIj9+8eTOWLFmCZ555BjNnzkRFRQUqKirQ2Njou1cRAo5zP7eimOkmpXTO6GbQ7Q8J3EdGIeDgOVeWe3RqDLSsdhs0OehWUabb2+lBkpSUFAwZMkS+abVa+e/y8vJw/fXXY82aNRg7dizWrFmD+fPnIy8vz8+vxvfsDqf8fuCe7sBLjHKdZ/O7uG9eB92LFi1CXl4e1q5di6lTp2L37t3Ytm0bsrKyAADl5eXdrrq99NJLsNvtWLlyJdLS0uTbgw8+6LtXEQKOyzO6eYVbCdzTTUqRystTzGyi5g+dHcx5bFPw4n5u35Jmdasl6B7M9KBp06YhLS0N8+fPx8cff9zt7w4cONDjZ95www0eTyQKJjUtVjhFQCMAZhMz3YEW3+WYtHE8b68G1NVnxYoVWLFiRa9/t2nTpm5/3rlz50D+F2Glsd0mB3vMdCvj0lndOu2AeggSeU3OdMcw0+0PCZFSSZs6Tr4p9Di77Ocez6DbJ+SxYSoJugcyPSgtLQ0bN25Ebm4uLBYL/vKXv2D+/PnYuXMnrrnmGgBARUWF1xOJLBYLLJbO33uwjPWVSsvjIg3snaQAc4QeWvd43qpmC4bGcSzipdhKNwCk/dxJ0QZ2L1aINKvb7hRR3tiBTF78oABwOEV5SwPLy/2DmW4KdicqmlHfZoNRp8HwZFa7+YIa93QD3k0PGjNmDMaMGSP/edasWSgtLcXTTz8tB93e/kzANdb38ccfH8jy/Yr7uZWlEQQkRhlQ1WzBxYZ2Bt29YLovAI65g+4slpYrhrO6SQkXG9phc4jQagR5nAb5Fvd0U7A7cM5VWj52SAx0Gp52+YLa9nQPZnpQVzNnzsTp06flPw8ZMsTrnxmsY307g25+1ypFOs8u43l2r/jpHwDSfu4sZlcVxWZqFGhSaXlKjJHlbn6SyI6pFOQOnK0BAExIj1V4JeFDbUH3QKcHXaqgoABpaWnyn2fNmtXjZ37wwQf9/sxgHesrjQtjEzXlJEW7fvdlDQy6e8OgOwCOl7s6lzPTrSw2U6NA65zRzdJyf+k6G1QURYVXExq8mfX79ttv4/rrr0dycjLMZjNmzZqF7du3B3C1oc3ucMqdy8enB0dwEg7UFnQD3k8PysvLwz//+U+cPn0aR48exZo1a7B161bcf//98mMefPBBfPDBB/jtb3+LEydO4Le//S0+/PBDrFq1KtAvb9CY6VZeEs+z+8Wg28/sDidOVkpBNzPdSkpmeTkF2Pk614zulBh2LvcX6QTLYneioc2m8GqCn7ezfnfv3o3rr78e27ZtQ35+Pq699lrcfPPNKCgoCPDKQ9PRi01ottgRadAihxfefSbOHXTXtljhdKrjYpu304OsVit+8pOfYPLkyZg7dy727t2Lf//73/jWt74lP2b27Nl488038dprr2Hy5MnYtGkTtmzZgquuuirgr2+wpGqn+Cju6VaKXF7OTHev2NXLz87VtMJqd8Kk18iZVlKG9PsvZXk5BUgJM91+Z9BpYDbp0NRhR3ljh5z5pt51nfULuLJh27dvx4YNG7Bu3boej790Xu8TTzyBf/3rX3jvvfcwbdq0QCw5pEn7ucelmbnFxIfM7qDb7hTR2G5TzXHvzfSghx9+GA8//PBlf+att96KW2+91RfLU1SVu7ycmW7ldCa3eJ7dG2a6/axzP3cUNP10gyT/k4JuNnigQGF5eWDIHcybeGz3ZzCzfiVOpxPNzc1ISEjwxxLDzv6zrqCbo8J8S6/VIMqoBaCuEnPqW2Uzy8uVJp1nX2xo53avXjDo9rNjF11B9zCWlitO+jAob2yHzeFUeDUU7kRR7JzRbWaViz8lREnHNpup9Wcgs34v9cwzz6C1tRW33357n4+xWCxoamrqdlMjq92JT93zuScOZRM1X4uLcAVXVc0MutWuw+aQtxeppeohGCVGGSAA6LA5UduqrnF+nmDQ7WfH2Lk8aMRF6KHXCnCKQHkDT87Jv2pbrWix2CEASIlhptufEt0dUy9yH5lHvJ3LK9m8eTMee+wxbNmyBSkpKX0+bt26dYiNjZVvmZmZg15zKCooqUe7zQFzhB6Z8ZxZ62tx7nnMVc38Plc7qbTcoNUgyqBVeDXqpdNq5OOSVaU9Mej2M3YuDx6CIMj7Tbivm/ytuMbVRC0x2gCDjh+1/iQ1b7nIi2n9Gsys3y1btmDp0qV46623cN111/X72GCd4xto+9yl5RPSzR5d1CDvxLnLiKWAi9RLLi2P0vNYUxibqfWNZ4J+VNXcgZoWCwQByEzgVe5gIDdTq2PQTf5VzP3cAcPZoJ4Z6KzfzZs345577sEbb7yBm2666bL/n2Cd4xto0nzuiZzP7RfxcqabQbfaVTRyP3ew6BwbxvPsS7F7uR9JWe60WBOMOpa7BAPO6qZAOV/rynQPYdDtd/KVdR7Xl7V69WosXrwY06dPx6xZs7Bx48Yes37Lysrw+uuvA3AF3EuWLMHzzz+PmTNnylnyiIgIxMYymOxLq8WOgpIGAK5MN/meFGAx6CZ5Rjf3cysumd/HfWLQ7UdSE7WsBJaWB4tk995alpeTvxW5y8uHxDLo9rdEuXt5BxxOEVqOZurTokWLUFtbi7Vr16K8vBwTJ07sd9bvSy+9BLvdjpUrV2LlypXy/XfffXePEUXU6VBxHexOEcnRRla7+Im0d1QKuEi9pEx3AjPdimN5ed8YdPuRNC6MncuDRwoz3RQg0rgwZrr9Lz7SAK0gwOEUUdXcgbRYbufpjzezfnfu3On/BYWh/WfcpeVDmeX2F2lPdzUz3apX6X4PJDDTrbjkGNe/Ac+ze+Kebj+Sgu5sBt1Bg3u6KRBEUUSxu7ycWS7/02gE+WSLJW0UDPadkZqosQTfX+Ij3Hu6melWvUp5T7de4ZVQ1+1enNXdHYNuP+mwOXC2ugUAMIzl5UFDCrqrmi3osDkUXg2Fq7pWK5o7XOPCGHQHRiKbqVGQqGu1yuNCuZ/bf6RMd6vVgVaLXeHVkJIquKc7aEgjUpstdtS7Z6eTC4NuPzlV2QynCJhNOl55CyIxRh2M7vFNPDknf5E6lydEcVxYoCRzbBgFiQPuUWGZ8RFyYEi+F2HQwqR3fb6ymZp6iaIo7+vnnm7lGXQaufJMaihLLjwb9BN5P3dCJGcGBhFBELivm/xO7lzOJmoBkyg3b+HWEVLWPveosAlDWVrub3ER0qxuXmxTq8Z2Gyx2JwBmuoNFqtn1fSz1tiEXBt1+Io0LG5bI0vJgI3cw575u8pPiGo4LCzRpVjcz3aQ0uYka93P7ndzBnJlu1ZJKy6ONOui1DGuCQar7PJtBd3d8d/qJtJ8rK4FN1IKN3EyNY8PIT6Tycma6AydRLi9nBQspp6yhHcW1bRAEYFxajNLLCXvyrG5mulVLHhfGLHfQSI2Vgm6Wl3fFoNsPRFGUy8uz2Lk86Mjl5XU8OSf/kGZ0s4la4CR36ZhKpBQpyz0iORqRBk5l9Tcp082xYepV1cRxYcFGznSzorQbBt1+UNbQjuYOO7QaAUPjOC822KS495qU8MOA/EAURTnoTue86ICRupc3W+xo6mDHVFLGfncTtYnsWh4QcqabQbdqyZ3L2bQ4aHTu6WamuysG3X4g7eceGhcBHfeXBB1pnAHLy8kfqpstaLHYIQidXzzkfya9FtFGV2aR2W5SgiiK2OfOdHM+d2BIme6qZpaXqxXHhQUfqcqvpsWKFo7zkzEi9IPj3M8d1KTy8oY2GxrbmREj3zrnznKnxBh50S3A5H4NrGIhBZytbkFVswV6rYDRqdzPHQide7qZ6VarykaOCws2UUadfBGc2e5OPCP0gxMV7nFh3M8dlEx6Lcwm14cBT87J185Vu75g0lhaHnApcpNEZrop8KTS8tGpMTDoeHoVCHL3cjZSU63KZma6g5HUSLaEHcxl/FbwA3lcGDPdQSvFXfpygSXm5GPnqlsAAGnsXB5wzHSTkvZxVFjASc2zmjrsaLOyjFWNKhpdVQ7xzHQHlVT393Exg24Zg24fa7PaUewupcjijO6gJWXE2EyNfE1qosZMd+DJkwl4MY0CzOEU8cm5OgDAxKFsohYoEXotTHrXqaw0OorUw+ZworaV3cuDkTQ2rKSO5eUSBt0+drKiGaIIxEXoERvBTorBSi5D5dgw8rFzctDNTHegJUtNEnlcU4Adu9iExnYbIvRa5CRFK70c1RAEQQ62KlhirjpVzRaIIqDTCIgxcURfMBniriiVttwRg26fO1HB0vJQIHUwZ6abfMnmcMrvKQbdgZcq7+lugyiKCq+G1GTfWVdp+bg0M7QaQeHVqEtClOu4Z6ZbfSoaXRdYE6IM0Ag87oJJuntk8lkG3TIG3T52opxN1EJBcpeTcyJfKalrg8MpwqjTsNRNAUkxRggA2qwO1LZalV4OqYjURG0C53MHXKL7s7acQbfqSP/m/L4NPunuLXY1LRY0tnFSEMCg2+eOM9MdEqT5yRfq2uF0MiNGvlHkvqI7JNYEgVfdA06v1cgdbNlMjQLFanfi0yJpPzebqAWaXF7OoFt1Khh0B60Ig1b+dzlT3azwaoIDg24fEkWxM9PNoDuoJUQZoRUEWB1OVDVzvif5xrkadi5XWnI0x4ZRYBWWNqDd5oDZpENGPBsoBloCM92qxUx3cBvqLjE/U9Wi8EqCA4NuHypv7EBThx1aQZD3MlBw0moEJEa7PqTP13K/CfmG9MUylMe/YlI4NowCTBoVNiE9lvtKFdDZSI0X2tSm3L2nO5FBd1Bi0N0dg24fOlHhynKnx5mg1/JXG+xSzWymRr7FoFt5KWaODaPA2n9WCrq5n1sJLC9Xr85Mt1HhlVBv0hl0d8PI0IeOl3M/dyiR9nWfr+XJOQ2eKIo4LQXd8fwMUArHhlEgtVntKChpAMD93EqRgu6aFissdofCq6FA4p7u4DbUvd3mTDWDboBBt08d537ukCJlus8z000+UN1sQXOHHYLAPd1KSuFkAgqgQ0V1sDtFJEUb5PceBVaMUQe91lXWX9XEHi1qYe/Sk4dBd3CSqv4u1Lejw8YLYgy6fUie0c1xYSFBLi/nnm7yAal8KjWG20uUJAU+ZfXtsDucCq+Gwt0BeVRYLCcWKEQQBDZTU6GaFiscThEaAYiL0Cu9HOqF2aRDtFEHUQTOMtvNoNtXOmwOFNW4grdhCVEKr4Y8IQXdxSwvJx/oLC3nfm4lxUcZoNcKsDtFlDWwxJz8a597PzdLy5XVGXTzmFcL6d86PtIAjYYXvIKRIAhsptYFg24fOVPVAodTRLRRh/hIXnELBVJGrLHdhoY2q8KroVDHJmrBQSMIGOK+oCZdCCXyh4Y2K45edG0rYxM1ZUmNtCqbmOlWC+7nDg3yvm4G3Qy6fUUuLU+IZIlZiDDptYhzXyBhMzUarNNVrs8ABt3Kk/s18LgmP/rkXC1E0XXMx0fyxF9JiSwvVx3O6A4NUp8rqe+VmjHo9pETbKIWklJj2EyNfONMlSuryvJy5Q2JZaab/G/fGWk/N7PcSpMuepQ3MOhWiwp3VQNndAe3LDnoblZ4Jcpj0O0jJytdb6ZMBt0hRRobxmZqNBgNbVbUtLi6qKbHMuhW2hA5083jmvyH+7mDR2K0K/C6yD3dqsEZ3aFBai5d1tCu+q2cDLp9hDO6QxObqZEvSHuVEqMMiDBoFV4NSZluHtfkL+WN7ThX3QpBAManMdOttOQuUwtIHSrcF1gSothHKZhFGnRyDyW1Z7sZdPtAdbMFNS0WCAAyWFoaUjrHhvHknAZO6unA4z84SJnu0ro2jg0jv5BKy4cnRSHKqFN4NZQU7Tqpr221ot3KecBqcNG9lSAxmpnuYCclJI+pfF83g24fOOk+4U41m2DSM8sVSuSGS3UsQ5WsX78eOTk5MJlMyM3NxZ49e/p87Ntvv43rr78eycnJMJvNmDVrFrZv3x7A1QaHkxWsdAkmHBtG/rb/DEvLg0mUQYsI9/kXj/nwZ3c45T3dSQy6g15WomuUstqbqTHo9oETFWyiFqqkjFhlkwVtVrvCq1Heli1bsGrVKjz66KMoKCjA3LlzsXDhQpSUlPT6+N27d+P666/Htm3bkJ+fj2uvvRY333wzCgoKArxyZUlBN3s6BAeNIHDrCPmNKIqd+7nTGXQHA0EQkOTe132hnsd8uKtqtsDhFKHVCPIUGgpeWe593ccuMuimQTohn3CztDTURJt0iHaXBhbX8Iv62WefxdKlS7Fs2TKMGzcOeXl5yMzMxIYNG3p9fF5eHh5++GHMmDEDo0aNwhNPPIFRo0bhvffeC/DKlSOKIi+8BSHpgloxO5iTj52tbkVlkwV6rYDRqTFKL4fc5H3dzHSHPenfODHKAA3H9AY9qYP5maoWWO3q3fLFoNsHpBPurIQohVdCA5HG8UIAAKvVivz8fCxYsKDb/QsWLMD+/fs9+hlOpxPNzc1ISEjo8zEWiwVNTU3dbqGsoqkDTR12aAQgnTO6g0ZnMzV1H9fke3tPVwMAxqTGwKDjaVSwkMqM2Uwt/F10B90sLQ8NyTFGROi1sDqccuNZNeK3xSDZHU6cqnS9gaS2+BRaeHLuUlNTA4fDgdTU1G73p6amoqKiwqOf8cwzz6C1tRW33357n49Zt24dYmNj5VtmZuag1q00qdIlLTYCei0/UoOFVF6u9otp5Ht73U3UJnE/d1CRg25musOenOmO5ozuUCAIArKTXDHSkbIGZRejIJ4hDlJxbSusdieMOo1c2kShJc09V/lcNU/OAdeHY1eiKPa4rzebN2/GY489hi1btiAlJaXPx61ZswaNjY3yrbS0dNBrVhKbqAWndPfFNB7X5Es2hxOfnHMF3WyiFlykoPsCM91hT6pmYKY7dIxMjgYAFJY2KLsQBXHOxSB1nc/NfSWhqbO8XL0lLwCQlJQErVbbI6tdVVXVI/t9qS1btmDp0qX4+9//juuuu67fxxqNRhiN4fNFySZqwUkq9S+tb0OHzcHJEuQTn5c2oMViR7RRh+wkbikLJpzVrR4XmekOOSNTYgCUo6CkQemlKIaZ7kGS2t8zyxW6uKfbxWAwIDc3Fzt27Oh2/44dOzB79uw+n7d582bcc889eOONN3DTTTf5e5lBh40Ug1NshB5RBi1EkVtHyHf2nJZGhZl5oT3ISN3LK5s7VN2sSQ2kGd3JzHSHjJEprkz3qcpmtFrUOS2IQfcgnWBpaciT9n7Wt9lQ32pVeDXKWr16NV5++WW8+uqrOH78OB566CGUlJRg+fLlAFyl4UuWLJEfv3nzZixZsgTPPPMMZs6ciYqKClRUVKCxsVGplxBQNocTZ91NQYbF8zMgmAiCIGe71dy4hXxrL+dzB63YCD30WgGiCFQ0dii9HPITURS77Olm0B0qEqIMSIgywCkCR8rUcY54KQbdg3SCme6QZ9JrkRDlukJepPKM2KJFi5CXl4e1a9di6tSp2L17N7Zt24asrCwAQHl5ebeZ3S+99BLsdjtWrlyJtLQ0+fbggw8q9RIC6kxVC6wOJyINWvZ0CEJS0H22St3HNflGU4dN3o84mUF30HHN6pb2dXMEaLhq6rCjxZ0pTYxieXkokbLdat3XzT3dg9DYZsNF99VUdi4PbUPMJtS1WlFc04orhsUrvRxFrVixAitWrOj17zZt2tTtzzt37vT/goLYl+6rtdmJUR41m6PAkoPuama6afD2n6mFwyliiNmE5BiT0suhXiRHG1He2IEL7GAetqT93NFGHXt1hJiRydE4VFSHQpXu6x5Qpnv9+vXIycmByWRCbm4u9uzZ0+djy8vLceedd2LMmDHQaDRYtWrVQNcadKT53EnRBkQaeP0ilHFfNw3E0YuuzwA2VApO6XGu45pBN/nCbvd87skZzHIHq6QYdjAPd1KjPFaXhR61Z7q9Drq3bNmCVatW4dFHH0VBQQHmzp2LhQsXdis57cpisSA5ORmPPvoopkyZMugFBxM2UQsf8tgwBt3khaMXpUw3PwOC0dAu4wCdTlHh1VAoE0URu0+5gu4pGXHKLob6lOoOxEpUvlUsnF1sdO/nZml5yMlJioJWEFDR1IHSOvVtAfE66H722WexdOlSLFu2DOPGjUNeXh4yMzOxYcOGXh+fnZ2N559/HkuWLEFsbHhdHZbGhWUlMssV6tI405e85HSKcqY7h5nuoJRiNkGrEdBuc8gnakQDUVzbhgv17dBqBIxPNyu9HOqD1Bj1vApP6NWCM7pDl0mvxfBk1/nSwaI6hVcTeF4F3VarFfn5+ViwYEG3+xcsWID9+/f7dGGh4Li7vDyLme6QJ+39PFfdAgczYuSBotpWtFkdMGg1SI/luLBgpNUIGGKWSsx5QY0GTspyj0mN4T7SIJbqvoB+vjY8g25vtne+/fbbuP7665GcnAyz2YxZs2Zh+/bt3R6zadMmCILQ49bREbzd30vdTfJYXh6axqW5LloePFer8EoCz6ugu6amBg6HA6mpqd3uT01NRUVFhc8WZbFY0NTU1O0WbOwOZ+e4MJaWhryUGCP0WgEWu1O+ikrUHynLnZUYCY2GTdSC1VCODSMf6CwtD6+KvXCT6m5wV9dqRXOHTeHV+Ja32zt3796N66+/Htu2bUN+fj6uvfZa3HzzzSgoKOj2OLPZjPLy8m43kyl4GwWW1rnO0VLMDLpD0Xh30P1JEYNuj1zapVcURZ927l23bh1iY2PlW2Zmps9+tq8U1bTCanfCqNPI5UwUujQaQd7Xfaa6WeHVUCg4KnUuZ2l5UBsa7zquT1fyuKaB6bA5sP+s6wRxcmacsouhfkUYtDCbXI1twy3b7e32zry8PDz88MOYMWMGRo0ahSeeeAKjRo3Ce++91+1xgiBgyJAh3W7BrMS9dSCFEwRC0ujUGGgE18UTtY328yroTkpKglar7ZHVrqqq6pH9How1a9agsbFRvpWWlvrsZ/vKsS5N1DQcFRQWmBEjb3zpbqKWw54OQS0z3lWJJFUmEXnrUFEd2m0OxEfquZ0sBMj7usMo6PbF9k6n04nm5mYkJCR0u7+lpQVZWVnIyMjA17/+9R6Z8GDS2GZDY7urgiGF5eUhKcKgxfBkVxfzg+fUta/bq6DbYDAgNzcXO3bs6Hb/jh07MHv2bJ8tymg0wmw2d7sFGynozmJpediQ9nWfrmTQTf1zOkV8UeoOupMZdAezzITOTDc7mNNAfHyyCgAwNTPep1V95B+dzdTCp4+DL7Z3PvPMM2htbcXtt98u3zd27Fhs2rQJ7777LjZv3gyTyYQ5c+bg9OnTff4cJbeASvu5zRF69lYIYVKJ+UGVlZh7XV6+evVqvPzyy3j11Vdx/PhxPPTQQygpKcHy5csBuLLUS5Ys6facwsJCFBYWoqWlBdXV1SgsLMSxY8d88woUws7l4UfOdHOmL13GuZoWNFvsMOo0ciaVgtOQWBN0GgGtVgfKGtivAfCuGVN5eTnuvPNOjBkzBhqNBqtWrQrcQoPEzpOu/dzTWFoeEqSguySMMt2SgW7v3Lx5Mx577DFs2bIFKSkp8v0zZ87EXXfdhSlTpmDu3Ll46623MHr0aPzhD3/o82cpuQVUGjOVyix3SJOaqe07UwtRVM/FcK+D7kWLFiEvLw9r167F1KlTsXv3bmzbtg1ZWVkAXF/QlzZ1mDZtGqZNm4b8/Hy88cYbmDZtGm688UbfvAKFSDO6WWoWPqS9n2eqWlT1IUDeKyhpAOCeOckmakFNp9HIF9RYYu59MyaLxYLk5GQ8+uijmDJlSoBXq7yimlYU1bRCKwiYMDT4qu6op1R3g63iMJrVPZjtnVu2bMHSpUvx1ltv4brrruv3sRqNBjNmzOg3063kFtDO/dwMukPZuLQY6LUCyhraVbWlc0CN1FasWIHi4mJYLBbk5+fjmmuukf9u06ZN2LlzZ7fHi6LY41ZcXDyYdSuqutmC6mYLBACZDLrDRlqsCYIANHfYUd1sUXo5FMQKSxsAACNTopVdCHkkw/05fbIi+CZhBJq3zZiys7Px/PPPY8mSJYiNVV/n7p3u0vIxQ2IQadApvBryRDhmuge6vXPz5s2455578MYbb+Cmm2667P9HFEUUFhYiLS2tz8couQVUCrqT2UQtpBl1WjnbLVUSqcGAgm61O+puoJQWa+KekjCi12rkcSNquvJG3pMy3SOTGXSHgmHuKpaTKu/X4ItmTJ4IhbGfnvrvcVfQPW1YnLILIY8NcQfd5U0d6LA5FF6N73i7vXPz5s1YsmQJnnnmGcycORMVFRWoqKhAY2Oj/JjHH38c27dvx7lz51BYWIilS5eisLBQ/pnBprSe48LCxVT3dp2dp6qUXUgAMegeAHk+L0cFhR25xJz7uqkP7VYHTrrHTzHTHRoymekG4JtmTJ4IhbGfnmjqsMmNfnKHxSu8GvJUjEmHCL0WooiwGknk7fbOl156CXa7HStXrkRaWpp8e/DBB+XHNDQ04N5778W4ceOwYMEClJWVYffu3bjyyisD/vo8wT3d4WNqRhwA4NOierRa7MouJkBYKzUARzkqKGwNjYtA/vl6nOJMX+rDkbJGOJwi4iP1SIzmF38okILuc9WtsNqdMOjUfb15oM2YPLVmzRqsXr1a/nNTU1NIBt67T1XD5hCRFmtCmrsvAAU/QRAwJNbk3o/fhpEpMUovyWdWrFiBFStW9Pp3mzZt6vbnS7d69ua5557Dc88954OV+Z/DKcoXUVLMLC8PdUNiTUiJMaKq2YL9Z2tx/XjfjZ4OVuo+8xggKdOdzUx32OnMiDHopt4VltYDYJY7lCRGGRBp0MLuFHFWxVUsg2nG5I1QGPvpCam0PDeLWe5Qkx7LrWLhpqKpAzaHCK1GQEKkQenl0CAJgiCXmH90olLZxQQIg24vNXXYcN7dnCObM7rDzjB30H2iopkdzKlXh4uloDt8sifhThAEebSbNHlCjQbajEmN7A6nPJ/7CpaWh5x0d2WCmi+yhRuptDw52ggNp4aEBemC5o5jlXA4w/+cm0G3l465s9xJ0QbEmPQKr4Z8LT3WBK0goLnDjouNHUovh4KMKIr4tLgOADBuCIPuUJLjrkz6sky9QTfgfTMmACgsLERhYSFaWlpQXV2NwsJCHDt2TInlB0z++Xo0tNkQbdRhdCqP9VAjjQlkpjt8FNe4RsBxXFj4GJ9uRpRRi5oWKw67z63CGfd0e+nLMtd+7mzu5w5LOq0G6fERKK1rw4nyJvmLmwhwncDVt9lg0GrkII5Cg7Qd6MuLjZd5ZHhbtGgRamtrsXbtWpSXl2PixIn9NmMCgGnTpsn/nZ+fjzfeeANZWVkhPfrzcrYfdZU7TsuMg5ZZtZAjZ7qrWnzes4CUUeQOutlfIXzoNBrkDovH7tM1eP/LClw1PFHpJfkVM91eOsb93GGva4k5UVcHi1xXYkelRkOn5cdnKJEukhy72ASnCsrY+rNixQoUFxfDYrEgPz8f11xzjfx3mzZt6tGASRTFHrdwDrhFUcT2o6597zNyEhReDQ3EkFgTBAFotthR3WxRejnkA2erXUG3tF+fwsOVOa5Ae/vRirDf1smzRi99yc7lYU+a6cugmy4llZaPZWl5yBkaFwG9VkCLxY7zdeEzRoh87+jFJpQ1tMOo02ByRqzSy6EB0Gs1SI1hM7Vwcq7G9e/ITHd4mTQ0FkadBuWNHfj8QnhXojHo9kKb1S5/eDPTHb6GuRvknVBxwyXqSRRFHCqSgu7Q7MasZlqNIFexSNuEiHrzny9dWe4pGXEw6rQKr4YGis3Uwofd4USJu4lxGjPdYcWg0+AKd0O1dwsvKrwa/2LQ7YUvy5rgFIGEKAMSojiuIFxJXY7P1bTCYncovBoKFhfq21He2AGtIGBUKseFhSKpF4c09pGoNywtDw9D45jpDhel9e2wO0UYtBqef4ehq0ckAQDe++Ii7A6nwqvxHwbdXvjiQgMAYDiz3GEtIcqAKKMWDqfIL2uSfXKuFgAwPDmK2a8QJe3rPqryZmrUtzNVzThd1QKtRsA09wxZCk1D3VvFzjDTHfLOuf8N02JN0LApXtiZnBmLaKMO1c0W7D9bq/Ry/IZBtxcKSxsAACOSmeUKZ4LQWYZ6jBkxctt7pgYAMCGdezxDlbQt6EhZY9g3bKGB+fcXriz35KGxiDJywEsoS4+VOpi3KrwSGiypc/kQlpaHJZ1Gg5nuzuX/LCxTeDX+w6DbC1+4N/gPT2amO9xJjfK495MA137ufe6ge9JQ7ucOVZnxkdBqBDS02VBa1670cigI/fuIa0/hzDAfXaMGUqa7oqkDje02hVdDgyF3LmcTtbA1d5SrxHz7lxVos9oVXo1/MOj2UH2rFSXujrfDmekOe9K/8REG3QRXJ/uaFiuMOg1GpbJzeagy6DTIdjdKLCitV3g1FGxOVTbjVGULdBoBue7GPhS6Ig06JEW79v+yMWpo61peTuFpVEo0Us1GtFod2HakQunl+AWDbg994Q6+hphNiGbJWdiTZ/qWN4V1UwfyzN7Triz3uDQz9JzPHdJGpbgumhSUNCi7EAo6//dFOQBgckYcS8vDRJa7au04g+6QJpWXM9MdvgRBwLzRKQCAtz4tVXg1/sGzRw99Ie/nZmm5GgyJNSFCr0WHzckmLIQ9cmk593OHupEpriqWghJmuqmTKIr4vy+k0nJ2LQ8XWVJ/FgbdIau5w4aqZgsAZrrD3bzRyRAE4FBxnVzdEE4YdHtIaqLG0nJ10AgCspNcX9ZHLrDEXM0sdgcOFbm6aTLoDn2j3ePejl5sQoeNIwHJ5cuyJpyrboVey9LycNKZ6W5WeCU0UKcqXcFXfKQekQZWoISzhCgDpmTEAQC2HA6/bDeDbg+Iooh8d1ZkNPdzqkZOkuvknM3U1O2Tc3XosDkRF6lHRjxL20JdUrQRsRF62J0iR4eRTOqYm5sVzxP7MJLl7uFwsrKZW8VC1IkKV5WCNFWGwtu1Y1wl5lvzL8BqD69jlkG3B85Wt6KhzQa9VpCb8FD4k+axf8GgW9X+e7wSAHDFsHgInA8a8gRBwCi5xLxB2cVQUHA4Rbz3uau0fM7IJIVXQ76UHGOESa+B1e7EuRqODgtFJytcVQqZDLpV4YqsOMRF6lHTYsX2o+HVUI1Btwc+O+/Kco9IjoaOTZRUQwq6j11kMzW1EkUR/z1eBcAVdFN4kPZ1f8Z93QTgwNlaVDVbEG3UYaq7tJHCg0YQkJXAZmqh7IR7awAz3eqg02gwf6wr2/2XT84rvBrfYgTpgcPn6wCwtFxtUmNNiDRoYbE7caKC+8HU6GRlM8oa2qHXCpjI+dxhQxr7dri4HqIoKrwaUtrbBRcAAFflJPDCehga5q5QPHaRQXeoEUURx1lerjpfHZsKjQAcKqqTKx3CAb9dPJDvznSPYdCtKpouZaiHi+sUXg0pQcpyT0yPhVGnVXg15Csjk6Oh1wqoarbIo2hInVosdrzvngk7d1Sywqshf2AH89BV3tiB5g47tIKAoRwXphoJUQZMz3ZNkfjLJ8XKLsaHGHRfRn2rFWerXSdlo1LZuVxtpOqGw+dZhqpGH0r7udnNOKwYdBp5Xvcn53hBTc22HSlHu82BtFiT3NmewkuO1J/lQiOcTla2hBKpiVp6nIlVKCqzYHwqAGBrfhka22wKr8Y3+A6+DGnPX3qcCTEmvcKroUAbM8R1Yp7PoFt1Lja0o6CkAQK4nzscjUuTgu5ahVdCSvrHYVdp+TWjk9koMUwNS4yEXiugsd2GolpWtoSS49zPrVrj08wYlhCJdpsDWw6XKL0cn2DQfRmHilxZEJaWq9OI5GhoBFeJU1lDu9LLoQDadqQcgKvaISHKoPBqyNfGp7n26H9yrpb7ulWquKYVh4rrIAjANSwtD1s6jQbDkzixIBSxc7l6CYKAr00cAgD48/7zYdHQmEH3Zew/68qCTEiPVXglpASTXovsRFdpGvd1q4sUdM8cnqjwSsgfRqbEcF+3yv09vxQAMGloLC+shTlpe2ABJxaEFKnjPDPd6jRnRBJiTDqUNbTjg2OVSi9n0HRKLyCYNbbZ8OVF14zm8ensXKxWo4fE4FxNK/LP1+OWqUOVXg4FwMWGdnzmLi2/MidB6eWQHxh0GoxMicbx8mYcLKrD8GTu51UTm8OJt9yl5V91j6eh8CWNCWSmWzkOhwM2m+d7c1utdrR1tGNojBYjEw2Aw+rH1ZH/CIBGCwje53kNOg2uH5eKtwvKsHH3OSycOCSktwEx6O7HJ0W1EEXXfu74SF4FV6sxqTH4z5cV+LSYV8jVQspyjxnC0vJwNj4tFsfLm7H3dA3uuHKY0suhAPrwWCWqmy2IjdAjl40Sw57UOPFERRParHZEGnj6GyiiKKKiogINDQ1ePc9ic+Cxr6RAqwES0AR0+Gd95H9OADZtBJzGWMDLoPn68al474uLKCxtwOHz9ZiRHbqJEH7q9OMAS8sJwFh3M7Xj5U2obbEgMdqo8IrI3/5VeBEAS8vD3ZSMWGz97AJ2n66G3eFkd1wVeeOQqzHPV8YkQ6fhv3u4S4gyIDHKgNpWKz4vbcSsEfxsDxQp4E5JSUFkZKTHmcraFguEFgsiDFokRvG8K2SJIjo62lFTXY0OC+A0xXn19LhIA+aOSsZHJ6qwcfc5Bt3hqjPoZmm5msVFGjAsIRIldW3Yd7YW35iSrvSSyI9OVjTjSFkjtBqBJ2ZhbkRyNKKNOjR32PFZSQO3EqjE+dpW7DldAwD46hiWlqvFyJRo1BbV4bOSen62B4jD4ZAD7sRE737nthYHBJ2IqAgDjEZWnIUyo8k1Y72yqgoW0ex1qflNk9Lw8YkqfHi8EmeqWuTtIqGGl3f7UN1swclKV9dEqcstqdekoa5qh72nqxVeCfnb1s9c+zyvGBYHM8cEhjWNRsCUDNexvfNklcKroUB5/cB5AK5KhxSzSeHVUKBII0APFrEpaqBIe7gjI71rhCaKItpsDgCAUa/1+boo8EymCFfQ6XR4/dz0uAjkZsVDFIEXd531+doChUF3H3afcgVX2YmRnM9NXYLuGo4XCmN2hxNvf1YGgCOE1GKqewb7xyd5QU0NWi12vHXY1bX8hglDFF4NBdJE91bBT4vqYLF7f+JPA+dt8yubQ4Td4YQAAUYdQ5WwIL8HBnYOLTUy/mdBGS7Ut/loUYHFd3IfPjrhynpcMYwNVggYmxYDnUbAxcYOnON4obC1+3Q1alosMJt0mDosTunlUABMzoiFAFfPhsomduoJd+8UlKG5w44hZhOmZMYpvRwKoIz4CMRG6NFuc7CLeZBrs9oBuLpXCwjdbtXkOyNTojFxaCzsThF/2n1O6eUMCIPuXljtTjnTPY1BNwEw6rRyadpe915ACj9/+8TVXOnqkUlsrqQSZpMeI9z7wz48HvpzQKlvTqeITfuLAQALJqRCE8KjZ8h7giBgortHz74z/B4PZm1Wd2m5CrPce3bvQkyE3utu756IidDjvXf/1effnz9fjJgIPb74vLDfn7NwwXz89Cerfby6y/vmVFdPpc2flobkRXL1vZs9cLi4Ds0WO8wRegxPjlJ6ORQkpBJzqQqCwktpXRs+cu/rvW5cqsKroUCSuqFKo+IoPO08VYUzVS2I0GsxbzS3j6jRBPf3OIPu4NZqcWW6TfrQDVP++pc/I2NIktLLtW+udAAAIu1JREFU6OZMUSkW3PA1jx/vzwsAAzE+zYwxqTGw2p3YsDP09naH7rvZj/7rDqqmZcbxSjjJpme5Tsz3n61BU4dN4dWQr/3tYAlE0XVxJS0uQunlUADNdHctP3C2FjUtFoVXQ/7y4i5XSeL8cSmc06xS0sXzzy808ns8SNkdTrS7m6hFsImaT6UOGQKjMXTHrwmCgG/nZgBwjX0MtWw3g+5LiKKI/7pLDLmfm7oaGh+BoXERsDlEfMxsd1jpsDnk5koLxjPLrTYpZhOGJ0XBKQLbj1YovRzyg89K6nGoqA5ajYCFE9OUXg4pJCnaiCFmExxOUR4LS8GlxdK5n1ur4DavhQvm48erfoQfr/oRMoYkYdjQVKx97H/lZrpWqxU//9kjGD08C6mJsbh27mzs2b0LgCtD/MN7l6GxsRExEXrEROjxxK/XAgDe3Pw3XDPnKqQlx2NEdga+f/diVFd5f04piiKyM9Pwr3felu+bfVUucoZ1jrU9+MkBxMdEoKWlBUDP8vLDnx7CnJnTkRQXjWvmXIXPCwvlvzt/vhg33nAdACAzLRkxEXrc94Pvy3/vdDrx8589gmHpKRiRnSG/Pn+bmN6Z7V7/8ZmA/D99hUH3JY5ebEJxbRv0WkG+IkokkcpQ//MlT8zDyTsFZahrtSIxysA+Dio1c7hrhuy/v2CJeTh60V2KePXIJCREceavmk11N9DjBTZliKKINqu9z1t1kwUdNgcgot/HDeTm7fSZN/72F+h0Ony0ex9+9/RzeOEPz2PTa68AAH5471J8cmA/Xnv9bzjw6Wf45rduxf984yacOXMaV82chd/+7hmYzWacKSrFmaJS/GiVaw+01WrFz//3cew/lI/NW/6B4uIiLL93qde/R0EQMGfOXDnQr6+vx4njx2G32XDi+DEAwJ49uzF12hWIju4517q1tRW3ffubGDVqDPbsP4g1j/4vfr7mp/LfZ2Rk4q+b3wIAfPbFUZwpKsVTTz/X7XcTFRWFj3bvw69+sw5PPvFrfPTfD71+Hd4SBAG3dsl2l9aFTidz1ldd4t3PLwJwZbkjDCxroe6uzEnAPwvLsPNkNdqtDr5HwoDDKeIl99zHGyelQavhlhI1uionAW8cKsEn52pR2dSBVM5vDhtHLzbig2OVEADcPDn9so+n8HZlTgL+c7QCHx6rhNXuhEGFzbqU1G5zYPz/blfk/33oZ/O92loyNCMTT/7uGQiCgNGjx+Do0S/xwh9+j3lfuRZ/f2sLTp4pRlq66zPlwYdW48Md2/HX1/+Mx9b+GubYWAiCgNQh3UcTLrn7e/J/5+QMx++eeQ5fmTsbLS0tvQbH/Zl7zTV47dWXAQD79u7BpEmTkZE5DHt278LYceOxd/cuzL1mXq/P3fLmG3A4HFj/0p8QGRmJceMn4GLZBaz60f0AAK1Wi4QEV6IpOTkFcXFx3Z4/YeIkrHn0FwCAkSNHYeOG9dj58Uf46vzrvHoNAzFxaCwmDo3Fl2WNeG7HKTy7aKrf/5++wE+aLpxOEe8WuoLuOSOCq/kBBYfsxEgkRxvRbnNg1ymWmIeD7UcrUFzbhiijFl8dm6L0ckghKWYTxqTGwCkC/8i/oPRyyIee//A0AGDWiEQMjWe/BrUbkxoDc4QeTR12HDjHEnPq24wrr+w2Y/zKq2bi7JnTKMjPhyiKmDZ5PIYkxcm3vXt2o+hc/+OsPi8swKLbvoXxo0cgLTleLuG+UFri9frmXjMPx48dQ01NDfbu2Y2rr5mHuddcg7179sBut+PgJwdw9dxren3uqRMnMGnSZERGRnZ7fZ6aOGlStz+npqWhujpw58XfmZEJAHinsAzHy5sC9v8dDGa6uzhUXIeKpg5EGrSc30m9EgQBM4cn4L0vyvGP/Av4GvcGhjRRFOUOmDdMGAITm7ao2rVjU3CyshlvflqCH84bAQ2rHkLel2WdWe5vTctQejkUBDQaATOy4vHfE1X4z5fl7GQfYBF6LY6tvaHXv6ttsaK8sR1GvRZpfqg28mVjNq1Wi937D0Kr7f4zo6P6zla3trbilptvxPz51+FPr/4ZSclJuFBaim/efCOsVqvXaxg/YSISEhOxb89u7Nu7G4/+4jFkZGTgd089ifzDn6K9vR2zZs/p9bneltpfSq/Td/uzAAFOp3NQP9MbI5KjcVVOAg4W1eGJbcfx+ve7XyAJRsx0d/GvwjIAwJXZCSw3oj59ZYwrG/rRiSpUNIZW50TqbvvRShwpa4RRp8EN44dc/gkU1mYOT0CkQYvSunbsO8uRQuHgqe0nATDLTd1d6Z5Y8MHRStgdgQsUyJW8iDToer1Z7U6Y9FokRRn7fMxgbt4GZZ8eOnTJnw9ixMhRmDx1KhwOB6qrqjFixMhuN6mc3KA3wOFwdHv+qZMnUFtTg8d/9QTmXH01xowZO6jssLSv+9//9y6OHT2K2XOuxoSJk2Cz2fDKyxsxdeo0xMTE9PrcMePG4ciRL9De3t7t9XWl17sC60tfR7C448ph0GkE7Dldgw+PB3/1KSNLt6YOG/7lLi2/ehRLy6lv6XERchnq1s9YhhqqHE4Rz3zgOiFfODEN5gj9ZZ5B4c6o0+Lqka7P/zcOel/qR8Fl16lq7D5VDa1GwO3TM5VeDgWR8elmRBt1qG21YufJaqWXQwCsdidara7O5VHG4Kg6K7tQikce/glOnTqJv295Ey9teAErVt6PUaNGY9F37sB9y76Hf/3zHRQXFyH/8Kd49unfYft/3gcADMvKQktLC3Z+/BFqamrQ1taGjMxhMBgMeHHDCygqOod//997+O26Jwa1xrnXXIO3tryJiRMnwWw2y4H4W29uxtV97OcGgNsX3QGNRoOVy+/FiePHsP0/7+P3ec91e8ywYVkQBAH/ef/fqK6ulrugB4tUswk3TXZVnP7638dgsQfnxQEJg263vx++gDarA0PjIjA+zaz0cijIXeve+7vl01I4nYMr0SFlvFNQhtNVLYgyavH1ydwmQC7Svv7tRytwvrZV4dXQQDmcItZtOw4AuGF8KhvjUTc6jUYuK3/jEC+wBYPGdld5tUmvhU7BUWFd3fHdu9DR0Y5r587Gjx/6Ee774Up8b+kPAAAbNr6CO757Fx595GFcMXkCFt32LRz+9BAyMlzbWGbOmo2lP7gXdy++EzmZach79mkkJyfjxY2v4J9vb8WMaZPx7NNP4TfrfjuoNV4z7ytwOBzdAuyr58513dfHfm4AiI6Oxlv/eAcnThzDnJkzsPaxX+DxX3e/AJA+dCge/cUv8ctfPIoRWUPx44d+NKi1+sMtU4YiLlKP87VteHFn//vplSaIgy3qD4CmpibExsaisbERZrPvA2KnU8RXn9mJ4to2fH9ONq5nmSldRofNgRV/+wztNgdeXjId1/l5trO/jwElKfHaWix2zH9mJyqbLLjjymH4xhR2NKZOT75/HJ9faMQdVw7Dum9NuvwTBimcj29Amdf3lwPF+MW/jiLKoEXeommINrGFDXVX3tCO1X//HIIA7Hn4WmTER17+SQMUzsd4f6+to6MDRUVFyMnJgcnU/4Wv01XNaLc6kBRthNmkfOXZwgXzMXnyFPz26WeVXkpYsFg6UHq+GO2mREDr27GNB87W4PcfnYFBq8G2B+diZIp3XeAHy9PjOzguJSls16lqFNe2IdKgxdxRbKhBl2fSa3HdOFdG7I8fnxl0QwoKrOc/PIXKJgtSzUZ8bQIvslF335w2FACwNf8C+zaEoMqmDjz1H9fWkdunZzLgpl6lxUVgYroZogi8eahU6eWoWofNgXarAwKAKCOPV/LOzOGJmJoZB6vDiZ+9fQSOIK1AVX3QLYoi8v7rGifyldHJ7F5MHrtxUhr0WgGFpQ3Yf5ZjR0LFyYpmvLqvGABwz+xsNk2kHsYOMWPskBhYHU686J7hTqFj7XvH0GyxY0RyFK4b598qJApt0vvjjUMlaLXYFV6NetW0WAAAEQYdtEHegTqQvnXL17uNJOt6+91TTyq9vKAhCAKWXp0Do06DQ8V1+NOe4CwzV/3lpO1HK/F5aQOMOg1uZokpeSEu0oCvjk3F9qMVeP6/pzF7RGLQjytQO6vdidVvFcLhFDE9Kx5TM+OVXhIFqW9dkYEnth3HXz45j+9eNQyjUnvvAEvB5V+FZfj3kXJoBGDZ3OEc+0b9ys2OR6rZiMomCzbtL8bKa0cqvSTVsTucaGizAQDigqih6fsf/FfpJeCP619Ce0d7r38XH58Q4NUEt6RoI+6enY2Nu8/hmQ9OYs6IJEzKiFV6Wd2oOsXjcIp4ukv34rhI3+4xoPB382RXtvtQUR3+faRc6eXQZeR9eApHLzYh2qjD9+bkKL0cCmKThsZielY8HE4Rj793jFtIQkBpXRt+/s6XAID/mTYU2YlRCq+Igp1Oo8G3r3A1vnpp11k0ttsUXpH61LZa4RRFGHVamPSqDkt6SB86tMdIMumWkMCg+1JfGZ2MK3MSYHOIWPnGZ2ho8372uT+p+t29aX8xzrB7MQ1CYrQR35ji2v+59r1jaO7gF3aw2n2qGhvcpcI/mDscCVG8yEb9u2tmFvRaAXvP1OC9L3hRLZh12By4f3MBmi12jE6Nxv9My1B6SRQi5oxIwtC4CDR12LmdJMDsDidqW1yBUWyEHgArU2jgBEHAD64ejuRoI0rq2nD/GwWwO5xKL0um2qD7XHULnvrPCQDAd2YMY+MGGrBvTElHqtmIqmaL3LyHgsuZqhasfOMziCJw7ZgUXJnDK8R0ealmk9zZ/tF3jqC0rk3hFVFvRFHE//vHF/i8tAFRRi1WfmUktCwrJw9pNAK+M8M1x33j7nM4cqFR4RWFH6ez98CnsskCu9MJg1YTNLO5yT9EubmZfz+bo006/HjBaBh1Guw9U4Of//PLoKlUU2WkabE78OO/fw6L3YmJQ2Mx3z2XlWggDDoNvj8nB+veP4G/fHIe07PjccvUoUovi9wqGjuw9M+fornDjjGpMfjenGyll0Qh5JvThuJIWSNOVbbggc0FePPemWy4GUREUcS690/gvc8vQqsRsPq60UjhTG7y0vTsBMwcnoBPztXhx38vxHsPXA2jjsf5YBkMBmg0Gly8eBHJyckwGAxy75t2qx01ja4LmeYIE6wWi5JLJX8RAbvditqaGjhEAdD4P/TMSozCyq+MxHP/PYU3Py2FSa/FL28er3jfJdUF3aIo4qf/+AIFJQ2I0Gtx3zXDFf9HoNA3OSMOt0xNx78KL+KRrUcwIjkaE4cGVwMHNSpvbMd3Nn6C87VtSIkx4qHrR0OvVW2BDw2ATqPB/deOwpq3v0BhaQN+tLkA6797BXR8HylOCrg37nZ1ql06Jwfj0/m5SwPzvTk5OFbejFOVLViz9QieuX0Kzw8HSaPRICcnB+Xl5bh48aJ8v1MUUd1sgc0hwqTTQGxSXTiiKiIAu6CHPTIJCNAxNSMnAfddMxwv7jqHTfuL0WFz4FffnKjoOaCq3uVOp4gnth3HPwtdV8RXXTcKSdFGpZdFYeL23Eycq27FkbJGfPflg/jL0isxOSNO6WWpVmFpA5b/JR8VTR1Ijjbi5zeNd+8ZI/JOsvuCzW//cwIfHKvEj//+OZ66dTIzYQpqtzrwyNtf4F+FrhP5783JxrWsWqNBMJv0WDFvBJ7afgJvF5QhxWzCT782hoH3IBkMBgwbNgx2ux0OhwMOp4hf/OtLHDxXixiTDquvHw2did/N4UsABI37Fthjad7oFNidIl7ZW4Q3Py1FWUM7nls0VbHYTzVBd4fNgZ/8/XP8n7sZzrKrcxgQkU9p3Bdynnz/BE5XteC7fzqI3946GTdOYpO+QHI4RWzaX4zf/ucErHYn0uNMWLNwHC+w0aBMSI/Fj+aPwnM7TuFfhRdxob4dG+66AikxLGUOtC/LGvH//vEFjpc3QasR8L052Zg/lvO4afCmZMbhXnd27MVdZ9HYbsXj35gIg46VLYMhCAL0ej0c0OCnb3+O//uiCnqtgB/OH4WYKE4ZIP+ZPzYVcREG/OGj09hzugZfy9uNJ/5nEq4fnxrwC2oD+hRZv349cnJyYDKZkJubiz179vT7+F27diE3NxcmkwnDhw/Hiy++OKDFDtS+M65f8v99UQ6tRsDyecPxlTG8Ik6+F2nQYc3CcRifZkazxY4Vf/sMq98qRHlj73MWg1GoHd8SURSx53Q1/mf9Pvzq/47BanciNysev7plIgNu8onpWQl4+IaxiDRokX++Htc9swt//eR8UHVH9USoHuOVTR147N2juOWFfThe3oQYkw4/u3EcA27yqXmjU3D3rCwIArD5UClue3F/0DRX88exu3XrVowfPx5GoxHjx4/HO++845e1n6lqwXc2fiKfi6+8diRGJEf75f9F1FVuVjzW3jIRmfERqGmx4t6/5OOuVw4i/3xdQJuseR10b9myBatWrcKjjz6KgoICzJ07FwsXLkRJSUmvjy8qKsKNN96IuXPnoqCgAD/72c/wox/9CFu3bh304vvTbnXg/SPluP2lA/juywdRXNuGuEg91iwci3mjGXCT/0QYtFhz41jcMjUdAoC3PyvDV363Ez975wg+K6kPmi6KvQmV47urquYO/Hl/Mb7xx31Y/MohfHGhEZEGLZZdnYPV149GpEE1BT0UAFMy4/DrWyYiJykKTR12/PyfX2Le73Zi4+6zuNgQ/BfXQu0Yt9gd2H2qGg9tKcTcpz7Gpv3FcDhFzByegKe+PRnj08wBWQepy9cmpuHhG8Yg0qDF5xca8Y0X9mLl3z7DgbO1cDqV+Q73x7F74MABLFq0CIsXL8bnn3+OxYsX4/bbb8fBgwd9tu7mDht+8+9j+FrebhS6Jwz8bOFYXJWT6LP/B9HlDEuIxK+/OQnfmJIOvVbAvjO1+PaGA7jlhX14dW8RygLw/S2IXkYAV111Fa644gps2LBBvm/cuHH45je/iXXr1vV4/E9/+lO8++67OH78uHzf8uXL8fnnn+PAgQMe/T+bmpoQGxuLxsZGmM09v2BbLXYU1bSiuLYVpypbUFjagE+L6tBucwAAtIKA+eNSsGhGJk/AKaBOVTbjjYMlOFnZLN+XFG3AVcMTMSHdjFEpMRgaF4Gh8RH97je+3DHgK8F4fAOufgyN7TbUtFhQ1tCO87VtOHaxCYWlDd1+t3qtgPnjUvGNKemIj+QcbvIfp1PEB8cq8XbBBTR32OX7xw6JwRVZ8RifZsbwpCikxUUgJcbY71jKQB3fQPAe4+1WB2paLKhs6kBJXRtOVbbg6MVGHC6ul7/LAWBMagy+nZuBSWxUSQFQ12rFGwfPY9/ZWvm+hCgDZo9IxOSMWIxKjUFmfASGxkUiwtB3jwdfHOP+OHYXLVqEpqYmvP/++/Jjvva1ryE+Ph6bN2/2aF2Xe23FNa1Y8NxuWB1OXDEsHnfPyuKEAVJUdXMH3ikow94zNbA5OsPgYQmRmDYsDmOGxCAnMQpD4yOQHGNEQpSh3x4unh7fXkWgVqsV+fn5eOSRR7rdv2DBAuzfv7/X5xw4cAALFizodt8NN9yAV155BTabDXp9z0DDYrHA0mV0QGOjq6ynqamp1//H+o/PYP3Osz3uT4zS46qcRHx1bAoSoowQLe1o5UQCCqChkcBPvpKJE5VN2Hu6Fvkl9aiqbcN7tQ14r8vjYkxaHFhzXZ8/R3rv+zNLHqzHt93hxIzffNjtg7ErAUB2UiRmDk/EVTmJMJv0gMOC1mYe7ORfc7OicFXGKOw/V4NPztbidGULjp1vw7HzlT0e+/g3xuPbuZm9/pxAHN9A8B7jz+04hVf2FvW57hiTDtOz4zFnRCJyEqMhCAJam5v7fDyRrxgBfG/GEMwfEYOPT1bhYFEdaura8G5dA979tPNx6XEmfPDQvD5/zmCPcX8duwcOHMBDDz3U4zF5eXl9rsXb4zvBADw0byjabQ5MHhoPwIbWZlufP5/I3yIBfHdaCm4eF4+DRbU4XFyPM9UtKC5vQ3F5Ta/PeW7RVFw/vvetTJ4e314F3TU1NXA4HEhN7f4/TU1NRUVFRa/Pqaio6PXxdrsdNTU1SEvr2WRq3bp1ePzxx3vcn5nZ+wlLX0oBFAJ4yatnESkj9snLP6a5uRmxsf7J8ITa8d1VCYDdA342kf99Pw/4/mUe48/jGwjtY/wYgNcH/Gwi/yoFEPvY5R830GPcX8duX4/p62cC/jm+iYLdrXmXf8zlju8B1Vpf2u1NFMV+O8D19vje7pesWbMGq1evlv/sdDpRV1eHxMTEkB3d0NTUhMzMTJSWlvq9fNCf+DqUIYoimpubkZ6e7vf/F4/v3oXaeyZY8Pd2eYE8vgEe430Jt/dqOL2eUH8tvjrG/XHsevszQ/X4loT6e8lX+Hvw3e/A0+Pbq6A7KSkJWq22xxWwqqqqHlfKJEOGDOn18TqdDomJvTdRMBqNMBq7dxuOi4vzZqlBy2w2h8Wbm68j8PyZAQN4fHsqlN4zwYS/t/75+/gGeIx7Ktzeq+H0ekL5tQzmGPfXsdvXY/r6mUDoH9+SUH4v+RJ/D775HXhyfHvVvdxgMCA3Nxc7duzodv+OHTswe/bsXp8za9asHo//4IMPMH369F73ghGRMnh8E4U3HuNEoclfx25fj+nrZxLRIIheevPNN0W9Xi++8sor4rFjx8RVq1aJUVFRYnFxsSiKovjII4+Iixcvlh9/7tw5MTIyUnzooYfEY8eOia+88oqo1+vFf/zjH97+r0NaY2OjCEBsbGxUeimDwtcR3nh8943vmYHh7y248BjvW7i9V8Pp9YTTaxkofxy7+/btE7Varfjkk0+Kx48fF5988klRp9OJn3zyScBfX6DwveTC30PgfwdeB92iKIovvPCCmJWVJRoMBvGKK64Qd+3aJf/d3XffLc6bN6/b43fu3ClOmzZNNBgMYnZ2trhhw4ZBLToUdXR0iL/85S/Fjo4OpZcyKHwd4Y/Hd+/4nhkY/t6CD4/x3oXbezWcXk84vZbB8Mex+/e//10cM2aMqNfrxbFjx4pbt27198tQFN9LLvw9BP534PWcbiIiIiIiIiLyjFd7uomIiIiIiIjIcwy6iYiIiIiIiPyEQTcRERERERGRnzDoJiIiIiIiIvITBt1+9Nhjj0EQhG63IUOGKL2sASkrK8Ndd92FxMREREZGYurUqcjPz1d6WV7Jzs7u8e8hCAJWrlyp9NIoiK1btw4zZsxATEwMUlJS8M1vfhMnT55UellBb8OGDZg8eTLMZjPMZjNmzZqF999/X+llEXUT7u/TdevWQRAErFq1SumlDEg4nUdRYOzevRs333wz0tPTIQgC/vnPf172Obt27UJubi5MJhOGDx+OF1980f8L9SNvfwc7d+7s9fz4xIkTgVmwHwz03M2f7wUG3X42YcIElJeXy7cjR44ovSSv1dfXY86cOdDr9Xj//fdx7NgxPPPMM4iLi1N6aV759NNPu/1b7NixAwBw2223KbwyCma7du3CypUr8cknn2DHjh2w2+1YsGABWltblV5aUMvIyMCTTz6Jw4cP4/Dhw/jqV7+KW265BUePHlV6aUSycH6ffvrpp9i4cSMmT56s9FIGJRzOoyhwWltbMWXKFPzxj3/06PFFRUW48cYbMXfuXBQUFOBnP/sZfvSjH2Hr1q1+Xqn/ePs7kJw8ebLbsTZq1Cg/rdD/BnLu5vf3QkAGk6nUL3/5S3HKlClKL2PQfvrTn4pXX3210svwuQcffFAcMWKE6HQ6lV4KhZCqqioRQLf5qOSZ+Ph48eWXX1Z6GUT9Cof3aXNzszhq1Chxx44d4rx588QHH3xQ6SUNSLicR5EyAIjvvPNOv495+OGHxbFjx3a777777hNnzpzpx5UFjie/g48//lgEINbX1wdkTUrw5NzN3+8FZrr97PTp00hPT0dOTg6+853v4Ny5c0ovyWvvvvsupk+fjttuuw0pKSmYNm0a/vSnPym9rEGxWq3461//iu9///sQBEHp5VAIaWxsBAAkJCQovJLQ4XA48Oabb6K1tRWzZs1SejlEvQqn9+nKlStx00034brrrlN6KYMWDudRFLwOHDiABQsWdLvvhhtuwOHDh2Gz2RRalTKmTZuGtLQ0zJ8/Hx9//LHSy/EpT87d/P1eYNDtR1dddRVef/11bN++HX/6059QUVGB2bNno7a2VumleeXcuXPYsGEDRo0ahe3bt2P58uX40Y9+hNdff13ppQ3YP//5TzQ0NOCee+5ReikUQkRRxOrVq3H11Vdj4sSJSi8n6B05cgTR0dEwGo1Yvnw53nnnHYwfP17pZRF1E27v0zfffBOfffYZ1q1bp/RSBi1czqMoeFVUVCA1NbXbfampqbDb7aipqVFoVYGVlpaGjRs3YuvWrXj77bcxZswYzJ8/H7t371Z6aT7h6bmbv98LukH/BOrTwoUL5f+eNGkSZs2ahREjRuDPf/4zVq9ereDKvON0OjF9+nQ88cQTAFxXwo4ePYoNGzZgyZIlCq9uYF555RUsXLgQ6enpSi+FQsj999+PL774Anv37lV6KSFhzJgxKCwsRENDA7Zu3Yq7774bu3btCumAhsJPOL1PS0tL8eCDD+KDDz6AyWRSejmDFi7nURTcLq14FEWx1/vD1ZgxYzBmzBj5z7NmzUJpaSmefvppXHPNNQquzDe8OXfz53uBme4AioqKwqRJk3D69Gmll+KVtLS0Hicf48aNQ0lJiUIrGpzz58/jww8/xLJly5ReCoWQBx54AO+++y4+/vhjZGRkKL2ckGAwGDBy5EhMnz4d69atw5QpU/D8888rvSyibsLpfZqfn4+qqirk5uZCp9NBp9Nh165d+P3vfw+dTgeHw6H0EgclVM+jKHgNGTIEFRUV3e6rqqqCTqdDYmKiQqtS3syZM8PiOPPm3M3f7wUG3QFksVhw/PhxpKWlKb0Ur8yZM6dHm/1Tp04hKytLoRUNzmuvvYaUlBTcdNNNSi+FQoAoirj//vvx9ttv46OPPkJOTo7SSwpZoijCYrEovQyifoXy+3T+/Pk4cuQICgsL5dv06dPx3e9+F4WFhdBqtUovcVBC9TyKgtesWbPkaTaSDz74ANOnT4der1doVcorKCgI6eNsIOdu/n4vsLzcj37yk5/g5ptvxrBhw1BVVYVf//rXaGpqwt1336300rzy0EMPYfbs2XjiiSdw++2349ChQ9i4cSM2btyo9NK85nQ68dprr+Huu++GTse3P13eypUr8cYbb+Bf//oXYmJi5KugsbGxiIiIUHh1wetnP/sZFi5ciMzMTDQ3N+PNN9/Ezp078Z///EfppRHJwu19GhMT02PPYlRUFBITE0OyD0W4nEdR4LS0tODMmTPyn4uKilBYWIiEhAQMGzYMa9asQVlZmdyXaPny5fjjH/+I1atX4wc/+AEOHDiAV155BZs3b1bqJQyat7+DvLw8ZGdnY8KECXKj4a1bt4b02DRPzt0C/l7wSQ906tWiRYvEtLQ0Ua/Xi+np6eK3vvUt8ejRo0ova0Dee+89ceLEiaLRaBTHjh0rbty4UeklDcj27dtFAOLJkyeVXgqFCAC93l577TWllxbUvv/974tZWVmiwWAQk5OTxfnz54sffPCB0ssi6kYN79NQHhkWTudRFBjS+KtLb3fffbcoiqJ49913i/Pmzev2nJ07d4rTpk0TDQaDmJ2dLW7YsCHwC/chb38Hv/3tb8URI0aIJpNJjI+PF6+++mrx3//+tzKL9xFPzt0C/V4Q3AsjIiIiIiIiIh/jnm4iIiIiIiIiP2HQTUREREREROQnDLqJiIiIiIiI/IRBNxEREREREZGfMOgmIiIiIiIi8hMG3URERERERER+wqCbiIiIiIiIyE8YdBMRERERERH5CYNuIiIiIiIiIj9h0E1ERERERETkJwy6iYiIiIiIiPyEQTcRERERERGRn/x/VhvehuMj3iQAAAAASUVORK5CYII=",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# 核密度估计 - 每个种类的四个特征\n",
+ "for species in data['species'].unique():\n",
+ " plt.figure(figsize=(10, 6))\n",
+ " plt.suptitle(f'{species} - Kernel Density Estimation of All Features')\n",
+ " for i, feature in enumerate(['sepal_length', 'sepal_width', 'petal_length', 'petal_width']):\n",
+ " plt.subplot(1, 4, i+1)\n",
+ " sns.kdeplot(data[feature][data['species'] == species], shade=True)\n",
+ " plt.title(feature)\n",
+ " plt.tight_layout()\n",
+ " plt.show()\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "练习3"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " total_bill | \n",
+ " tip | \n",
+ " sex | \n",
+ " smoker | \n",
+ " day | \n",
+ " time | \n",
+ " size | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " 16.99 | \n",
+ " 1.01 | \n",
+ " Female | \n",
+ " No | \n",
+ " Sun | \n",
+ " Dinner | \n",
+ " 2 | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " 10.34 | \n",
+ " 1.66 | \n",
+ " Male | \n",
+ " No | \n",
+ " Sun | \n",
+ " Dinner | \n",
+ " 3 | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " 21.01 | \n",
+ " 3.50 | \n",
+ " Male | \n",
+ " No | \n",
+ " Sun | \n",
+ " Dinner | \n",
+ " 3 | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " 23.68 | \n",
+ " 3.31 | \n",
+ " Male | \n",
+ " No | \n",
+ " Sun | \n",
+ " Dinner | \n",
+ " 2 | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " 24.59 | \n",
+ " 3.61 | \n",
+ " Female | \n",
+ " No | \n",
+ " Sun | \n",
+ " Dinner | \n",
+ " 4 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " total_bill tip sex smoker day time size\n",
+ "0 16.99 1.01 Female No Sun Dinner 2\n",
+ "1 10.34 1.66 Male No Sun Dinner 3\n",
+ "2 21.01 3.50 Male No Sun Dinner 3\n",
+ "3 23.68 3.31 Male No Sun Dinner 2\n",
+ "4 24.59 3.61 Female No Sun Dinner 4"
+ ]
+ },
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data = sns.load_dataset(\"tips\")\n",
+ "data.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.lmplot(x='total_bill', y='tip', data=data)\n",
+ "plt.title('Relationship between Total Bill and Tip')\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.boxplot(x='sex', y='tip', data=data)\n",
+ "plt.xlabel('Features of the sex')\n",
+ "plt.ylabel('Values of tip')\n",
+ "plt.title('The box with 2 features for the tip')\n",
+ "plt.show()\n",
+ "\n",
+ "# 或者提琴图\n",
+ "sns.violinplot(x='sex', y='tip', data=data)\n",
+ "plt.xlabel('Features of the sex')\n",
+ "plt.ylabel('Values of tip')\n",
+ "plt.title('The box with 2 features for the tip')\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.boxplot(x='smoker', y='tip', data=data)\n",
+ "plt.title('The box with 2 features for the tip')\n",
+ "plt.xlabel('Features of the smoker')\n",
+ "plt.ylabel('Values of tip')\n",
+ "plt.show()\n",
+ "\n",
+ "# 或者提琴图\n",
+ "sns.violinplot(x='smoker', y='tip', data=data)\n",
+ "plt.title('The box with 2 features for the tip')\n",
+ "plt.xlabel('Features of the smoker')\n",
+ "plt.ylabel('Values of tip')\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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s0YgRI875flq0aCFJeu655zRo0CCFhISoSZMmioyMPOdrz+bMk5mdrlmzZurSpct5zfeJJ57QqlWr1LFjR40YMUJNmjSRx+PRrl279OGHH2ru3LmKj49Xnz59NHPmTA0cOFD/93//p6ysLD377LPeH8LTtWjRQm+99ZbefvttNWrUSG63Wy1atFDbtm3VpEkTPfjgg8rLy1PNmjW1bNky75ik0hg1apSWLl2qzp07a/To0WrZsqUKCgr0008/6eOPP9bYsWPVvn17Pf7448rMzFS3bt0UHx+vQ4cO6bnnnlNISIiSk5PLvJ7uuusu73l9du3apRYtWmjjxo2aOnWqevfufUG7H0taX6V1oZ/Fxo0bKywsTKmpqbrssstUvXp1xcbGnjW4x8bG6oYbbtDEiRMVExOjhQsXatWqVZo+fXqFnAsIFczO0cdASUpzNNOZR8gUd+SOMcZs2LDB9OnTx9SqVcuEhISYuLg406dPn3MeYVO4nDfffNOMGDHC1K1b17hcLnPNNdeYzZs3F5l++fLlpn379sbtdpuIiAjTrVs3k5aW5n3+jjvuMOHh4UWOvnnnnXeMJDNr1qyz1mOMMc8995yRZIYOHerT3r17dyPJrFixolTrZNy4cSY2NtYEBQX5HKWTmJho+vTpU2S5ycnJxR7Nci7lcTSTMcb88ssvZsSIEaZhw4YmJCTE1KpVy1x55ZVm/Pjx5siRI97pXnvtNdOkSRPjcrlMo0aNzLRp08yf//znIkco7dq1y/To0cNERkYaSSYxMdH73Pfff2969OhhoqKiTN26dc0DDzxg/vrXvxZ7NNOZRxQVOnLkiHn00UdNkyZNTGhoqImOjjYtWrQwo0ePNvv27TPGnDry6/rrrzdxcXEmNDTU1KtXz/Tu3dvnUP6SlLTsrKwsc99995mYmBhTrVo1k5iYaMaNG+c92u1c67kkJa2vivosGmPM4sWLTdOmTU1ISIiRZCZMmGCMKflopj59+ph3333XNGvWzISGhpqkpCQzc+bMUr9nOItlzHmMyAMAIEAlJSWpefPm+uCDD+wuBRWEo5kAAICjEWYAAICjsZsJAAA4Gj0zAADA0QgzAADA0QgzAADA0Sr9SfMKCgq0Z88eRUZGVujpuwEAwPkzxujw4cOKjY31uYhvcSp9mNmzZ48SEhLsLgMAAJyH3bt3Kz4+/qzTVPowU3iK9t27dysqKsrmagAAQGnk5OQoISGhVJdaqfRhpnDXUlRUFGEGAACHKc0QEQYAAwAARyPMAAAARyPMAAAARyPMAAAARyPMAAAARyPMAAAARyPMAAAARyPMAAAARyPMAAAARyPMAIDDpKWlacCAAUpLS7O7FCAg2BpmPvnkE/Xr10+xsbGyLEvLly/3ed4Yo4kTJyo2NlZhYWHq0qWLvvnmG3uKBYAA4PF4NGPGDO3fv18zZsyQx+OxuyTAdraGmaNHj6pVq1aaM2dOsc8//fTTmjlzpubMmaP09HQ1aNBA3bt31+HDhyu4UgAIDAsXLlRWVpYkKSsrS6mpqTZXBNjPMsYYu4uQTl1IatmyZbrxxhslneqViY2N1ahRo/Twww9LknJzc1W/fn1Nnz5dw4YNK9V8c3JyFB0drezsbC40CcDRMjMzdeeddyo/P9/bVq1aNb3xxhuKj4+3sTKg/JXl9ztgx8zs3LlT+/btU48ePbxtLpdLycnJ2rRpU4mvy83NVU5Ojs8NAJzOGKNZs2aV2B4gf5cCtgjYMLNv3z5JUv369X3a69ev732uONOmTVN0dLT3lpCQ4Nc6AaAiZGRkKD093adXRpLy8/OVnp6ujIwMmyoD7BewYaaQZVk+j40xRdpON27cOGVnZ3tvu3fv9neJAOB3iYmJatu2rYKDg33ag4OD1a5dOyUmJtpUGWC/gA0zDRo0kKQivTAHDhwo0ltzOpfLpaioKJ8bADidZVkaPXp0ie1n+yMPqOwCNsw0bNhQDRo00KpVq7xtJ06c0IYNG9SxY0cbKwMAe8THxyslJcUbXCzLUkpKiuLi4myuDLCXrWHmyJEj2r59u7Zv3y7p1KDf7du366effpJlWRo1apSmTp2qZcuW6euvv9bgwYMVHh6ugQMH2lk2ANjmjjvuUO3atSVJderUUUpKis0VAfarZufCN2/erGuvvdb7eMyYMZKkQYMGacGCBXrooYd0/Phx/eEPf9DBgwfVvn17ffzxx4qMjLSrZACwldvt1tixYzV79myNGjVKbrfb7pIA2wXMeWb8hfPMAADgPJXiPDMAAAClQZgBAACORpgBAACORpgBAACORpgBAACORpgBAACORpgBAACORpgBAACORpgBAACORpgBAACORpgBAACORpgBAACORpgBAACORpgBAACORpgBAACORpgBAACORpgBAACORpgBAACORpgBAACORpgBAACORpgBAACORpgBAACORpgBAACORpgBAACORpgBAACORpgBAIdJS0vTgAEDlJaWZncpQEAgzACAg3g8Hs2YMUP79+/XjBkz5PF47C4JsB1hBgAcZOHChcrKypIkZWVlKTU11eaKAPsRZgDAITIzM5WamipjjCTJGKPU1FRlZmbaXBlgL8IMADiAMUazZs0qsb0w4ABVEWEGABwgIyND6enpys/P92nPz89Xenq6MjIybKoMsB9hBgAcIDExUW3btlVwcLBPe3BwsNq1a6fExESbKgPsR5gBAAewLEujR48usd2yLBuqAgIDYQYAHCI+Pl4pKSne4GJZllJSUhQXF2dzZYC9CDMA4CB33HGHateuLUmqU6eOUlJSbK4IsB9hBgAcxO12a+zYsapfv77GjBkjt9ttd0mA7SxTyY/ny8nJUXR0tLKzsxUVFWV3OQAAoBTK8vtNzwwAAHA0wgwAAHA0wgwAAHA0wgwAAHA0wgwAAHA0wgwAAHA0wgwAAHA0wgwAAHA0wgwAAHA0wgwAAHA0wgwAAHA0wgwAAHA0wgwAAHA0wgwAAHA0wgwAAHA0wgwAAHA0wgwAAHA0wgwAAHA0wgwAAHA0wgwAAHA0wgwAAHA0wgwAAHA0wgwAAHA0wgwAAHA0wgwAAHA0wgwAAHC0gA4zeXl5evTRR9WwYUOFhYWpUaNGeuKJJ1RQUGB3aQAAIEBUs7uAs5k+fbrmzp2r119/Xc2aNdPmzZt19913Kzo6WiNHjrS7PAAAEAACOsx8+umn6t+/v/r06SNJSkpK0uLFi7V582abKwMAAIEioHcz/eY3v9GaNWv0/fffS5K++OILbdy4Ub1797a5MgAAECgCumfm4YcfVnZ2tpo2barg4GDl5+drypQpuv3220t8TW5urnJzc72Pc3JyKqJUAABgk4DumXn77be1cOFCLVq0SFu3btXrr7+uZ599Vq+//nqJr5k2bZqio6O9t4SEhAqsGAAAVDTLGGPsLqIkCQkJeuSRRzR8+HBv25NPPqmFCxfqu+++K/Y1xfXMJCQkKDs7W1FRUX6vGQAAXLicnBxFR0eX6vc7oHczHTt2TEFBvp1HwcHBZz002+VyyeVy+bs0AAAQIAI6zPTr109TpkzRRRddpGbNmmnbtm2aOXOmhgwZYndpAAAgQAT0bqbDhw/rscce07Jly3TgwAHFxsbq9ttv1+OPP67Q0NBSzaMs3VQAACAwlOX3O6DDTHkgzAAA4Dxl+f0O6KOZAAAAzoUwAwAAHI0wAwAAHI0wAwAAHI0wAwAOk5aWpgEDBigtLc3uUoCAQJgBAAfxeDyaMWOG9u/frxkzZsjj8dhdEmA7wgwAOMjChQuVlZUlScrKylJqaqrNFQH2I8wAgENkZmYqNTVVhacHM8YoNTVVmZmZNlcG2IswAwAOYIzRrFmzSmyv5Oc/Bc6KMAMADpCRkaH09HTl5+f7tOfn5ys9PV0ZGRk2VQbYjzADAA6QmJiotm3bKjg42Kc9ODhY7dq1U2Jiok2VAfYjzACAA1iWpdGjR5fYblmWDVUBgYEwAwAOER8fr5SUFG9wsSxLKSkpiouLs7kywF6EGQBwkDvuuEO1a9eWJNWpU0cpKSk2VwTYjzADAA7idrs1duxY1a9fX2PGjJHb7ba7JMB2lqnkx/Pl5OQoOjpa2dnZioqKsrscAABQCmX5/aZnBgAAOBphBgAAOBphBgAAOBphBgAAOBphBgAAOBphBgAAOBphBgAAOBphBgAAOBphBgAAOBphBgAAOBphBgAAOBphBgAAOBphBgAAOBphBgAAOBphBgAAOBphBgAAOBphBgAAOBphBgAAOBphBgAAOBphBgAAOBphBgAcJi0tTQMGDFBaWprdpQABgTBTSfFlB1ROHo9HM2bM0P79+zVjxgx5PB67SwJsR5iphPiyAyqvhQsXKisrS5KUlZWl1NRUmysC7EeYqYT4sgMqp8zMTKWmpsoYI0kyxig1NVWZmZk2VwbYizBTyfBlB1ROxhjNmjWrxPbCzzxQFRFmKhG+7IDKKyMjQ+np6crPz/dpz8/PV3p6ujIyMmyqDLAfYaYS4csOqLwSExPVtm1bBQcH+7QHBwerXbt2SkxMtKkywH6EmUqELzug8rIsS6NHjy6x3bIsG6oCAgNhphLhyw6o3OLj45WSkuL9LFuWpZSUFMXFxdlcGWAvwkwlw5cdULndcccdql69uiQpMjJSKSkpNlcE2O+8wsyaNWvUt29fNW7cWBdffLH69u2r1atXl3dtOE933HGHateuLUmqU6cOX3ZAJUMvK+CrzGFmzpw56tWrlyIjIzVy5EiNGDFCUVFR6t27t+bMmeOPGlFGbrdbY8eOVf369TVmzBi53W67SwJQThYuXKjDhw9Lkg4fPsx5pABJlinj8bpxcXEaN26c7r//fp/2F198UVOmTNGePXvKtcALlZOTo+joaGVnZysqKsrucgDgvGVmZurOO+/0OWKxWrVqeuONNxQfH29jZVWTMcbvZ1g3xig3N1eS5HK5/N4r53a7A6bnryy/39XOZ+a9evUq0t6jRw89/PDDZZ0dAKAUznUeqWeffTZgfoSqCo/Ho549e9pdRrlauXKlwsLC7C6jzMq8m+mGG27QsmXLirS/99576tevX7kUBQDwxXmkgJKVuWfmsssu05QpU7R+/Xp16NBBkvTZZ58pLS1NY8eO1fPPP++ddsSIEeVXKQBUYYXnkdq6datPoAkODtaVV17JeaRs4Ha7tXLlSr8uw+PxqH///pJOdRr4ewykU8dYlnnMTMOGDUs3Y8vSjz/+eF5FlSfGzACoLEoaM/Pmm29y+oVK6vjx495dWU7dBXS+/DpmZufOneddGADg/BWeR+rNN9+UMYbzSAH/xUnzAMBBOI8UUFSpembGjBmjyZMnKyIiQmPGjDnrtDNnziyXwgAARRWeR2r27NkaNWqUY8c4AOWpVGFm27ZtOnnypPc+AMA+nTp1UqdOnewuAwgYpQoz69atK/Y+AACA3co8ZmbIkCHeU2mf7ujRoxoyZEi5FAUAAFBaZQ4zr7/+uo4fP16k/fjx43rjjTfKpSgAAIDSKvWh2Tk5OTLGyBijw4cP+ww6y8/P14cffqh69er5pUgAAICSlDrM1KhRQ5ZlybIsXXrppUWetyxLkyZNKtfiAAAAzqXUYWbdunUyxqhr165aunSpatWq5X0uNDRUiYmJio2N9UuRAAAAJSl1mElOTpZ06gzAF110EVdnBQAAAaHMA4ATExMrNMj8/PPP3jNehoeHq3Xr1tqyZUuFLR8AAAS2Ml+bqSIdPHhQnTp10rXXXqu//e1vqlevnn744QfVqFHD7tIAAECACOgwM336dCUkJGj+/PnetqSkJPsKAoAAkJaW5r2cAWcCBkq5m2nFihXeyxlUpBUrVuiqq67SgAEDVK9ePV1xxRWaN2/eWV+Tm5urnJwcnxsAVBYej0czZszQ/v37NWPGDHk8HrtLAmxXqjBz00036dChQ5Kk4OBgHThwwJ81ef344496+eWXdckll2jlypW67777NGLEiLOenG/atGmKjo723hISEiqkVgCoCAsXLlRWVpYkKSsrS6mpqTZXBNivVGGmbt26+uyzzyRJxpgKGwBcUFCgNm3aaOrUqbriiis0bNgwDR06VC+//HKJrxk3bpyys7O9t927d1dIrYEmLS1NAwYMUFpamt2lACgnmZmZSk1NlTFG0qnv49TUVGVmZtpcGWCvUoWZ++67T/3791dwcLAsy1KDBg0UHBxc7K08xcTE6PLLL/dpu+yyy/TTTz+V+BqXy6WoqCifW1VDNzRQ+RhjNGvWrBLbCwMOUBWVagDwxIkTddttt+nf//63brjhBs2fP79Cjijq1KmTduzY4dP2/fffKzEx0e/LdrLiuqHvuecem6sCcCEyMjKUnp5epD0/P1/p6enKyMjgAAlUWaU+mqlp06Zq2rSpJkyYoAEDBig8PNyfdUmSRo8erY4dO2rq1Km65ZZb9Pnnn+vVV1/Vq6++6vdlO1VJ3dA9e/ZUfHy8zdUBOF+JiYlq27attm7dqvz8fG97cHCwrrzySv7IQ5VW5pPmTZgwQeHh4frll1+0ceNGpaWl6ZdffvFHbWrbtq2WLVumxYsXq3nz5po8ebJmz56tlJQUvyzP6eiGBiovy7I0evToEts5KzuqsjKHmWPHjmnIkCGKjY1V586ddc011yg2Nlb33HOPjh07Vu4F9u3bV1999ZU8Ho/++c9/aujQoeW+jMqisBv69L/aJN9uaADOFR8fr5SUFG9wsSxLKSkpiouLs7kywF5lDjOjR4/Whg0btGLFCh06dEiHDh3Se++9pw0bNmjs2LH+qBGlVNgNfeZA7ODgYLVr145uaKASKLy8iyTVqVOHnmpA5xFmli5dqj//+c+6/vrrvUcL9e7dW/PmzdO7777rjxpRSnRDA5Wf2+3W2LFjVb9+fY0ZM0Zut9vukgDbnddupvr16xdpr1evnl92M6Fs6IYGKr9OnTrpnXfe4VIGwH+VOcx06NBBEyZM8Dl3yfHjxzVp0iR16NChXIvD+aEbGgBQlZT5QpPPPfecevXqpfj4eLVq1UqWZWn79u1yu91auXKlP2pEGRV2QxdeiI5uaABAZVbmMNO8eXP961//0sKFC/Xdd9/JGKPbbrtNKSkpCgsL80eNOA+dOnWiCxoAUCWUOcxIUlhYGIdIAwCAgFDmMTMAAACBhDADAAAcjTADAAAcjTADAAAcrcxhZvfu3crMzPQ+/vzzzzVq1CiuZA0AAGxR5jAzcOBArVu3TpK0b98+de/eXZ9//rn+3//7f3riiSfKvUAAAICzKXOY+frrr9WuXTtJ0pIlS9S8eXNt2rRJixYt0oIFC8q7PgAAgLMqc5g5efKkXC6XJGn16tW64YYbJElNmzbV3r17y7c6AACAcyhzmGnWrJnmzp2rv//971q1apV69eolSdqzZ4/3ekAAAAAVpcxhZvr06XrllVfUpUsX3X777WrVqpUkacWKFd7dTwAAABWlzJcz6NKli/7zn/8oJydHNWvW9Lb/3//9n8LDw8u1OAAAgHM5r/PMGGO0ZcsWvfLKKzp8+LAkKTQ0lDADAAAqXJl7ZjIyMtSrVy/99NNPys3NVffu3RUZGamnn35aHo9Hc+fO9UedAAAAxSpzz8zIkSN11VVX6eDBgwoLC/O233TTTVqzZk25FgcAAHAuZe6Z2bhxo9LS0hQaGurTnpiYqJ9//rncCgMAACiNMoeZgoIC5efnF2nPzMxUZGRkuRRVmRlj5PF4/L6M3NxcSZLL5ZJlWX5dntvt9vsyAAAoSZnDTPfu3TV79mzvtZgsy9KRI0c0YcIE9e7du9wLrGw8Ho969uxpdxnlauXKlT67HIGqij9WAHuUOczMmjVL1157rS6//HJ5PB4NHDhQ//rXv1SnTh0tXrzYHzUCgCPwxwpgjzKHmdjYWG3fvl2LFy/W1q1bVVBQoHvuuUcpKSn8hy8Ft9utlStX+nUZHo9H/fv3lyS99957crvdfl2ev+cPAMDZlDnMSFJYWJiGDBmiIUOGlHc9lZ5lWRUa+txuNyETqCD8sQLYo8xh5o033jjr83fdddd5FwMATsYfK4A9yhxmRo4c6fP45MmTOnbsmPcMwIQZAABQkcp80ryDBw/63I4cOaIdO3boN7/5DQOAAQBAhTuvazOd6ZJLLtFTTz1VpNcGAADA38olzEhScHCw9uzZU16zAwAAKJUyj5lZsWKFz2NjjPbu3as5c+aoU6dO5VYYAABAaZQ5zNx4440+jy3LUt26ddW1a1fNmDGjvOoCAAAolfO6NhMAAECgKLcxMwAAAHYoVc/MmDFjSj3DmTNnnncxAAAAZVWqMLNt27ZSzYwrqwIAgIpWqjCzbt06f9cBAABwXs7rQpMASscYI4/H4/dl5ObmSpJcLpffe0jdbje9sAACynmFmfT0dL3zzjv66aefdOLECZ/n/vKXv5RLYUBl4PF41LNnT7vLKFcrV67k4oYAAkqZj2Z666231KlTJ3377bdatmyZTp48qW+//VZr165VdHS0P2oEAAAoUZl7ZqZOnapZs2Zp+PDhioyM1HPPPaeGDRtq2LBhiomJ8UeNgGO53W6tXLnSr8vweDzq37+/JOm9996T2+326/L8PX8AKKsyh5kffvhBffr0kXRq//zRo0dlWZZGjx6trl27atKkSeVeJOBUlmVV6C4Zt9vNLiAAVU6ZdzPVqlVLhw8fliTFxcXp66+/liQdOnRIx44dK9/qAAAAzqHMPTPXXHONVq1apRYtWuiWW27RyJEjtXbtWq1atUrdunXzR40AAAAlKnWY2b59u1q3bq05c+Z4DzUdN26cQkJCtHHjRv32t7/VY4895rdCAQAAilPqMNOmTRtdccUVuvfeezVw4EBJUlBQkB566CE99NBDfisQAADgbEo9ZiYtLU1t2rTRI488opiYGN1xxx2cGRgAANiu1GGmQ4cOmjdvnvbt26eXX35ZmZmZuu6669S4cWNNmTJFmZmZ/qwTAACgWGU+miksLEyDBg3S+vXr9f333+v222/XK6+8ooYNG6p3797+qBEAAKBEZQ4zp2vcuLEeeeQRjR8/XlFRUX4/ORgAAMCZzvtCkxs2bNBrr72mpUuXKjg4WLfccovuueee8qwNAADgnMoUZnbv3q0FCxZowYIF2rlzpzp27KgXXnhBt9xyiyIiIvxVIwAAQIlKHWa6d++udevWqW7durrrrrs0ZMgQNWnSxJ+1AQAAnFOpw0xYWJiWLl2qvn37Kjg42J81AQAAlFqpw8yKFSv8WQcAAMB5uaCjmQAAAOxGmAEAAI5GmAEAAI5GmAEAAI5GmAEAAI5GmAEAAI5GmAEAAI7mqDAzbdo0WZalUaNG2V0KAAAIEI4JM+np6Xr11VfVsmVLu0sBAAAB5Lyvml2Rjhw5opSUFM2bN09PPvmk3eUAAAKcMUYej8fuMi7Y6e+hMrwfSXK73bIsq1zn6YgwM3z4cPXp00fXXXfdOcNMbm6ucnNzvY9zcnL8XR4AIMB4PB717NnT7jLKVf/+/e0uoVysXLlSYWFh5TrPgA8zb731lrZu3ar09PRSTT9t2jRNmjTJz1UBAIBAEdBhZvfu3Ro5cqQ+/vhjud3uUr1m3LhxGjNmjPdxTk6OEhIS/FUiACDAPSwp1O4izpORdPK/90Mkle/OmYpzQtJ0P84/oMPMli1bdODAAV155ZXetvz8fH3yySeaM2eOcnNzFRwc7PMal8sll8tV0aUCAAJUqKRQx8YAqXL8ohm/zj2gw0y3bt301Vdf+bTdfffdatq0qR5++OEiQQYAAFQ9AR1mIiMj1bx5c5+2iIgI1a5du0g7AAComhxznhkAAIDiBHTPTHHWr19vdwkAACCA0DMDAAAcjTADAAAcjTADAAAcjTADAAAcjTADAAAcjTADAAAcjTADAAAcjTADAAAcjTADAAAcjTADAAAcjTADAAAcjTADAAAcjTADAAAcjTADAAAcrZrdBQBARTDGyOPx2F3GBTv9PVSG9yNJbrdblmXZXQYcjDBzGr7sApc/vuzY3oHLH9vb4/GoZ8+e5TpPu/Xv39/uEsrFypUrFRYWZncZcDDCzGn4sgtc/viyY3sHLn7cAJQFYQZAlZPfL9+5335GUv5/7wdLcuremTwp+P1gu6tAJeHUj7PfHW2TIgU5dPUYIxXknbofVE1y6r7ogjxFbE2tkEW92PmQXMGmQpZV3oyRThScuh8a5NzNnZtvafgnNSpmYdXk7G+/ELsLAAKLkz/O/hVUTQp28jdGqN0FOIor2Mjt4D8SK8cOGWeGSQD249BsAADgaIQZAADgaIQZAADgaIyZAQBUOsb8bwzWiVMtdpUCFW6DU07fNuWFMAMAqHRyc3O996fbWAeKys3NVXh4eLnOk91MAADA0eiZAQBUOi6Xy3v/YXGyCrud0P96yE7fNuWFMAMAqHROv7ZXqKRQx54qubL43zgZf1xUlDCDKuv0QWi5+WeZEBXi9G3gjwGCACovwgyqrNMHCA7/pKaNleBM/hggCKDyYgAwAABwNHpmUGWdPgjtxc4H5XLwtZkqg9z8//WQ+WOAIIDKizCDKuv0QWiuYDn6QpOVjT8GCAKovNjNBAAAHI0wAwAAHI0wAwAAHI0wAwAAHI0wAwAAHI2jmQBUCT5nFc6zrw7812nbgDM+40IRZgBUCaef8Tn4fY7DDySc8RkXit1MAADA0eiZAVAlnH5W4fx++Xz72S3vfz1knPEZF4qPM4AqweeswtXEt18A4YzPuFDsZgIAAI5GmAEAAI5GmAEAAI5GmAEAAI5GmAEAAI5GmAEAAI5GmAEAAI5GmAEAAI5GmAEAAI5GmAEAAI5GmAEAAI7G1UlOY4z534P8k/YVglNO2wY+2wYAgNMQZk6Tm5vrvR+xbZGNleBMubm5Cg8Pt7sMAEAAYjcTAABwNHpmTuNyubz3j14xUAoOsbEaKP+kt4fs9G0DAMDpCDOnsSzrfw+CQwgzAcRn2wAAcBp2MwEAAEcjzAAAAEcjzAAAAEcjzAAAAEcL6DAzbdo0tW3bVpGRkapXr55uvPFG7dixw+6yAABAAAnoo5k2bNig4cOHq23btsrLy9P48ePVo0cPffvtt4qIiLC7PACAA5yQJDnzLOJGUuG50EMkOfW4zhN+nn9Ah5mPPvrI5/H8+fNVr149bdmyRZ07d7apKgCAk0y3uwD4XUCHmTNlZ2dLkmrVquX/hRXk+X8Z/mLM/+oPqiY59RwtTt4GCGxO/q9lJOX/936wnPunupO3AQKOY8KMMUZjxozRb37zGzVv3rzE6XJzc32usZSTk3Ney4vYmnper4Mz5eZbcmw3tJFOFJy6Hxrk3Ox6ahtUjOD3gytsWbCH2+3WypUr7S7jgnk8HvXv31+S9N5778ntdttc0YXzx3twTJi5//779eWXX2rjxo1nnW7atGmaNGlSBVWFymL4JzXsLgFAObIsS2FhYXaXUa7cbnele0/lxRFh5oEHHtCKFSv0ySefKD4+/qzTjhs3TmPGjPE+zsnJUUJCQqmWQ5IPXJXhPcBefL4DV2V4D7BXQIcZY4weeOABLVu2TOvXr1fDhg3P+RqXy3XeFyUkyVct/LgFLn+8Bz7fQOUV0GFm+PDhWrRokd577z1FRkZq3759kqTo6Gg+wLhg/LgBQOUQ0CfNe/nll5Wdna0uXbooJibGe3v77bftLg0AAASIgO6ZMcaZR5cAAICKE9A9MwAAAOdCmAEAAI5GmAEAAI5GmAEAAI5GmAEAAI5GmAEAAI5GmAEAAI5GmAEAAI5GmAEAAI5GmAEAAI5GmAEAAI5GmAEAAI5GmAEAAI5GmAEAAI5GmAEAAI5GmAEAAI5GmAEAAI5GmAEAAI5GmAEAAI5GmAEAAI5Wze4CqhpjjDwej1+Xcfr8/b0sSXK73bIsy+/LAQCgOISZCubxeNSzZ88KW17//v39voyVK1cqLCzM78sBAKA47GYCAACORs9MBXO73Vq5cqVfl2GMUW5uriTJ5XL5fReQ2+326/wBADgbwkwFsyyrQnbJhIeH+30ZAAAEAnYzAQAARyPMAAAARyPMAAAARyPMAAAAR2MAMOBHnCSxamF7Vy1s78BhGWOM3UX4U05OjqKjo5Wdna2oqCi7y0EVc/z48Qo9SWJF4CSJJWN7Vy1sb/8qy+83u5kAAICj0TMD+FFFdEPbcZJEJ3ZDVwS2d9XC9vavsvx+M2YG8CNOkli1sL2rFrZ34GA3EwAAcDTCDAAAcDTCDAAAcDTCDAAAcDTCDAAAcDTCDAAAcDTCDAAAcDTCDAAAcDTCDAAAcDTCDAAAcDTCDAAAcDTCDAAAcDTCDAAAcLRKf9VsY4ykU5cSBwAAzlD4u134O342lT7MHD58WJKUkJBgcyUAAKCsDh8+rOjo6LNOY5nSRB4HKygo0J49exQZGSnLsuwup8Lk5OQoISFBu3fvVlRUlN3lwM/Y3lUL27tqqarb2xijw4cPKzY2VkFBZx8VU+l7ZoKCghQfH293GbaJioqqUv/5qzq2d9XC9q5aquL2PlePTCEGAAMAAEcjzAAAAEcjzFRSLpdLEyZMkMvlsrsUVAC2d9XC9q5a2N7nVukHAAMAgMqNnhkAAOBohBkAAOBohBkAAOBohBmH27VrlyzL0vbt2+0uBQHIsiwtX77c7jIAwK8IMwHMsqyz3gYPHmx3iahggwcPLvb/wr///e9ip9+7d6+uv/76Cq4SF+LAgQMaNmyYLrroIrlcLjVo0EA9e/bUp59+WqrXL1iwQDVq1PBvkSgXF7qt8T+V/gzATrZ3717v/bfffluPP/64duzY4W0LCwvTwYMH/bLsEydOKDQ01C/zxoXp1auX5s+f79NWt25dn8eF269BgwYVWRrKwe9+9zudPHlSr7/+uho1aqT9+/drzZo1+vXXX+0uDeWMbV2ODBxh/vz5Jjo6ukj7zp07jSSzdOlS06VLFxMWFmZatmxpNm3a5J1mwoQJplWrVj6vmzVrlklMTPQ+HjRokOnfv7+ZOnWqiYmJ8XkOgaNwO50pOTnZDB8+3IwePdrUrl3bdO7c2RhjjCSzbNmyii0S5+3gwYNGklm/fn2J08yYMcM0b97chIeHm/j4ePP73//eHD582BhjzLp164wkn9uECRMqqHqUxbm2deF3+7Zt24q8Zt26dcaY/23v1atXmyuvvNKEhYWZDh06mO+++64C3kFgYTdTJTF+/Hg9+OCD2r59uy699FLdfvvtysvLK9M81qxZo3/+859atWqVPvjgAz9VCn95/fXXVa1aNaWlpemVV16xuxych+rVq6t69epavny5cnNzi50mKChIzz//vL7++mu9/vrrWrt2rR566CFJUseOHTV79mxFRUVp79692rt3rx588MGKfAsopdJs69IaP368ZsyYoc2bN6tatWoaMmRIOVXpHOxmqiQefPBB9enTR5I0adIkNWvWTP/+97/VtGnTUs8jIiJCf/rTn9i9FOA++OADVa9e3fu4cEzMxRdfrKefftquslAOqlWrpgULFmjo0KGaO3eu2rRpo+TkZN12221q2bKlJGnUqFHe6Rs2bKjJkyfr97//vV566SWFhoYqOjpalmWxizHAlWZbl9aUKVOUnJwsSXrkkUfUp08feTweud1uf5QekOiZqSRO/88fExMj6dTgsrJo0aIFQcYBrr32Wm3fvt17e/755yVJV111lc2VoTz87ne/0549e7RixQr17NlT69evV5s2bbRgwQJJ0rp169S9e3fFxcUpMjJSd911l7KysnT06FF7C0eZnWtbl1Z5fP87HWGmkggJCfHetyxLklRQUCDpVLe0OeOqFSdPniwyj4iICD9WiPISERGhiy++2Hsr/PJi+1Uebrdb3bt31+OPP65NmzZp8ODBmjBhgjIyMtS7d281b95cS5cu1ZYtW/Tiiy9KKv4zjcBX0rYOCjr183z6d3dJ2/hs3/9VBWGmCqhbt6727dvn86HgvDSAc1x++eU6evSoNm/erLy8PM2YMUNXX321Lr30Uu3Zs8dn2tDQUOXn59tUKS5U4bYuPELx9KNa+d4uGWNmqoAuXbrol19+0dNPP62bb75ZH330kf72t78pKirK7tIAnCYrK0sDBgzQkCFD1LJlS0VGRmrz5s16+umn1b9/fzVu3Fh5eXl64YUX1K9fP6WlpWnu3Lk+80hKStKRI0e0Zs0atWrVSuHh4QoPD7fpHaEk59rWYWFhuvrqq/XUU08pKSlJ//nPf/Too4/aXXbAomemCrjsssv00ksv6cUXX1SrVq30+eefc4QDEICqV6+u9u3ba9asWercubOaN2+uxx57TEOHDtWcOXPUunVrzZw5U9OnT1fz5s2VmpqqadOm+cyjY8eOuu+++3Trrbeqbt26DAoPUOfa1pL02muv6eTJk7rqqqs0cuRIPfnkkzZXHbgsc+ZgCgAAAAehZwYAADgaYQYAADgaYQYAADgaYQYAADgaYQYAADgaYQYAADgaYQYAADgaYQZApfXdd9/p6quvltvtVuvWrUv9uvXr18uyLB06dMhvtRUaPHiwbrzxRr8vB6jMCDOAQw0ePFiWZRW5/fvf/y6X+S9YsEA1atQol3nZZcKECYqIiNCOHTu0Zs2aYqfp0qWLRo0aVbGFAShXXJsJcLBevXpp/vz5Pm2FF6gLJCdPnvS5sm9F+eGHH9SnTx8lJiZW+LIBVBx6ZgAHc7lcatCggc8tODhYkvT+++/ryiuvlNvtVqNGjTRp0iTl5eV5Xztz5ky1aNFCERERSkhI0B/+8AcdOXJE0qndLHfffbeys7O9PT4TJ06UJFmWpeXLl/vUUaNGDS1YsECStGvXLlmWpSVLlqhLly5yu91auHChJGn+/Pm67LLL5Ha71bRpU7300kveeZw4cUL333+/YmJi5Ha7lZSUVOS6Q6crKCjQE088ofj4eLlcLrVu3VofffSR93nLsrRlyxY98cQTPvWfbvDgwdqwYYOee+457/vctWuX9/ktW7boqquuUnh4uDp27KgdO3b4vP5c6/hM+fn5GjNmjGrUqKHatWvroYce0plXlPnoo4/0m9/8xjtN37599cMPP3if79q1q+6//36f12RlZcnlcmnt2rUlLhuo1AwARxo0aJDp379/sc999NFHJioqyixYsMD88MMP5uOPPzZJSUlm4sSJ3mlmzZpl1q5da3788UezZs0a06RJE/P73//eGGNMbm6umT17tomKijJ79+41e/fuNYcPHzbGGCPJLFu2zGd50dHRZv78+cYYY3bu3GkkmaSkJLN06VLz448/mp9//tm8+uqrJiYmxtu2dOlSU6tWLbNgwQJjjDHPPPOMSUhIMJ988onZtWuX+fvf/24WLVpU4vufOXOmiYqKMosXLzbfffedeeihh0xISIj5/vvvjTHG7N271zRr1syMHTvWp/7THTp0yHTo0MEMHTrU+z7z8vLMunXrjCTTvn17s379evPNN9+Ya665xnTs2LFM6/hM06dPN9HR0ebdd9813377rbnnnntMZGSkz3Z89913zdKlS833339vtm3bZvr162datGhh8vPzjTHGpKammpo1axqPx+N9zXPPPWeSkpJMQUFBicsGKjPCDOBQgwYNMsHBwSYiIsJ7u/nmm40xxlxzzTVm6tSpPtO/+eabJiYmpsT5LVmyxNSuXdv7eP78+SY6OrrIdKUNM7Nnz/aZJiEhoUg4mTx5sunQoYMxxpgHHnjAdO3atdQ/yLGxsWbKlCk+bW3btjV/+MMfvI9btWplJkyYcNb5JCcnm5EjR/q0FYaZ1atXe9v++te/Gknm+PHjxpjzW8cxMTHmqaee8j4+efKkiY+PLzGUGmPMgQMHjCTz1VdfGWOM8Xg8platWubtt9/2TtO6deuzhiigsmPMDOBg1157rV5++WXv44iICEmndo+kp6drypQp3ufy8/Pl8Xh07NgxhYeHa926dZo6daq+/fZb5eTkKC8vTx6PR0ePHvXO50JcddVV3vu//PKLdu/erXvuuUdDhw71tufl5Sk6OlrSqV0+3bt3V5MmTdSrVy/17dtXPXr0KHbeOTk52rNnjzp16uTT3qlTJ33xxRcXXHuhli1beu/HxMRIkg4cOKCLLrqoVOv4dNnZ2dq7d686dOjgbatWrZquuuoqn11NP/zwgx577DF99tln+s9//qOCggJJ0k8//aTmzZvL5XLpjjvu0GuvvaZbbrlF27dv1xdffFFk1x9QlRBmAAeLiIjQxRdfXKS9oKBAkyZN0m9/+9siz7ndbmVkZKh379667777NHnyZNWqVUsbN27UPffco5MnT551mZZlFRnnUdxrTg9EhT/I8+bNU/v27X2mKxzj06ZNG+3cuVN/+9vftHr1at1yyy267rrr9O677561ltMZY4q0XYjTBy0XzrfwvZxrHZ+vfv36KSEhQfPmzVNsbKwKCgrUvHlznThxwjvNvffeq9atWyszM1OvvfaaunXrxiBnVGmEGaASatOmjXbs2FFs0JGkzZs3Ky8vTzNmzFBQ0KnjAJYsWeIzTWhoqPLz84u8tm7dutq7d6/38b/+9S8dO3bsrPXUr19fcXFx+vHHH5WSklLidFFRUbr11lt166236uabb1avXr3066+/qlatWkWmi42N1caNG9W5c2dv+6ZNm9SuXbuz1nKmkt7nuZxrHZ8pOjpaMTEx+uyzz7w15+XlacuWLWrTpo2kUwN5//nPf+qVV17RNddcI0nauHFjkXm1aNFCV111lebNm6dFixbphRdeKHP9QGVCmAEqoccff1x9+/ZVQkKCBgwYoKCgIH355Zf66quv9OSTT6px48bKy8vTCy+8oH79+iktLU1z5871mUdSUpKOHDmiNWvWqFWrVgoPD1d4eLi6du2qOXPm6Oqrr1ZBQYEefvjhUh12PXHiRI0YMUJRUVG6/vrrlZubq82bN+vgwYMaM2aMZs2apZiYGLVu3VpBQUF655131KBBgxLPdfPHP/5REyZMUOPGjdW6dWvNnz9f27dvV2pqapnWVVJSkv7xj39o165dql69epHgVJJzrePijBw5Uk899ZQuueQSXXbZZZo5c6bPiflq1qyp2rVr69VXX1VMTIx++uknPfLII8XO695779X999+v8PBw3XTTTWV6z0ClY/OYHQDn6WxHMxlz6mibjh07mrCwMBMVFWXatWtnXn31Ve/zM2fONDExMSYsLMz07NnTvPHGG0aSOXjwoHea++67z9SuXdtI8g6k/fnnn02PHj1MRESEueSSS8yHH35Y7ADgbdu2FakpNTXVtG7d2oSGhpqaNWuazp07m7/85S/GGGNeffVV07p1axMREWGioqJMt27dzNatW0t8f/n5+WbSpEkmLi7OhISEmFatWpm//e1vPtOUZgDwjh07zNVXX23CwsKMJLNz507vAODT18W2bdu8z5d2HZ/p5MmTZuTIkSYqKsrUqFHDjBkzxtx1110+23HVqlXmsssuMy6Xy7Rs2dKsX7++2EHXhw8fNuHh4T4DnoGqyjLmjJ3fAICAt3v3biUlJSk9Pd27mwqoqggzAOAgJ0+e1N69e/XII48oIyNDaWlpdpcE2I4zAAOAg6SlpSkxMVFbtmwpMs4JqKromQEAAI5GzwwAAHA0wgwAAHA0wgwAAHA0wgwAAHA0wgwAAHA0wgwAAHA0wgwAAHA0wgwAAHA0wgwAAHC0/w+HlifJcdZBqwAAAABJRU5ErkJggg==",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.boxplot(x='day', y='tip', data=data)\n",
+ "plt.title('The box with 4 features for the tip')\n",
+ "plt.xlabel('Features of the day')\n",
+ "plt.ylabel('Values of tip')\n",
+ "plt.show()\n",
+ "\n",
+ "# 或者提琴图\n",
+ "sns.violinplot(x='day', y='tip', data=data)\n",
+ "plt.title('The box with 4 features for the tip')\n",
+ "plt.xlabel('Features of the day')\n",
+ "plt.ylabel('Values of tip')\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.boxplot(x='time', y='tip', data=data)\n",
+ "plt.title('The box with 2 features for the tip')\n",
+ "plt.xlabel('Features of the time')\n",
+ "plt.ylabel('Values of tip')\n",
+ "plt.show()\n",
+ "\n",
+ "# 或者提琴图\n",
+ "sns.violinplot(x='time', y='tip', data=data)\n",
+ "plt.title('The box with 2 features for the tip')\n",
+ "plt.xlabel('Features of the time')\n",
+ "plt.ylabel('Values of tip')\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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5cDNixAg1adJEL7zwgkJDQ7Vq1Sp16NBBd9111wV7EJxOp3r06KE333xTTZo08U6E1717d7lcLm3evFkTJky44NfTunVrSdJzzz2nUaNGKSQkRM2bN1dkZOQF1y1NUFCQ5s+frxEjRmjYsGH6wx/+oOzsbM2cOVOhoaHe41VeTz75pDZu3Khu3bppwoQJat68uTwejw4ePKi3335bL774omJjYzVo0CDNmzdPI0eO1H/9138pIyNDzzzzjPeD8PxjsHLlSr322mtq2rSp3G63WrdurU6dOql58+Z68MEHlZubq8suu0xr1qzxnpNUFpMmTdLq1at13XXXafLkyWrTpo3y8/P13XffacOGDXrggQfUpUsXPfHEEzp8+LB69eql2NhYnThxQs8995xCQkLUo0ePch+nO++8U3/72980atQoHTx4UK1bt9b27ds1e/ZsDRw4sELDjyUdr7Kq6O9is2bNFBYWpuTkZF155ZWqUaOGYmJiSg3uMTExGjp0qKZPn66GDRtq+fLl2rhxo+bMmVMlcwGhill59jFQkrJczfT666/7tBd35Y4xxmzbts0MGjTI1KpVy4SEhJhGjRqZQYMGFVm/pP288sorZsKECaZu3brG5XKZa6+91uzcubPI8mvXrjVdunQxbrfbREREmF69epnU1FTv+7fffrsJDw8vcvXN66+/biSZ+fPnl1qPMcY899xzRpIZO3asT3ufPn2MJLN+/foyHZOpU6eamJgYExQU5HOVTnx8vBk0aFCR/fbo0aPYq1mKs3btWtOpUyfjdrtNdHS0GTp0aIlXHJ1PxVzNZIwxP/74o5kwYYJp0qSJCQkJMbVq1TIdO3Y0jz76qDl16pR3uZdeesk0b97cuFwu07RpU5OUlGT+8Y9/FLlC6eDBg6Zv374mMjLSSDLx8fHe97788kvTt29fExUVZerWrWvuv/9+869//avYq5nOv6KowKlTp8xjjz1mmjdvbkJDQ010dLRp3bq1mTx5sjl27Jgxxpi33nrLDBgwwDRq1MiEhoaaevXqmYEDB/pcyl+SkvadkZFhxo0bZxo2bGiCg4NNfHy8mTp1qvdqtwsd55KUdLyq6nfRGGNWrFhhWrRoYUJCQowkM23aNGNMyVczDRo0yLzxxhumZcuWJjQ01CQkJJh58+aV+WuGvTiMKTSbFAAANpeQkKBWrVrprbfesroUVBGuZgIAALZGmAEAALbGMBMAALA1emYAAICtEWYAAICtEWYAAICtVftJ8/Lz83XkyBFFRkZW6fTdAADg4hljdPLkScXExFzwdijVPswcOXJEcXFxVpcBAAAuwqFDhxQbG1vqMtU+zBRM0X7o0CFFRUVZXA0AACiLrKwsxcXFlelWK9U+zBQMLUVFRRFmAACwmbKcIsIJwAAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwCKlZqaquHDhys1NdXqUgCgVJaGmffff19DhgxRTEyMHA6H1q5d6/O+MUbTp09XTEyMwsLCdP311+vzzz+3pljgEuLxeDR37lz98MMPmjt3rjwej9UlAUCJLA0z2dnZatu2rRYsWFDs+0899ZTmzZunBQsWKC0tTQ0aNFCfPn108uTJKq4UuLQsX75cGRkZkqSMjAwlJydbXBEAlMxhjDFWFyGdu5HUmjVrdOONN0o61ysTExOjSZMm6ZFHHpEk5eTkqH79+pozZ47uueeeMm03KytL0dHRyszM5EaTQBkcPnxYd9xxh/Ly8rxtwcHBWrZsmWJjYy2sDMClpDyf3wF7zsyBAwd07Ngx9e3b19vmcrnUo0cPffDBByWul5OTo6ysLJ8HgLIxxmj+/PkltgfI3z4A4CNgw8yxY8ckSfXr1/dpr1+/vve94iQlJSk6Otr7iIuLq9Q6geokPT1daWlpPr0ykpSXl6e0tDSlp6dbVBkAlCxgw0wBh8Ph89oYU6StsKlTpyozM9P7OHToUGWXCFQb8fHx6tSpk5xOp0+70+lU586dFR8fb1FlAFCygA0zDRo0kKQivTDHjx8v0ltTmMvlUlRUlM8DQNk4HA5Nnjy5xPbS/pAAAKsEbJhp0qSJGjRooI0bN3rbfv31V23btk3dunWzsDKgeouNjVViYqI3uDgcDiUmJqpRo0YWVwYAxbM0zJw6dUp79+7V3r17JZ076Xfv3r367rvv5HA4NGnSJM2ePVtr1qzRZ599ptGjRys8PFwjR460smyg2rv99ttVu3ZtSVKdOnWUmJhocUUAULJgK3e+c+dO3XDDDd7XU6ZMkSSNGjVKS5cu1cMPP6wzZ87o3nvv1S+//KIuXbpow4YNioyMtKpk4JLgdrv1wAMP6Nlnn9WkSZPkdrutLgkAShQw88xUFuaZAQDAfqrFPDMAAABlQZgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBgEqUmpqq4cOHKzU11epSgGqLMAMAlcTj8Wju3Ln64YcfNHfuXHk8HqtLAqolwgwAVJLly5crIyNDkpSRkaHk5GSLKwKqJ8IMAFSCw4cPKzk5WcYYSZIxRsnJyTp8+LDFlQHVD2EGAPzMGKP58+eX2F4QcAD4B2EGAPwsPT1daWlpysvL82nPy8tTWlqa0tPTLaoMqJ4IMwDgZ/Hx8erUqZOcTqdPu9PpVOfOnRUfH29RZUD1RJgBAD9zOByaPHlyie0Oh8OCqoDqizADAJUgNjZWiYmJ3uDicDiUmJioRo0aWVwZUP0QZgCgktx+++2qXbu2JKlOnTpKTEy0uCKgeiLMAEAlcbvdeuCBB1S/fn1NmTJFbrfb6pKAaslhqvk1gllZWYqOjlZmZqaioqKsLgcAAJRBeT6/6ZkBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2FtBhJjc3V4899piaNGmisLAwNW3aVE8++aTy8/OtLg0AAASIYKsLKM2cOXP04osv6uWXX1bLli21c+dO3XXXXYqOjtbEiROtLg8AAASAgA4zO3bs0LBhwzRo0CBJUkJCglasWKGdO3daXBkAAAgUAT3M9Nvf/labN2/Wl19+KUn6+OOPtX37dg0cONDiygAAQKAI6J6ZRx55RJmZmWrRooWcTqfy8vI0a9Ys/e53vytxnZycHOXk5HhfZ2VlVUWpAADAIgHdM/Paa69p+fLlevXVV7V79269/PLLeuaZZ/Tyyy+XuE5SUpKio6O9j7i4uCqsGAAAVDWHMcZYXURJ4uLi9Mc//lHjx4/3tv35z3/W8uXL9Z///KfYdYrrmYmLi1NmZqaioqIqvWYAAFBxWVlZio6OLtPnd0APM50+fVpBQb6dR06ns9RLs10ul1wuV2WXBgAAAkRAh5khQ4Zo1qxZaty4sVq2bKk9e/Zo3rx5GjNmjNWlAQCAABHQw0wnT57U448/rjVr1uj48eOKiYnR7373Oz3xxBMKDQ0t0zbK000FAAACQ3k+vwM6zPgDYQYAAPspz+d3QF/NBAAAcCGEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGsBPQMwAFjJGCOPx1Oh9QvuFedyueRwOCpUj9vtrvA2gOqIMAMAJfB4POrXr5/VZXilpKQoLCzM6jKAgMMwEwAAsDV6ZgCgBG63WykpKRe9vsfj0bBhwyRJ69atk9vtrnA9AIoizABACRwOh9+GddxuN0NEQCVhmAkAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAANgaYQYAgEtMamqqhg8frtTUVKtL8QvCDAAAlxCPx6O5c+fqhx9+0Ny5c+XxeKwuqcIIMwAAXEKWL1+ujIwMSVJGRoaSk5MtrqjiCDMAAFwiDh8+rOTkZBljJEnGGCUnJ+vw4cMWV1YxhBkAAC4BxhjNnz+/xPaCgGNHhBkAAC4B6enpSktLU15enk97Xl6e0tLSlJ6eblFlFUeYAQDgEhAfH69OnTrJ6XT6tDudTnXu3Fnx8fEWVVZxhBkAAC4BDodDkydPLrHd4XBYUJV/EGYAFKu6zUMBQIqNjVViYqI3uDgcDiUmJqpRo0YWV1YxFxVmNm/erMGDB6tZs2a6/PLLNXjwYG3atMnftQGwSHWchwLAObfffrtq164tSapTp44SExMtrqjiyh1mFixYoP79+ysyMlITJ07UhAkTFBUVpYEDB2rBggWVUSOAKlYd56EAcI7b7dYDDzyg+vXra8qUKXK73VaXVGEOU85rsRo1aqSpU6fqvvvu82n/29/+plmzZunIkSN+LbCisrKyFB0drczMTEVFRVldDhDwDh8+rDvuuMPniofg4GAtW7ZMsbGxFlZmP2fOnFG/fv0kSSkpKQoLC7O4IsA+yvP5Xe6emaysLPXv379Ie9++fZWVlVXezQEIINV5HgoA1Ve5w8zQoUO1Zs2aIu3r1q3TkCFD/FIUAGtU53koAFRfweVd4corr9SsWbO0detWde3aVZL04YcfKjU1VQ888ID++te/epedMGGC/yoFUOkK5qHYvXu3T6BxOp3q2LGjreehAFB9lfucmSZNmpRtww6Hvv3224sqyp84ZwYon5LOmXnllVdsf/lmVeOcGeDilefzu9w9MwcOHLjowgAEvoJ5KF555RUZY6rNPBQAqi8mzQNQRHWchwJA9VWmnpkpU6Zo5syZioiI0JQpU0pddt68eX4pDIB1CuahePbZZzVp0qRqMQ8FgOqrTGFmz549Onv2rPc5gOqve/fu6t69u9VlAMAFlSnMbNmypdjnAAAAViv3OTNjxozRyZMni7RnZ2drzJgxfikKAACgrModZl5++WWdOXOmSPuZM2e0bNkyvxQFAABQVmW+NDsrK0vGGBljdPLkSZ8TAvPy8vT222+rXr16lVIkAABAScocZmrWrCmHwyGHw6Hf/OY3Rd53OByaMWOGX4sDAAC4kDKHmS1btsgYo549e2r16tWqVauW973Q0FDFx8crJiamUooEAAAoSZnDTI8ePSSdmwG4cePGcjgclVYUAABAWZX7BOD4+PgqDTLff/+9dzbS8PBwtWvXTrt27aqy/QMAgMBW7nszVaVffvlF3bt31w033KB33nlH9erV0zfffKOaNWtaXRoAAAgQAR1m5syZo7i4OC1ZssTblpCQYF1BwCUkNTXVezsDZgIGEMjKNMy0fv167+0MqtL69et19dVXa/jw4apXr57at2+vxYsXl7pOTk6OsrKyfB4Aysfj8Wju3Ln64YcfNHfuXHk8HqtLAoASlSnM3HTTTTpx4oQkyel06vjx45VZk9e3336rhQsX6oorrlBKSorGjRunCRMmlDo5X1JSkqKjo72PuLi4KqkVqE6WL1+ujIwMSVJGRoaSk5MtrggASlamMFO3bl19+OGHkiRjTJWdAJyfn68OHTpo9uzZat++ve655x6NHTtWCxcuLHGdqVOnKjMz0/s4dOhQldSKwJCamqrhw4crNTXV6lJs6/Dhw0pOTpYxRtK53/nk5GQdPnzY4soAoHhlCjPjxo3TsGHD5HQ65XA41KBBAzmdzmIf/tSwYUNdddVVPm1XXnmlvvvuuxLXcblcioqK8nng0sDQSMUZYzR//vwS2wsCDgAEkjKdADx9+nTddttt+vrrrzV06FAtWbKkSq4o6t69u/bv3+/T9uWXXyo+Pr7S9w37KW5o5O6777a4KntJT09XWlpakfa8vDylpaUpPT2dk/ABBJwyX83UokULtWjRQtOmTdPw4cMVHh5emXVJkiZPnqxu3bpp9uzZGjFihD766CMtWrRIixYtqvR9w15KGhrp16+fYmNjLa7OPuLj49WpUyft3r1beXl53nan06mOHTvyhwSAgFTuSfOmTZum8PBw/fjjj9q+fbtSU1P1448/VkZt6tSpk9asWaMVK1aoVatWmjlzpp599lklJiZWyv5gTwyN+I/D4dDkyZNLbGfmbwCBqNxh5vTp0xozZoxiYmJ03XXX6dprr1VMTIzuvvtunT592u8FDh48WJ9++qk8Ho+++OILjR071u/7gL0VDI0U7kmQfIdGUHaxsbFKTEz0BheHw6HExEQ1atTI4soAoHjlDjOTJ0/Wtm3btH79ep04cUInTpzQunXrtG3bNj3wwAOVUSNQqoKhkfNPQHc6nercuTNDIxeh4BYiklSnTh16QwEEtHKHmdWrV+sf//iHBgwY4L1aaODAgVq8eLHeeOONyqgRKBVDI/7ndrv1wAMPqH79+poyZYrcbrfVJQFAiS5qmKl+/fpF2uvVq1cpw0xAWcTGxurWW2/1abv11lsZGqmA7t276/XXX+dWBgACXrnDTNeuXTVt2jSfOTzOnDmjGTNmqGvXrn4tDgAA4ELKfaPJ5557Tv3791dsbKzatm0rh8OhvXv3yu12KyUlpTJqBC7o8OHDeu2113zaXnvtNQ0aNIhLswGgmit3z0yrVq301VdfKSkpSe3atVObNm30l7/8RV999ZVatmxZGTUCpeLSbAC4tJW7Z0aSwsLCuEQaAYNZawHg0lbunhkg0HBpNgBc2ggzsD0uzQaASxthBtUCs9YCwKWLMINqg1lrAeDSVO4wc+jQIR0+fNj7+qOPPtKkSZO4kzUsx6y1AHBpKneYGTlypLZs2SJJOnbsmPr06aOPPvpIf/rTn/Tkk0/6vUCgPJi1FgAuPeW+NPuzzz5T586dJUmrVq1Sq1atlJqaqg0bNmjcuHF64okn/F4kAADVgTHGZwb9i1k/JyfHjxVVjMvlqvBFFm63u8LbKHeYOXv2rFwulyRp06ZNGjp0qCSpRYsWOnr0aIWKAQCgOvN4POrXr5/VZQSUlJQUhYWFVWgb5R5matmypV588UX9+9//1saNG9W/f39J0pEjR7wnXwIAAFSVcvfMzJkzRzfddJOefvppjRo1Sm3btpUkrV+/3jv8BAAASnd9ozpylnN4xRij/AC6Q0uQQxc1RJRnjLZ+/5Pf6ih3mLn++uv1008/KSsrS5dddpm3/b/+678UHh7ut8IAAKjOnA6HgoPKGwSqySSg+f7d3EXNM2OM0a5du/T3v/9dJ0+elCSFhoYSZgAAQJUrd89Menq6+vfvr++++045OTnq06ePIiMj9dRTT8nj8ejFF1+sjDoBAACKVe6emYkTJ+rqq6/WL7/84nP28U033aTNmzf7tTigvFJTUzV8+HClpqZaXQoAoIqUu2dm+/btSk1NVWhoqE97fHy8vv/+e78VBpSXx+PR3Llz9dNPP2nu3Lnq2LEjswADwCWg3D0z+fn5ysvLK9J++PBhRUZG+qUo4GIsX75cGRkZkqSMjAwlJydbXBEAoCqUu2emT58+evbZZ733YnI4HDp16pSmTZumgQMH+r1AoCwOHz6s5ORkGXPumkVjjJKTk9WvXz/FxsZaXB1waavorLcF2yiY+TZQZp1F4Ch3mJk/f75uuOEGXXXVVfJ4PBo5cqS++uor1alTRytWrKiMGoFSGWM0f/78EtufeeYZ/tMCLBSIs976Y9ZZBI5yh5mYmBjt3btXK1as0O7du5Wfn6+7775biYmJ/GDAEunp6UpLSyvSnpeXp7S0NKWnpyshIaHqCwMAVIlyhxlJCgsL05gxYzRmzBh/1wOUW3x8vDp16qTdu3f7nM/ldDrVsWNHxcfHW1gdrOKPoY2KKrx/q2uRrBtacbvdSklJqdA2PB6Phg0bJklat25dhU/u5+KA6qXcYWbZsmWlvn/nnXdedDHAxXA4HJo8ebLuuOOOIu9NnjyZIaZLVKANbRR8EFvJqqEVh8Ph1/263W5GAuCj3GFm4sSJPq/Pnj2r06dPe2cAJszACrGxsXK5XDp9+rS3zeVyqVGjRhZWBQCoCuUOM7/88kuRtq+++kp/+MMf9NBDD/mlKKC83nnnHZ8gI0mnT5/WO++8owEDBlhUlTUC7cqRQLhq5BFJoRdcyv+MpLP/+zxE1txV51dJcyq4jfz8fGVmZvqjnItW+Gf6xIkTlg/bRUdHKyio/HcEKrjiUpLyAumOkVWs8Nde+JhcrIs6Z+Z8V1xxhf7yl7/o9ttv13/+8x9/bBIos7y8PD311FPFvvfUU0+pb9++cjqdVVyVdQJteCUQrhoJlRRq0Q36XJbstbCKf1BkZmYGxDBZgVtvvdXqErRu3Tqfmy2XVcEfCZK09Yj/7hptZzk5ORW+t+NF3WiyOE6nU0eOHPHX5oAyW79+fbETOUrngs769euruCIAQFUqd8/M+R8MxhgdPXpUCxYsUPfu3f1WGFBWQ4cO1V//+tdiA01wcLCGDh1qQVXWCbQrR7hqxP5crv/rXxrYeqyCg0KqvAZjjPLycyVJzqBgS4Yuc/PP6u1PF0vyPSblUXi962PqyBl0aV6gkJdvvD1TF3ssCyt3mLnxxht9XjscDtWtW1c9e/bU3LlzK1wQUF5Op1MPP/ywkpKSirz3xz/+8ZIaYpK4cgT+Vzg4uEPCFey04gwk6+Xm/ep9frFhqvB6ziCHgi/RMFOYP4JpucNMfn5+hXcK+NuAAQP03//93/rxxx+9bfXq1VPfvn0trAoAUBX8ds4MYLUXXnjB5/Xf/vY3iyoBAFSlMvXMTJkypcwbnDdv3kUXA1RE/fr1dcMNN2jLli264YYbVL9+fatLAoAS5RkjWTDYYYxRwZXRQQ7/DPOUV54fLscurExhZs+ePWXamNVzSQAzZszQjBkzrC4DAC5o6/dcmu0vZQozW7Zsqew6AAAALopfJs0DAAAX5o+pEyrK3zftrCh/7P+iwkxaWppef/11fffdd/r111993vvnP/9Z4aIAAKiO/D11QkVVl6kXyn0108qVK9W9e3ft27dPa9as0dmzZ7Vv3z699957io6OrowaAQAASlTuMDN79mzNnz9fb731lkJDQ/Xcc8/piy++0IgRI9S4cePKqBEAAKBE5Q4z33zzjQYNGiTp3BTE2dnZcjgcmjx5shYtWuT3AgEAAEpT7jBTq1YtnTx5UpLUqFEjffbZZ5LO3ZL99OnT/q0OAADgAsp9AvC1116rjRs3qnXr1hoxYoQmTpyo9957Txs3blSvXr0qo0YAAIASlTnM7N27V+3atdOCBQvk8XgkSVOnTlVISIi2b9+um2++WY8//nilFQoAAFCcMoeZDh06qH379vr973+vkSNHSpKCgoL08MMP6+GHH660AgEAAEpT5nNmUlNT1aFDB/3xj39Uw4YNdfvttzMzMAAAsFyZw0zXrl21ePFiHTt2TAsXLtThw4fVu3dvNWvWTLNmzdLhw4crs04AAIBilftqprCwMI0aNUpbt27Vl19+qd/97nf6+9//riZNmmjgwIGVUSMAAECJyh1mCmvWrJn++Mc/6tFHH1VUVJTl95sAAACXnou+0eS2bdv00ksvafXq1XI6nRoxYoTuvvtuf9YGAABwQeUKM4cOHdLSpUu1dOlSHThwQN26ddPzzz+vESNGKCIiorJqBAAAKFGZw0yfPn20ZcsW1a1bV3feeafGjBmj5s2bV2ZtAAAAF1TmMBMWFqbVq1dr8ODBcjqdlVkTLkHGGO9kjBXZRk5OjqRz9w1zOBwV2p7b7a7wNgAAla/MYWb9+vWVWQcucR6PR/369bO6DB8pKSkKCwuzugwAwAVU6GomAAAAq1301UyAP7nd7gpf2u/xeDRs2DBJ0rp16+R2uytcEwAEEn8MyRdev6LbCpTheMIMAoLD4fDrkI7b7WaICEC14+8h+YI/AC9WoAzHM8wEAABsjZ4ZAABswh9D8v688jNQhuMJMwAA2IS/huTDw8P9UE3gYJgJAADYmq3CTFJSkhwOhyZNmmR1KQAAIEDYJsykpaVp0aJFatOmjdWlAACAAGKLMHPq1CklJiZq8eLFuuyyy6wuBwAABBBbhJnx48dr0KBB6t279wWXzcnJUVZWls8DAABUXwF/NdPKlSu1e/dupaWllWn5pKQkzZgxo5KrAgAAgSKge2YOHTqkiRMnavny5WW+ln3q1KnKzMz0Pg4dOlTJVQIAACsFdM/Mrl27dPz4cXXs2NHblpeXp/fff18LFixQTk6OnE6nzzoul0sul6uqSwUAABYJ6DDTq1cvffrppz5td911l1q0aKFHHnmkSJABAACXnoAOM5GRkWrVqpVPW0REhGrXrl2kHQAAXJoC+pwZAACACwnonpnibN261eoSAABAALFdmAGAsjDGeJ//eq7FqlIs9Wuh54WPCVCdEGYAVEs5OTne53MsrCOQ5OTkVLu7JQMS58wAAACbo2cGCDDGGHk8HktrKLx/q2uRJLfbLYfDUa51Cs839YikUD/XZBe/6v96ppiDC9UVYQYIMB6PR/369bO6DK9hw4ZZXYJSUlIUFhZWrnUKh59QSaEqXxiqPv7vPJnyBkLALhhmAgAAtkbPDBDA8obkWfNbaiTl/e9zp2RJp0au5HyTWb4BXBhhBghkwbLutzTEov0CQDkxzAQAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNGYCBAGPM/90YULnW1WG5Ql+7zzEBgPMQZoAAk5OT433OvYnOycnJUXh4uNVlAAhQDDMBAABbo2cGCDAul8v73LK7ZgeCQnfNLnxMAOB8l+p/k0DAcjgc//fCyrtmBxCfYwIA52GYCQAA2Bp/88EvjDHyeDyW1lB4/1bXIklut5seBQCoAoQZ+IXH41G/fv2sLsNr2LBhVpeglJQUhYWFWV0GAFR7DDMBAABbo2cGfve3607I5az6Sc6MkX7NP/c8NEiyYoQnJ8+h8e/XrPodA8AljDADv3M5jdwWzfVm/aAOM9UCQFUjzACo9n6VZEXQNJLO/u/zEElWnA7+q5+3l5t/9sILVQJjjPLyz93jwhkUbMnJ9VZ97bgwwgyAam+O1QVUI+v3vmB1CUARnAAMAABsjZ4ZANWS2+1WSkqKpTV4PB7vNAHr1q2T2+22tJ6L3T/Hsiir9w9fhBkA1ZLD4QioeX7cbndA1VMeHEsEOoaZAACArRFmAACArRFmAACArRFmAACArRFmAACArRFmAACArRFmAACArRFmAACArRFmAACArRFmAACArRFmAACArRFmAACArRFmAACArRFmAACArQVbXQCqB2OM93lOnoWFWKzw1174mAAAKg9hBn6Rk5PjfT7+/cssrCRw5OTkKDw83OoyAKDaY5gJAADYGj0z8AuXy+V9/rfrfpHLaWExFsrJ+7+eqcLHBABQeQgz8AuHw+F97nJK7ks0zBRW+JgAACoPYQYIZLkW7ddIKjiZ2SnJilxm1dcOwHYIM0AAc75JFxcAXAgnAAMAAFujZwYIMG63WykpKZbW4PF4NGzYMEnSunXr5Ha7La3H6v0DCGyEGSDAOBwOhYWFWV2Gl9vtDqh6AOB8DDMBAABbI8wAAABbI8wAAABbI8wAAABbI8wAAABbI8wAAABbC+gwk5SUpE6dOikyMlL16tXTjTfeqP3791tdFgAACCABHWa2bdum8ePH68MPP9TGjRuVm5urvn37Kjs72+rSAABAgAjoSfPeffddn9dLlixRvXr1tGvXLl133XUWVQUAAAJJQIeZ82VmZkqSatWqZXElKE1OnkPnbrtctYyRfs0/9zw0SHJYcKfnc187qgtjjDwez0WvX3jdimyngNvtlsOKH+wKquhxlDiWKJ1twowxRlOmTNFvf/tbtWrVqsTlcnJylJOT432dlZVVFeWhkPHv17S6BMAvPB6P+vXr55dtFdzrqiJSUlJseWsJfx5H6dI+liheQJ8zU9h9992nTz75RCtWrCh1uaSkJEVHR3sfcXFxVVQhAACwgsMYU/XjAeV0//33a+3atXr//ffVpEmTUpctrmcmLi5OmZmZioqK8nttFe0+NcZ463W5XBXu9rSq69Qf3cgVFYh3erZrN/aZM2e8f0lfyn/B8vvtH/74/4FjeenJyspSdHR0mT6/A3qYyRij+++/X2vWrNHWrVsvGGSkcz/kLperCqo7x9/dpxVl1QcPd3pGdeSPn+vw8HA/VWNf/vr/gWOJkgR0mBk/frxeffVVrVu3TpGRkTp27JgkKTo62i+/GP4+KS0QVLQe/loBANhNQIeZhQsXSpKuv/56n/YlS5Zo9OjRFd5+oPWq+ENFT4y7lIcUAAD2FNBhxgan8wAAAIsFdJipStkdEqUgCw6HMVJ+7rnnQcHWTI6Sn6uI3clVv18AAPyAMFMgKFhyhli081CL9gsAgP3ZZp4ZAACA4hBmAACArRFmAACArRFmAACArRFmAACArRFmAACArRFmAACArRFmAACArRFmAACArRFmAACArRFmAACArV3S92byuSt33lnrCrFaoa+dO5UDAOzmkg4zOTk53ucRe161sJLAkZOTo/DwcKvLAACgzC7pMANUR8YYeTyeCm2j8PoV3Zbb7ZbD4ajQNgCgNJd0mHG5XN7n2e1HSs4QC6uxUN5Zb89U4WMCe/J4POrXr5/ftjds2LAKrZ+SkqKwsDA/VQMARV3SYcbnr0VnyKUbZgrhL2gAgN1c0mEGqI7cbrdSUlIqtA1jjPecMpfLVaGQ63a7K1QLAFwIYQaoZhwOh1+GdTgRHIBdMM8MAACwNcIMAACwNcIMAACwNcIMAACwNcIMAACwNcIMAACwNcIMAACwNcIMAACwNcIMAACwNWYALpCfe3HrGXPx61aGoGCpvFPPB0D9gXanZ4m7PQOAXRBm/lfE7mSrS7ikBdqdniXu9gwAdsEwEwAAsDWHMcZYXURlysrKUnR0tDIzMxUVFeXznj+GNgrfXTgQ+OMOx1YMrfj7e1HR4yAxzAQAVirt8/t8l/QwE3cXDhx8LwAAF4thJgAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGvV/q7ZxhhJ524lDgAA7KHgc7vgc7w01T7MnDx5UpIUFxdncSUAAKC8Tp48qejo6FKXcZiyRB4by8/P15EjRxQZGSmHw2F1OcXKyspSXFycDh06pKioKKvLsTWOpf9wLP2D4+g/HEv/scOxNMbo5MmTiomJUVBQ6WfFVPuemaCgIMXGxlpdRplERUUF7A+V3XAs/Ydj6R8cR//hWPpPoB/LC/XIFOAEYAAAYGuEGQAAYGuEmQDgcrk0bdo0uVwuq0uxPY6l/3As/YPj6D8cS/+pbsey2p8ADAAAqjd6ZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZiz0/vvva8iQIYqJiZHD4dDatWutLsm2kpKS1KlTJ0VGRqpevXq68cYbtX//fqvLsp2FCxeqTZs23om0unbtqnfeecfqsqqFpKQkORwOTZo0yepSbGf69OlyOBw+jwYNGlhdli19//33uv3221W7dm2Fh4erXbt22rVrl9VlVRhhxkLZ2dlq27atFixYYHUptrdt2zaNHz9eH374oTZu3Kjc3Fz17dtX2dnZVpdmK7GxsfrLX/6inTt3aufOnerZs6eGDRumzz//3OrSbC0tLU2LFi1SmzZtrC7Ftlq2bKmjR496H59++qnVJdnOL7/8ou7duyskJETvvPOO9u3bp7lz56pmzZpWl1Zh1f52BoFswIABGjBggNVlVAvvvvuuz+slS5aoXr162rVrl6677jqLqrKfIUOG+LyeNWuWFi5cqA8//FAtW7a0qCp7O3XqlBITE7V48WL9+c9/troc2woODqY3poLmzJmjuLg4LVmyxNuWkJBgXUF+RM8MqqXMzExJUq1atSyuxL7y8vK0cuVKZWdnq2vXrlaXY1vjx4/XoEGD1Lt3b6tLsbWvvvpKMTExatKkiW677TZ9++23VpdkO+vXr9fVV1+t4cOHq169emrfvr0WL15sdVl+QZhBtWOM0ZQpU/Tb3/5WrVq1sroc2/n0009Vo0YNuVwujRs3TmvWrNFVV11ldVm2tHLlSu3evVtJSUlWl2JrXbp00bJly5SSkqLFixfr2LFj6tatmzIyMqwuzVa+/fZbLVy4UFdccYVSUlI0btw4TZgwQcuWLbO6tApjmAnVzn333adPPvlE27dvt7oUW2revLn27t2rEydOaPXq1Ro1apS2bdtGoCmnQ4cOaeLEidqwYYPcbrfV5dha4eH41q1bq2vXrmrWrJlefvllTZkyxcLK7CU/P19XX321Zs+eLUlq3769Pv/8cy1cuFB33nmnxdVVDD0zqFbuv/9+rV+/Xlu2bFFsbKzV5dhSaGioLr/8cl199dVKSkpS27Zt9dxzz1ldlu3s2rVLx48fV8eOHRUcHKzg4GBt27ZNf/3rXxUcHKy8vDyrS7StiIgItW7dWl999ZXVpdhKw4YNi/xRcuWVV+q7776zqCL/oWcG1YIxRvfff7/WrFmjrVu3qkmTJlaXVG0YY5STk2N1GbbTq1evIlfc3HXXXWrRooUeeeQROZ1Oiyqzv5ycHH3xxRe69tprrS7FVrp3715kyoovv/xS8fHxFlXkP4QZC506dUpff/219/WBAwe0d+9e1apVS40bN7awMvsZP368Xn31Va1bt06RkZE6duyYJCk6OlphYWEWV2cff/rTnzRgwADFxcXp5MmTWrlypbZu3VrkajFcWGRkZJFztiIiIlS7dm3O5SqnBx98UEOGDFHjxo11/Phx/fnPf1ZWVpZGjRpldWm2MnnyZHXr1k2zZ8/WiBEj9NFHH2nRokVatGiR1aVVnIFltmzZYiQVeYwaNcrq0mynuOMoySxZssTq0mxlzJgxJj4+3oSGhpq6deuaXr16mQ0bNlhdVrXRo0cPM3HiRKvLsJ1bb73VNGzY0ISEhJiYmBhz8803m88//9zqsmzpzTffNK1atTIul8u0aNHCLFq0yOqS/MJhjDEW5SgAAIAK4wRgAABga4QZAABga4QZAABga4QZAABga4QZAABga4QZAABga4QZAABga4QZANXSf/7zH11zzTVyu91q165dmdfbunWrHA6HTpw4UWm1nW/69OnlqhGAL8IMYEOjR4+Ww+Eo8ih8e4yKWLp0qWrWrOmXbVll2rRpioiI0P79+7V58+Zil7n++us1adKkqi2sGA8++GCJNQK4MO7NBNhU//79tWTJEp+2unXrWlRNyc6ePauQkJAq3+8333yjQYMG2eImejVq1FCNGjWsLgOwLXpmAJtyuVxq0KCBz6PgTsxvvvmmOnbsKLfbraZNm2rGjBnKzc31rjtv3jy1bt1aERERiouL07333qtTp05JOjfMctdddykzM9Pb4zN9+nRJksPh0Nq1a33qqFmzppYuXSpJOnjwoBwOh1atWqXrr79ebrdby5cvlyQtWbJEV155pdxut1q0aKEXXnjBu41ff/1V9913nxo2bCi3262EhAQlJSWV+LXn5+frySefVGxsrFwul9q1a+dzM0yHw6Fdu3bpySef9Km/sNGjR2vbtm167rnnvF/nwYMHve/v2rVLV199tcLDw9WtW7cidxu+0DE+39atW9W5c2dFRESoZs2a6t69u9LT0yUVHWYqrtctISHB+/6+ffs0cOBA1ahRQ/Xr19cdd9yhn376qcR9A9We1TeHAlB+o0aNMsOGDSv2vXfffddERUWZpUuXmm+++cZs2LDBJCQkmOnTp3uXmT9/vnnvvffMt99+azZv3myaN29u/vCHPxhjjMnJyTHPPvusiYqKMkePHjVHjx41J0+eNMacu6HnmjVrfPYXHR3tvaHngQMHjCSTkJBgVq9ebb799lvz/fffm0WLFpmGDRt621avXm1q1aplli5daowx5umnnzZxcXHm/fffNwcPHjT//ve/zauvvlri1z9v3jwTFRVlVqxYYf7zn/+Yhx9+2ISEhJgvv/zSGGPM0aNHTcuWLc0DDzzgU39hJ06cMF27djVjx471fp25ubneG8B26dLFbN261Xz++efm2muvNd26dSvXMS7s7NmzJjo62jz44IPm66+/Nvv27TNLly416enpxhhjpk2bZtq2betdvqCeo0ePmq+//tpcfvnl5o477jDGGHPkyBFTp04dM3XqVPPFF1+Y3bt3mz59+pgbbrihxOMFVHeEGcCGRo0aZZxOp4mIiPA+brnlFmOMMddee62ZPXu2z/KvvPKKadiwYYnbW7Vqlaldu7b39ZIlS0x0dHSR5coaZp599lmfZeLi4oqEk5kzZ5quXbsaY4y5//77Tc+ePU1+fn6pX3eBmJgYM2vWLJ+2Tp06mXvvvdf7um3btmbatGmlbqe4u1gXhJlNmzZ52/71r38ZSebMmTPGmPIf44yMDCPJbN26tdj3zw8zBfLz881NN91kOnbsaE6fPm2MMebxxx83ffv29Vnu0KFDRpLZv39/qV8vUF1xzgxgUzfccIMWLlzofR0RESHp3PBIWlqaZs2a5X0vLy9PHo9Hp0+fVnh4uLZs2aLZs2dr3759ysrKUm5urjwej7Kzs73bqYirr77a+/zHH3/UoUOHdPfdd2vs2LHe9tzcXEVHR0s6N+TTp08fNW/eXP3799fgwYPVt2/fYredlZWlI0eOqHv37j7t3bt318cff1zh2gu0adPG+7xhw4aSpOPHj6tx48ZlOsaF1apVS6NHj1a/fv3Up08f9e7dWyNGjPButyR/+tOftGPHDqWlpSksLEzSue/vli1bij3H5ptvvtFvfvObi/6aAbsizAA2FRERocsvv7xIe35+vmbMmKGbb765yHtut1vp6ekaOHCgxo0bp5kzZ6pWrVravn277r77bp09e7bUfTocDhljfNqKW6dwIMrPz5ckLV68WF26dPFZruAcnw4dOujAgQN65513tGnTJo0YMUK9e/fWG2+8UWothRljirRVROGTlgu2W/C1XOgYF2fJkiWaMGGC3n33Xb322mt67LHHtHHjRl1zzTXFLr98+XLNnz9fW7duVWxsrLc9Pz9fQ4YM0Zw5c4qsc6FwBFRXhBmgmunQoYP2799fbNCRpJ07dyo3N1dz585VUNC5awBWrVrls0xoaKjy8vKKrFu3bl0dPXrU+/qrr77S6dOnS62nfv36atSokb799lslJiaWuFxUVJRuvfVW3XrrrbrlllvUv39//fzzz6pVq1aR5WJiYrR9+3Zdd9113vYPPvhAnTt3LrWW85X0dV7IhY5xSdq3b6/27dtr6tSp6tq1q1599dViw8yOHTv0+9//Xn//+9+LvN+hQwetXr1aCQkJCg7mv3BAIswA1c4TTzyhwYMHKy4uTsOHD1dQUJA++eQTffrpp/rzn/+sZs2aKTc3V88//7yGDBmi1NRUvfjiiz7bSEhI0KlTp7R582a1bdtW4eHhCg8PV8+ePbVgwQJdc801ys/P1yOPPFKmy66nT5+uCRMmKCoqSgMGDFBOTo527typX375RVOmTNH8+fPVsGFDtWvXTkFBQXr99dfVoEGDEue6eeihhzRt2jQ1a9ZM7dq105IlS7R3714lJyeX61glJCTof/7nf3Tw4EHVqFGjSHAqyYWO8fkOHDigRYsWaejQoYqJidH+/fv15Zdf6s477yyy7LFjx3TTTTfptttuU79+/XTs2DFJ53qx6tatq/Hjx2vx4sX63e9+p4ceekh16tTR119/rZUrV2rx4sXe3i7gkmL1STsAyq+0q5mMOXe1Tbdu3UxYWJiJiooynTt3NosWLfK+P2/ePNOwYUMTFhZm+vXrZ5YtW2YkmV9++cW7zLhx40zt2rWNJO+JtN9//73p27eviYiIMFdccYV5++23iz0BeM+ePUVqSk5ONu3atTOhoaHmsssuM9ddd5355z//aYwxZtGiRaZdu3YmIiLCREVFmV69epndu3eX+PXl5eWZGTNmmEaNGpmQkBDTtm1b88477/gsU5YTgPfv32+uueYaExYWZiSZAwcOeE8ALnws9uzZ432/rMe4sGPHjpkbb7zRNGzY0ISGhpr4+HjzxBNPmLy8PGOM7wnABfs//xEfH+/d3pdffmluuukmU7NmTRMWFmZatGhhJk2aVOYTqIHqxmHMeQPgAAAANsKkeQAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNb+P1A2owrmYCIaAAAAAElFTkSuQmCC",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.boxplot(x='size', y='tip', data=data)\n",
+ "plt.title('The box with 6 features for the tip')\n",
+ "plt.xlabel('Features of the size')\n",
+ "plt.ylabel('Values of tip')\n",
+ "plt.show()\n",
+ "\n",
+ "# 或者提琴图\n",
+ "sns.violinplot(x='size', y='tip', data=data)\n",
+ "plt.title('The box with 6 features for the tip')\n",
+ "plt.xlabel('Features of the size')\n",
+ "plt.ylabel('Values of tip')\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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33nmnVq9ebdM/Ly9Py5cvV+3atYt8+eVKQ4cOla+vr8aPH1/gH4SC3Hvvvfrxxx9Vv359tW3bNt9U3HATHBwsPz8/rVixQoZhWNuPHDmiHTt25HvstLQ05ebmFvjYhd3PpzBFfW2L4/InzK5+X3344YdFWv9ar8e5c+eUnJxc7Oe5MN26ddNXX32V71NCy5Ytk5ubW76POLu6umr16tW699579be//U3/+c9/SqyWzp0768cff9SBAwds2leuXHnddUvrOCkNq1evtjl7dvbsWa1bt04dO3a0uYx7WWBgoEaOHKkePXro22+/LctSUQDO3KDCiIuL09ChQ/X3v/9dycnJmjRpkm655RYNHz5cktSoUSPVr19fL7zwggzDUPXq1bVu3TrFxMTk29bs2bN111136c4779QLL7ygBg0a6Pjx41q7dq0WLFigqlWrqlmzZpKkhQsXqmrVqnJ1dVVQUFCBp+4lKSIiQj169FDXrl01btw4OTs7a+7cufrxxx+1YsWKIp+luJKXl5fWrFmjPn36qGXLljY38UtLS9O2bduUmppqM/Zl2rRpiomJUfv27TV69GgFBwfr0qVLSkxM1IYNGzR//vxiXZKrVKmSXnnlFQ0dOlT9+vXTk08+qTNnzmjKlCn5Tr0//PDD+uCDD9S7d2+NGTNGd9xxh5ycnPT7779ry5Yt6tu3r/r161fs56E4r21RhYaGqlOnTho/frzOnz+vtm3bavv27Xr//feLtP706dO1fft2PfTQQ7rttttUuXJlHT58WP/+97+VlpammTNn3nBtV3v55ZetY6leeuklVa9eXR988IHWr1+vGTNmyNPTM986Tk5OWrFihYYOHaoHHnhAy5YtK9K4mOt59tlntWTJEvXq1UvTpk2Tr6+vPvzwQx08eFCS7UfgC1Iax0lpcHBwUI8ePRQeHq68vDy98cYbysjIsN6uID09XV27dtUjjzyiRo0aqWrVqtq7d682btyo/v3727l6EG5QYSxevFjvv/++Hn74YWVmZqpr166aM2eOdcyCk5OT1q1bpzFjxujpp5+Wo6Ojunfvri+++EKBgYE222rZsqX27Nmjl19+WRMmTNDZs2dVq1Yt3X333dbLPEFBQYqMjNScOXPUpUsX5ebmaunSpRo0aFCB9XXu3FlfffWVXn75ZQ0aNEh5eXlq2bKl1q5dq3vvvfeG97tdu3b68ccfNWfOHK1Zs0b/+te/lJWVpZo1a6pNmzZ69913bf5o+fn5KS4uTq+88opmzpyp33//XVWrVlVQUJB69uypatWqFbuGy3c/fuONN9S/f3/VrVtXEydO1NatW20GCTs4OGjt2rWaM2eO3n//fUVERMjR0VG1a9dW586d1bx58xt6Dorz2hZVpUqVtHbtWoWHh2vGjBnKyspShw4dtGHDBjVq1Oi66z/22GOS/jxjMXPmTKWnp6t69epq06aNNmzYYB3AXRKCg4O1Y8cOTZw4USNGjNDFixfVuHHjQt+P0p/7uHjxYlWtWlWPPvqozp8/r6FDh95ULf7+/tq6daueffZZDRs2TG5uburXr5+mTZumgQMHysvLq9D1S+s4KWkjR47UpUuXNHr0aJ04cUJNmzbV+vXr1aFDB0l/nh2788479f777ysxMVHZ2dkKDAzU888/r/Hjx9u5eliMK88zA+VQVFSUBg8erL1796pt27b2LgdAAZ566imtWLFCaWlp1xxQXhEkJiYqKChIM2fO1Lhx4+xdDm4QZ24AAMUybdo0+fv7q169ejp37pw+++wzLVq0SC+++GKFDjYwD8INAKBYnJycrJc8c3JydOutt2r27NkaM2aMvUsDJHFZCgAAmAwfBQcAAKZCuAEAAKZCuAEAAKbylxtQnJeXp2PHjqlq1arl5mZRAACgcIZh6OzZs/L397/uzSL/cuHm2LFj+b5ZFwAAVAzJycnXvcv6Xy7cXP7ivuTkZHl4eNi5GgAAUBQZGRkKCAjI9wW8BfnLhZvLl6I8PDwINwAAVDBFGVLCgGIAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqdg038+bNU4sWLaw31AsJCdHnn39+zf6xsbGyWCz5poMHD5Zh1QAAoDyz6x2Ka9eurddff10NGjSQJL333nvq27ev4uPj1bRp02uud+jQIZu7C9esWbPUawUAABWDXcNNnz59bOanT5+uefPmadeuXYWGGx8fH3l5eZVydQAAoCIqN2NucnNztXLlSp0/f14hISGF9m3VqpX8/PzUrVs3bdmypYwqBAAAFYHdvzjzhx9+UEhIiC5duiR3d3d9+umnatKkSYF9/fz8tHDhQrVp00aZmZl6//331a1bN8XGxqpTp04FrpOZmanMzEzrfEZGRqnsBwAAKB8shmEY9iwgKytLSUlJOnPmjKKjo7Vo0SJt3br1mgHnan369JHFYtHatWsLXD5lyhRNnTo1X3t6ejrfCl6IMWPG6OTJk5L+HNM0Z84cO1cEAPgry8jIkKenZ5H+ftv9spSzs7MaNGigtm3bKiIiQi1btizWH9J27drp559/vubyCRMmKD093TolJyeXRNmmd/LkSR0/flzHjx+3hhwAACoCu1+WupphGDaXka4nPj5efn5+11zu4uIiFxeXkigNAABUAHYNNxMnTlSvXr0UEBCgs2fPauXKlYqNjdXGjRsl/XnW5ejRo1q2bJkkKTIyUnXr1lXTpk2VlZWl5cuXKzo6WtHR0fbcDQAAUI7YNdwcP35cjz32mFJSUuTp6akWLVpo48aN6tGjhyQpJSVFSUlJ1v5ZWVkaN26cjh49qsqVK6tp06Zav369evfuba9dAAAA5YzdBxSXteIMSPore+SRR3T8+HFJkq+vrz788EM7VwQA+CurUAOKAQAASlK5G1AMwBYfyweA4iHcAOXc5Y/lAwCKhstSAADAVAg3AADAVAg3AADAVAg3AADAVAg3AADAVAg3AADAVPgoOAD8xXDvJJgd4QYA/mK4dxLMjstSAADAVAg3AADAVAg3AADAVAg3AADAVAg3AADAVAg3AADAVAg3AADAVAg3AADAVAg3AADAVAg3AADAVAg3AADAVAg3AADAVAg3AADAVAg3AADAVAg3AADAVAg3AADAVAg3AADAVAg3AADAVAg3AADAVAg3AADAVAg3AADAVAg3AADAVBztXQBQ2pKmNbd3CTcl54y3JIf///lYhd+fwJd+sHcJAEyOcAMAgJ2MGTNGJ0+elCTVrFlTc+bMsXNF5kC4AQDATk6ePKnjx4/buwzTYcwNAAAwFcINAAAwFcINAAAwFcbclJI2zy2zdwk3xeOPc9bkm/LHuQq9P59WtXcFAICyZNczN/PmzVOLFi3k4eEhDw8PhYSE6PPPPy90na1bt6pNmzZydXVVvXr1NH/+/DKqFgAAVAR2DTe1a9fW66+/rri4OMXFxenuu+9W37599dNPPxXY//Dhw+rdu7c6duyo+Ph4TZw4UaNHj1Z0dHQZVw4AAMoru16W6tOnj8389OnTNW/ePO3atUtNmzbN13/+/PkKDAxUZGSkJKlx48aKi4vTrFmzdP/995dFyQAAoJwrNwOKc3NztXLlSp0/f14hISEF9tm5c6dCQ0Nt2sLCwhQXF6fs7OwC18nMzFRGRobNBAAAzMvu4eaHH36Qu7u7XFxcNGzYMH366adq0qRJgX1TU1Pl6+tr0+br66ucnBydOnWqwHUiIiLk6elpnQICAkp8HwAAQPlh93ATHBys/fv3a9euXXrmmWc0cOBAHThw4Jr9LRaLzbxhGAW2XzZhwgSlp6dbp+Tk5JIrHgAAlDt2/yi4s7OzGjRoIElq27at9u7dqzlz5mjBggX5+taqVUupqak2bSdOnJCjo6O8vb0L3L6Li4tcXFxKvnAAAFAu2f3MzdUMw1BmZmaBy0JCQhQTE2PTtnnzZrVt21ZOTk5lUR4AACjn7BpuJk6cqK+//lqJiYn64YcfNGnSJMXGxuof//iHpD8vKT3++OPW/sOGDdORI0cUHh6uhIQELVmyRIsXL9a4cePstQsAAKCcsetlqePHj+uxxx5TSkqKPD091aJFC23cuFE9evSQJKWkpCgpKcnaPygoSBs2bNDYsWP1zjvvyN/fX2+99RYfAwcAAFZ2DTeLFy8udHlUVFS+ts6dO+vbb78tpYoAAEBFZ/cBxQBQ0VTk71qTzPXdcftmPn79TvjLKXcDigEAAG4G4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK3y0FlHPVXXIL/BkAUDDCDVDOTWx1xt4lAECFwmUpAABgKoQbAABgKlyWAgBUWEnTmtu7hJuSc8ZbksP//3yswu9P4Es/2LsESZy5AQAAJkO4AQAApkK4AQAApkK4AQAApkK4AQAApkK4AQAApkK4AQAApkK4AQAApsJN/FCgPKcqBf4MAEB5R7hBgc4F97J3CQAA3BAuSwEAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFOxa7iJiIjQ7bffrqpVq8rHx0f33XefDh06VOg6sbGxslgs+aaDBw+WUdUAULHlOVVRnvP/T05V7F0OUOIc7fngW7du1YgRI3T77bcrJydHkyZNUmhoqA4cOKAqVQo/4A4dOiQPDw/rfM2aNUu7XAAwhXPBvexdAlCq7BpuNm7caDO/dOlS+fj4aN++ferUqVOh6/r4+MjLy6sUqwMAABVRuRpzk56eLkmqXr36dfu2atVKfn5+6tatm7Zs2XLNfpmZmcrIyLCZAACAeZWbcGMYhsLDw3XXXXepWbNm1+zn5+enhQsXKjo6WqtXr1ZwcLC6deumbdu2Fdg/IiJCnp6e1ikgIKC0dgEAAJQDdr0sdaWRI0fq+++/1zfffFNov+DgYAUHB1vnQ0JClJycrFmzZhV4KWvChAkKDw+3zmdkZBBwAAAwsXJx5mbUqFFau3attmzZotq1axd7/Xbt2unnn38ucJmLi4s8PDxsJgAAYF52PXNjGIZGjRqlTz/9VLGxsQoKCrqh7cTHx8vPz6+EqwMAoHRVd8kt8GfcHLuGmxEjRujDDz/Uf/7zH1WtWlWpqamSJE9PT1WuXFnSn5eVjh49qmXLlkmSIiMjVbduXTVt2lRZWVlavny5oqOjFR0dbbf9AADgRkxsdcbeJZiSXcPNvHnzJEldunSxaV+6dKkGDRokSUpJSVFSUpJ1WVZWlsaNG6ejR4+qcuXKatq0qdavX6/evXuXVdkAAKAcs/tlqeuJioqymR8/frzGjx9fShUBAICKrlwMKAYAACgphBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqdg03ERERuv3221W1alX5+Pjovvvu06FDh6673tatW9WmTRu5urqqXr16mj9/fhlUCwAAKgK7hputW7dqxIgR2rVrl2JiYpSTk6PQ0FCdP3/+muscPnxYvXv3VseOHRUfH6+JEydq9OjRio6OLsPKAQBAeeVozwffuHGjzfzSpUvl4+Ojffv2qVOnTgWuM3/+fAUGBioyMlKS1LhxY8XFxWnWrFm6//77S7tkAABQzpWrMTfp6emSpOrVq1+zz86dOxUaGmrTFhYWpri4OGVnZ+frn5mZqYyMDJsJAACYV7kJN4ZhKDw8XHfddZeaNWt2zX6pqany9fW1afP19VVOTo5OnTqVr39ERIQ8PT2tU0BAQInXDgAAyo9yE25Gjhyp77//XitWrLhuX4vFYjNvGEaB7ZI0YcIEpaenW6fk5OSSKRgAAJRLdh1zc9moUaO0du1abdu2TbVr1y60b61atZSammrTduLECTk6Osrb2ztffxcXF7m4uJRovQAAoPyy65kbwzA0cuRIrV69Wl999ZWCgoKuu05ISIhiYmJs2jZv3qy2bdvKycmptEoFAAAVhF3DzYgRI7R8+XJ9+OGHqlq1qlJTU5WamqqLFy9a+0yYMEGPP/64dX7YsGE6cuSIwsPDlZCQoCVLlmjx4sUaN26cPXYBAACUM3YNN/PmzVN6erq6dOkiPz8/67Rq1Sprn5SUFCUlJVnng4KCtGHDBsXGxuq2227TK6+8orfeeouPgQMAAEl2HnNzeSBwYaKiovK1de7cWd9++20pVAQAACq6cvNpKQAAgJJAuAEAAKZCuAEAAKZCuAEAAKZywwOK4+LilJCQIIvFokaNGqlt27YlWRcAAMANKXa4+f333zVgwABt375dXl5ekqQzZ86offv2WrFiBd/dBAAA7KrYl6WGDBmi7OxsJSQk6PTp0zp9+rQSEhJkGIaeeOKJ0qgRAACgyIp95ubrr7/Wjh07FBwcbG0LDg7W22+/rQ4dOpRocQAAAMVV7DM3gYGBys7Ozteek5OjW265pUSKAgAAuFHFDjczZszQqFGjFBcXZ73DcFxcnMaMGaNZs2aVeIEAAADFUezLUoMGDdKFCxd05513ytHxz9VzcnLk6OioIUOGaMiQIda+p0+fLrlKAQAAiqDY4SYyMrIUygAAACgZxQ43AwcOLI06AAAASkSRwk1GRoY8PDysPxfmcj8AAAB7KFK4qVatmlJSUuTj4yMvLy9ZLJZ8fQzDkMViUW5ubokXCQAAUFRFCjdfffWVqlevLklaunSpAgIC5ODgYNMnLy9PSUlJJV8hAABAMRQp3HTu3Nn685AhQ6xnca6Ulpam7t27MyYHAADYVbHvc3P58tPVzp07J1dX1xIpCgAA4EYV+dNS4eHhkiSLxaLJkyfLzc3Nuiw3N1e7d+/WbbfdVuIFAgAAFEeRw018fLykP8/c/PDDD3J2drYuc3Z2VsuWLTVu3LiSrxAAAKAYihxutmzZIkkaPHiw5syZw0e+AQBAuVTsm/gtXbq0NOoAAAAoEcUeUAwAAFCeEW4AAICpEG4AAICpEG4AAICpEG4AAICpEG4AAICpEG4AAICpEG4AAICpEG4AAICpEG4AAICpEG4AAICpEG4AAICpEG4AAICpEG4AAICpEG4AAICpEG4AAICpEG4AAICpEG4AAICp2DXcbNu2TX369JG/v78sFovWrFlTaP/Y2FhZLJZ808GDB8umYAAAUO452vPBz58/r5YtW2rw4MG6//77i7zeoUOH5OHhYZ2vWbNmaZQHAAAqILuGm169eqlXr17FXs/Hx0deXl4lXxAAAKjwKuSYm1atWsnPz0/dunXTli1bCu2bmZmpjIwMmwkAAJhXhQo3fn5+WrhwoaKjo7V69WoFBwerW7du2rZt2zXXiYiIkKenp3UKCAgow4oBAEBZs+tlqeIKDg5WcHCwdT4kJETJycmaNWuWOnXqVOA6EyZMUHh4uHU+IyODgAMAgIlVqDM3BWnXrp1+/vnnay53cXGRh4eHzQQAAMyrwoeb+Ph4+fn52bsMAABQTtj1stS5c+f0yy+/WOcPHz6s/fv3q3r16goMDNSECRN09OhRLVu2TJIUGRmpunXrqmnTpsrKytLy5csVHR2t6Ohoe+0CAAAoZ+wabuLi4tS1a1fr/OWxMQMHDlRUVJRSUlKUlJRkXZ6VlaVx48bp6NGjqly5spo2bar169erd+/eZV47AAAon+wabrp06SLDMK65PCoqymZ+/PjxGj9+fClXBQAAKrIKP+YGAADgSoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKoQbAABgKnYNN9u2bVOfPn3k7+8vi8WiNWvWXHedrVu3qk2bNnJ1dVW9evU0f/780i8UAABUGHYNN+fPn1fLli3173//u0j9Dx8+rN69e6tjx46Kj4/XxIkTNXr0aEVHR5dypQAAoKJwtOeD9+rVS7169Spy//nz5yswMFCRkZGSpMaNGysuLk6zZs3S/fffX0pVAgCAiqRCjbnZuXOnQkNDbdrCwsIUFxen7OxsO1UFAADKE7ueuSmu1NRU+fr62rT5+voqJydHp06dkp+fX751MjMzlZmZaZ3PyMgo9ToBAID9VKgzN5JksVhs5g3DKLD9soiICHl6elqngICAUq8RAADYT4UKN7Vq1VJqaqpN24kTJ+To6Chvb+8C15kwYYLS09OtU3JyclmUCgAA7KRCXZYKCQnRunXrbNo2b96stm3bysnJqcB1XFxc5OLiUhblAQCAcsCuZ27OnTun/fv3a//+/ZL+/Kj3/v37lZSUJOnPsy6PP/64tf+wYcN05MgRhYeHKyEhQUuWLNHixYs1btw4e5QPAADKIbueuYmLi1PXrl2t8+Hh4ZKkgQMHKioqSikpKdagI0lBQUHasGGDxo4dq3feeUf+/v566623+Bg4AACwsmu46dKli3VAcEGioqLytXXu3FnffvttKVYFAAAqsgo1oBgAAOB6CDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUCDcAAMBUHO1dQHmVm5ur7OzsG16/VlXnEqzG/vIMKe1CtnLzDHuXAgBAoQg3VzEMQ6mpqTpz5sxNbeef3euXTEHlhGFI6Rez9M62IzpzMcfe5QAAcE2Em6tcDjY+Pj5yc3OTxWK5oe3kuv5RwpXZmWHIPT1NfVv4atnuo+L8DQCgvCLcXCE3N9cabLy9vW9qW5UcnUqoqvLDraqXGvleVBUXB53LzLV3OQAAFIgBxVe4PMbGzc3NzpWUTxYHBzlUssjN2cHepQAAcE2EmwLc6KUo87PIYuFNAwAo3/g7BQAATIVwUwFNDB+pUUMft3cZAACUS4QbAABgKoQb3NTNCgEAKG8INyXgk08+UfPmzVW5cmV5e3ure/fuunDhvPXy0cJ/v6lOrZuoXbP6mvvmTOXk5GjW9CkKaX6r7r6jhVav+sBme/89eECDH+6n1rcGqH2Lhnr5+XCdP3/umo//0/ffqWOrxlrw9mxJ0tmMDL38fLg6tmqsO5oEafDD/XTwwI/W/u/MnqH+Pbto9aoPFNahrVo1uEWGwZ1rAADmQLi5SSkpKRowYICGDBmihIQExcbGqn///tawsHvH1zpxPFXvfbxW4ydP0ztvztDwwY/Iw9NTK9du1IOPDtTUic8p5dhRSdLFixf09GMPycPTU6s+26zZ8xZr1zfbNH3yCwU+/p6d2/XEI/01Iny8nh4VLsMw9MygATp18oTmRa3Qx+u/UJNmLfTEgPt15sz/biyYlHhYGz/7jyIXLFH0xi2l/0QBAFBGCDc3KSUlRTk5Oerfv7/q1q2r5s2ba/jw4apSxV2S5OlVTROnRiiofgP1f+gfCqrfQJcuXtRTI8eqTlB9PTniWTk5OSk+bo8k6bNPo3Xp0iVFvPmObg1urHYdOmrSKxFat/pjnTp5wuaxv9r8uUY+8agmT5+phx8bLEnaveMb/XwoQW/OW6xmLW9TnaD6eu7Fqarq4aHN69dZ183OztbrkXPVuFkLBTduysffAQCmwR2Kb1LLli3VrVs3NW/eXGFhYQoNDdUDDzxgXd6gYbAqVfpfhvSuUVMNghtZ5x0cHORVrbpOnzopSfrtl/8quElTublVsfZp1fZO5eXlKfG3X1Sjpo8k6fv4fdr65Z9ndrr3vMfa98AP3+nC+fNq37KhTZ2Zly4p+Uiidd7/ltqq7l2jZJ4EAADKEcLNTXJwcFBMTIx27NihzZs36+2339akSZO0/NPPJUmOV30Ng8ViKbAtLy9P0p9f3HmtsygW/a89oE5deVWrrtWrPlSnu3vI2fnPbyHPy8tTTR9fLf1oTb71PTw8rT9X5i7MAACT4rJUCbBYLOrQoYOmTp2q+Ph4OTs764tNG25oW/VvDdbBn37UhQvnrW3xcbtVqVIl1an3v28ar1bdW0tWrlbykUSNG/Gk9RNPTZq10KmTJ+To4Kg6devZTNWq39z3ZQEAUBEQbm7S7t279dprrykuLk5JSUlavXq1Tp48qfoNbr2h7d3b7365uLho4tiR+vlQgnbv+EavvTRRffr/3XpJ6jLvGjW1ZOVqHf71Zz038inl5OQopGNntWzdVqOefFzfbP1KR5OTFB+3R3NmvqYfv9tfAnsMAED5Rri5SR4eHtq2bZt69+6thg0b6sUXX9S//vUvdeza/Ya2V7mymxYu/0jp6Wf00L2hGjtsiO7s0FGTXnm9wP41fXy1ZMVq/XwoQc+PHqa8vDzNf2+l2t4Rosnjxqh3l3YaN/IpHfs9Wd41a97MrgIAUCFYjL/YDU4yMjLk6emp9PR0eXh42Cy7dOmSDh8+rKCgILm6ut7U4xxIPnVT65dHeTnZOpHyu/71xa9KPZtl73KK7NOqM+1dAq4Q+NIP9i7hprV5bpm9S8D/4/guX0rz+C7s7/fVOHMDAABMxe7hZu7cudYzJW3atNHXX399zb6xsbGyWCz5poMHD5ZhxQAAoDyza7hZtWqVnn32WU2aNEnx8fHq2LGjevXqpaSkpELXO3TokFJSUqzTrbfe2OBdAABgPnYNN7Nnz9YTTzyhoUOHqnHjxoqMjFRAQIDmzZtX6Ho+Pj6qVauWdXJwcCijigEAQHlnt3CTlZWlffv2KTQ01KY9NDRUO3bsKHTdVq1ayc/PT926ddOWLYV/L1JmZqYyMjJsJgAAYF52CzenTp1Sbm6ufH19bdp9fX2Vmppa4Dp+fn5auHChoqOjtXr1agUHB6tbt27atm3bNR8nIiJCnp6e1ikgIKBE9wMAAJQvdv/6hau/aqCwrx8IDg5WcHCwdT4kJETJycmaNWuWOnXqVOA6EyZMUHh4uHU+IyODgAMAgInZ7cxNjRo15ODgkO8szYkTJ/KdzSlMu3bt9PPPP19zuYuLizw8PGwmAABgXnYLN87OzmrTpo1iYmJs2mNiYtS+ffsibyc+Pl5+fn4lXR4AAKig7HpZKjw8XI899pjatm2rkJAQLVy4UElJSRo2bJikPy8pHT16VMuW/Xk30MjISNWtW1dNmzZVVlaWli9frujoaEVHR9tzN+zOMAwNfeQBVXKopHeXf2yzbMWyJYp841V9unmb/G+pbacKAQAoO3YNNw899JDS0tI0bdo0paSkqFmzZtqwYYPq1KkjSUpJSbG5501WVpbGjRuno0ePqnLlymratKnWr1+v3r17l3qtZX279fdHF32fLBaLXv3XW+oX2kkfLX9PDz46UJL0e9IRzY6YponTIgg2AIC/DLsPKB4+fLiGDx9e4LKoqCib+fHjx2v8+PFlUFXF4+d/i154ebqmv/SC2nfqolsCAjV5/LNq16GTmrdsrWEDH1bc7p1yc6ui9h276PmXX1G16t6SpE3r12pe5CwlJR6Wa+XKaty0ud5evExublXsvFcAABSf3b9+ASXnvr8/rHYdOunFcaP1YdQi/XLooCZMma5BD/ZVoybN9NFnX2jBspVKO3VS4cOHSpJOHk/V+FFPq99Dj2jdV9sV9dEade91j/5i36cKADARu5+5Qcma8vq/dF+PTtq350W9OX+Jold9oMbNmuvZ51+09nll1hx1u7OlEn/7VRfOn1NOTo569LxH/rX//Ih8w0ZN7FU+AAA3jXBjMt41auqBRx7TV5s+V/ee9yh65XLt2bldbRvVydc3+chhte/UVe06dNJ9oZ3UoVNXte/UVaG9+8jTy6vsiwcAoAQQbkzI0cFRDo5/ft9WXl6eunQPVfiEl/L1q+njKwcHBy368BPFx+3Rjm2x+jBqkd6a+ZpW/GejagfmD0QAAJR3jLkxuSbNWujX/x7SLbUDVaduPZvp8oBhi8Wi1rffqZH/fF6ffP6VnJyc9MWmDXauHACAG0O4MbkBjz+h9DNn9NzIp/T9/m+VfCRR27dt0YvjRis3N1ffx+/Twn+/qR+/269jR3/XF59/ptOn01S/wa32Lh0AgBvCZSmT86lVS8tXf6bZEa/o6UcfVFZWlvxr11aHznerUqVKquJeVXG7d+r9xQt17txZ+d9SW8+9OFUdu3a3d+kAANwQwk0R7Zv5eLH6H0g+VUqVXN+I8PEaEf6/+wHVCaqvOQujCuxb/9aGWvj+R2VUGQAApY/LUgAAwFQINwAAwFQINwAAwFQINwAAwFQINwAAwFQINwAAwFQINwAAwFQINwAAwFQINwAAwFQINwAAwFQINyYxMXykmgbW1LvvzLFp/3LTBjUNrGmnqgAAKHt8t1QRJU1rXqz+7jf5eOcGbyn2Oi4urloy7209+I+B8vTyuskKAAComDhzYyLt7uqkGj4++c7eXGnzhnX6W7e7dFuDW9SjfWtFLZxbhhUCAFD6CDcm4uDgoDHjJ+nDqEVKTTmWb/lP33+nfw4fql5/66c1m7dp+Njn9Pas1/XpxyvsUC0AAKWDcGMy3Xveo0ZNm+md2W/kW/beonlq16GTnhnzT9WtV1/9/j5AAwY+oaXz37FDpQAAlA7CjQmFT5is/3yySr/895BN+2+//Fet2t5h09b69jt0JPE35ebmlmWJAACUGsKNCbW9s706dO6qOTOm27QbhiFZLPnbAAAwET4tZVJjX5is+3t2VZ2g+ta2+rcGK37vbpt+8XF7VTeovhwcHMq6RAAASgVnbkyqYaMmuve+B/Rh1CJr26Ann9Gu7ds0b86/lPjbr1rz8UqteG+xBj093I6VAgBQsgg3JjZq3Asy9L/LTk2at9S/5i7S52s/Vd8eHfXv2W9o5D+fV7+/D7BjlQAAlCwuSxVR4Es/FKv/geRTpVRJwV6b/e98bf61AxT/8+82baG9+yi0d5+yKgsAgDLHmRsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhJsCcNfeazFkGFKevcsAAKAQhJsrODk5SZIuXLhg50rKJyM3V7l5hi5k8T1UAIDyi/vcXMHBwUFeXl46ceKEJMnNzU2Wq76LqajycrJLsjT7MwxdOHtGCakZOp9JuAEAlF+Em6vUqlVLkqwB50ad+ONcSZRTbhiGlH4xS2t/OCEu2gEAyjPCzVUsFov8/Pzk4+Oj7OwbP/sy7uM1JVdUOZBrSKcvZCs3j2gDACjf7B5u5s6dq5kzZyolJUVNmzZVZGSkOnbseM3+W7duVXh4uH766Sf5+/tr/PjxGjZsWInX5eDgcFPflJ16NqsEqwEAAEVl1wHFq1at0rPPPqtJkyYpPj5eHTt2VK9evZSUlFRg/8OHD6t3797q2LGj4uPjNXHiRI0ePVrR0dFlXDkAACiv7BpuZs+erSeeeEJDhw5V48aNFRkZqYCAAM2bN6/A/vPnz1dgYKAiIyPVuHFjDR06VEOGDNGsWbPKuHIAAFBe2S3cZGVlad++fQoNDbVpDw0N1Y4dOwpcZ+fOnfn6h4WFKS4u7qbGxwAAAPOw25ibU6dOKTc3V76+vjbtvr6+Sk1NLXCd1NTUAvvn5OTo1KlT8vPzy7dOZmamMjMzrfPp6emSpIyMjJvdhULlZl4s1e2j6M468dH18qS0j72ywPFdfnB8ly+leXxf3nZRbrRr9wHFV99HxjCMQu8tU1D/gtovi4iI0NSpU/O1BwQEFLdUVFDN7F0AbEV42rsCmAjHdzlTBsf32bNn5elZ+OPYLdzUqFFDDg4O+c7SnDhxIt/Zmctq1apVYH9HR0d5e3sXuM6ECRMUHh5unc/Ly9Pp06fl7e19wzfoQ8WRkZGhgIAAJScny8PDw97lAChBHN9/LYZh6OzZs/L3979uX7uFG2dnZ7Vp00YxMTHq16+ftT0mJkZ9+/YtcJ2QkBCtW7fOpm3z5s1q27at9asTrubi4iIXFxebNi8vr5srHhWOh4cHv/wAk+L4/uu43hmby+z6aanw8HAtWrRIS5YsUUJCgsaOHaukpCTrfWsmTJigxx9/3Np/2LBhOnLkiMLDw5WQkKAlS5Zo8eLFGjdunL12AQAAlDN2HXPz0EMPKS0tTdOmTVNKSoqaNWumDRs2qE6dOpKklJQUm3veBAUFacOGDRo7dqzeeecd+fv766233tL9999vr10AAADljMUoyrBjoILKzMxURESEJkyYkO/yJICKjeMb10K4AQAApmLXMTcAAAAljXADAABMhXADAABMhXCDv5zExERZLBbt37/f3qUAsJO6desqMjLS3mWglBBuUCEMGjRIFovFeg+kKw0fPlwWi0WDBg0q+8IAXNfl4/fq6ZdffrF3aTApwg0qjICAAK1cuVIXL/7vSwsvXbqkFStWKDAw0I6VAbienj17KiUlxWYKCgqyd1kwKcINKozWrVsrMDBQq1evtratXr1aAQEBatWqlbVt48aNuuuuu+Tl5SVvb2/de++9+vXXXwvd9oEDB9S7d2+5u7vL19dXjz32mE6dOlVq+wL81bi4uKhWrVo2k4ODg9atW6c2bdrI1dVV9erV09SpU5WTk2Ndz2KxaMGCBbr33nvl5uamxo0ba+fOnfrll1/UpUsXValSRSEhITbH+K+//qq+ffvK19dX7u7uuv322/XFF18UWl96erqeeuop+fj4yMPDQ3fffbe+++67Uns+ULoIN6hQBg8erKVLl1rnlyxZoiFDhtj0OX/+vMLDw7V37159+eWXqlSpkvr166e8vLwCt5mSkqLOnTvrtttuU1xcnDZu3Kjjx4/rwQcfLNV9Af7qNm3apEcffVSjR4/WgQMHtGDBAkVFRWn69Ok2/V555RU9/vjj2r9/vxo1aqRHHnlETz/9tCZMmKC4uDhJ0siRI639z507p969e+uLL75QfHy8wsLC1KdPH5s73l/JMAzdc889Sk1N1YYNG7Rv3z61bt1a3bp10+nTp0vvCUDpMYAKYODAgUbfvn2NkydPGi4uLsbhw4eNxMREw9XV1Th58qTRt29fY+DAgQWue+LECUOS8cMPPxiGYRiHDx82JBnx8fGGYRjG5MmTjdDQUJt1kpOTDUnGoUOHSnO3gL+EgQMHGg4ODkaVKlWs0wMPPGB07NjReO2112z6vv/++4afn591XpLx4osvWud37txpSDIWL15sbVuxYoXh6upaaA1NmjQx3n77bet8nTp1jDfffNMwDMP48ssvDQ8PD+PSpUs269SvX99YsGBBsfcX9mfX75YCiqtGjRq655579N5771n/26pRo4ZNn19//VWTJ0/Wrl27dOrUKesZm6SkJDVr1izfNvft26ctW7bI3d0937Jff/1VDRs2LJ2dAf5Cunbtqnnz5lnnq1SpogYNGmjv3r02Z2pyc3N16dIlXbhwQW5ubpKkFi1aWJf7+vpKkpo3b27TdunSJWVkZMjDw0Pnz5/X1KlT9dlnn+nYsWPKycnRxYsXr3nmZt++fTp37py8vb1t2i9evHjdS9oonwg3qHCGDBliPQX9zjvv5Fvep08fBQQE6N1335W/v7/y8vLUrFkzZWVlFbi9vLw89enTR2+88Ua+ZX5+fiVbPPAXdTnMXCkvL09Tp05V//798/V3dXW1/uzk5GT92WKxXLPt8j8yzz33nDZt2qRZs2apQYMGqly5sh544IFCfwf4+fkpNjY23zIvL6+i7SDKFcINKpyePXtaf0mFhYXZLEtLS1NCQoIWLFigjh07SpK++eabQrfXunVrRUdHq27dunJ05JAAykrr1q116NChfKHnZn399dcaNGiQ+vXrJ+nPMTiJiYmF1pGamipHR0fVrVu3RGuBfTCgGBWOg4ODEhISlJCQIAcHB5tl1apVk7e3txYuXKhffvlFX331lcLDwwvd3ogRI3T69GkNGDBAe/bs0W+//abNmzdryJAhys3NLc1dAf7SXnrpJS1btkxTpkzRTz/9pISEBK1atUovvvjiTW23QYMGWr16tfbv36/vvvtOjzzyyDU/UCBJ3bt3V0hIiO677z5t2rRJiYmJ2rFjh1588UXrgGVULIQbVEgeHh7y8PDI116pUiWtXLlS+/btU7NmzTR27FjNnDmz0G35+/tr+/btys3NVVhYmJo1a6YxY8bI09NTlSpxiAClJSwsTJ999pliYmJ0++23q127dpo9e7bq1KlzU9t98803Va1aNbVv3159+vRRWFiYWrdufc3+FotFGzZsUKdOnTRkyBA1bNhQDz/8sBITE61jfFCxWAzDMOxdBAAAQEnh31IAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAAGAqhBsAFcInn3yi5s2bq3LlyvL29lb37t11/vx5SdLSpUvVuHFjubq6qlGjRpo7d651vSFDhqhFixbKzMyUJGVnZ6tNmzb6xz/+YZf9AFD6CDcAyr2UlBQNGDBAQ4YMUUJCgmJjY9W/f38ZhqF3331XkyZN0vTp05WQkKDXXntNkydP1nvvvSdJeuutt3T+/Hm98MILkqTJkyfr1KlTNgEIgLnwxZkAyr1vv/1Wbdq0UWJiYr5vjA4MDNQbb7yhAQMGWNteffVVbdiwQTt27JAk7dy5U507d9YLL7ygiIgIffnll+rUqVOZ7gOAskO4AVDu5ebmKiwsTHv27FFYWJhCQ0P1wAMPKCcnRz4+PqpcubIqVfrfieicnBx5enrq+PHj1raJEycqIiJCzz//vF5//XV77AaAMuJo7wIA4HocHBwUExOjHTt2aPPmzXr77bc1adIkrVu3TpL07rvv6s4778y3zmV5eXnavn27HBwc9PPPP5dp7QDKHmNuAFQIFotFHTp00NSpUxUfHy9nZ2dt375dt9xyi3777Tc1aNDAZgoKCrKuO3PmTCUkJGjr1q3atGmTli5dasc9AVDaOHMDoNzbvXu3vvzyS4WGhsrHx0e7d+/WyZMn1bhxY02ZMkWjR4+Wh4eHevXqpczMTMXFxemPP/5QeHi49u/fr5deekmffPKJOnTooDlz5mjMmDHq3Lmz6tWrZ+9dA1AKGHMDoNxLSEjQ2LFj9e233yojI0N16tTRqFGjNHLkSEnShx9+qJkzZ+rAgQOqUqWKmjdvrmeffVa9evVSmzZtdNddd2nBggXW7fXv31/Hjx/Xtm3bbC5fATAHwg0AADAVxtwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABTIdwAAABT+T/gVyagb4Lr+wAAAABJRU5ErkJggg==",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.barplot(x='sex', y='tip', hue='smoker', data=data)\n",
+ "plt.title('Value by Sex (Male or Female) and Smoker(Yes or No)')\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "练习4"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " survived | \n",
+ " pclass | \n",
+ " sex | \n",
+ " age | \n",
+ " sibsp | \n",
+ " parch | \n",
+ " fare | \n",
+ " embarked | \n",
+ " class | \n",
+ " who | \n",
+ " adult_male | \n",
+ " deck | \n",
+ " embark_town | \n",
+ " alive | \n",
+ " alone | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 3 | \n",
+ " male | \n",
+ " 22.0 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " 7.2500 | \n",
+ " S | \n",
+ " Third | \n",
+ " man | \n",
+ " True | \n",
+ " NaN | \n",
+ " Southampton | \n",
+ " no | \n",
+ " False | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " 1 | \n",
+ " 1 | \n",
+ " female | \n",
+ " 38.0 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " 71.2833 | \n",
+ " C | \n",
+ " First | \n",
+ " woman | \n",
+ " False | \n",
+ " C | \n",
+ " Cherbourg | \n",
+ " yes | \n",
+ " False | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " 1 | \n",
+ " 3 | \n",
+ " female | \n",
+ " 26.0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 7.9250 | \n",
+ " S | \n",
+ " Third | \n",
+ " woman | \n",
+ " False | \n",
+ " NaN | \n",
+ " Southampton | \n",
+ " yes | \n",
+ " True | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " 1 | \n",
+ " 1 | \n",
+ " female | \n",
+ " 35.0 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " 53.1000 | \n",
+ " S | \n",
+ " First | \n",
+ " woman | \n",
+ " False | \n",
+ " C | \n",
+ " Southampton | \n",
+ " yes | \n",
+ " False | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " 0 | \n",
+ " 3 | \n",
+ " male | \n",
+ " 35.0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 8.0500 | \n",
+ " S | \n",
+ " Third | \n",
+ " man | \n",
+ " True | \n",
+ " NaN | \n",
+ " Southampton | \n",
+ " no | \n",
+ " True | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " survived pclass sex age sibsp parch fare embarked class \\\n",
+ "0 0 3 male 22.0 1 0 7.2500 S Third \n",
+ "1 1 1 female 38.0 1 0 71.2833 C First \n",
+ "2 1 3 female 26.0 0 0 7.9250 S Third \n",
+ "3 1 1 female 35.0 1 0 53.1000 S First \n",
+ "4 0 3 male 35.0 0 0 8.0500 S Third \n",
+ "\n",
+ " who adult_male deck embark_town alive alone \n",
+ "0 man True NaN Southampton no False \n",
+ "1 woman False C Cherbourg yes False \n",
+ "2 woman False NaN Southampton yes True \n",
+ "3 woman False C Southampton yes False \n",
+ "4 man True NaN Southampton no True "
+ ]
+ },
+ "execution_count": 21,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data = sns.load_dataset(\"titanic\")\n",
+ "data.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# 计算每个Pclass中幸存和遇难的比例\n",
+ "pclass_survived = data.groupby(['pclass', 'survived']).size().unstack()\n",
+ "pclass_survived = pclass_survived.div(pclass_survived.sum(axis=1), axis=0)\n",
+ "\n",
+ "# 绘制堆叠的条形图\n",
+ "pclass_survived.plot(kind='bar', stacked=True)\n",
+ "plt.title('Proportion of survived/unsurvived by Pcalss')\n",
+ "plt.xlabel('Passenger Class')\n",
+ "plt.ylabel('Proportion of survived/unsurvived')\n",
+ "plt.legend(title='Survived', labels=['No', 'Yes'])\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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0kJ+f3023K1WqlNq3b6+FCxfqq6++UkJCgs2pEEl65JFHdOjQIfn7+ys8PDzbI+t9REZGSpJ1snWWxYsXZzvusmXLchy1qVKlSrbPY8OGDbpw4cJN38vN8D1k/x5u5OOPP7YJ/MeOHdPWrVuzLUBYv359RUREaMqUKVq0aJF69+6dr+vTtG7dWhs3brQ53Xcti8Uid3d3m+CZkJBg19VS/+bn56fOnTtr0KBBOnv2bI6LjVauXFnPPvusWrRoYf07BPtxtRTypGfPnpo5c6Z69eqlo0ePqm7dutqyZYteeeUVPfzww2revLlN/zJlyqhp06YaM2aM9WqpgwcP2lwOPm7cOH311VeKjIzU2LFjVbp0aS1atEhff/21pk6dKl9f35vWlfU/9XfffVfe3t7y9PRU1apVczyl1KJFC7Vq1UovvPCCUlJS1LBhQ+vVUvfcc0+Ol8/mhtnPyh6zZ8/Whg0b1KZNG1WuXFmpqanWy9Kz9leuXDk1b95csbGxKlWqlIKCgrR+/XotX77c9PFatmypO+64QwMHDlRCQoJdp0Ky9O3bV0uWLNGzzz6rO+64I9v7HTp0qJYtW6bGjRtr2LBhCg0NVWZmpuLi4rRmzRqNGDFC999/v1q2bKnGjRvr+eef1z///KPw8HB9//33+vDDD232t2fPHh06dCjHcNOjRw+NGTNGY8eOVZMmTbR//37NmDHDrr9bOeF7uP73cDOJiYnq0KGDnnzySSUnJ2vcuHHy9PRUdHR0tr5DhgxRVFSULBaLBg4caOo4NzNhwgR98803aty4sUaPHq26devq3LlzWrVqlYYPH65atWrpkUce0fLlyzVw4EB17txZx48f18SJE1W+fHn98ccfN9x/27ZtrWvtlC1bVseOHdO0adMUFBSkO++8U8nJyYqMjNQTTzyhWrVqydvbWz/99JNWrVp1Wy0+mW8cOZsZjpd1JcG1V0Zcq1evXkaJEiVyfC0pKckYMGCAUb58ecPV1dUICgoyoqOjjdTUVJt+koxBgwYZs2bNMqpXr264ubkZtWrVMhYtWpRtn/v27TPatm1r+Pr6Gu7u7sbdd99tczWJYfzf1RZLly7Nsa5p06YZVatWNVxcXGyuRrn2ainDuHrF0wsvvGAEBQUZbm5uRvny5Y1nnnnG+Pvvv236BQUFGW3atMl2rGuvTLkeez8re6+W2rZtm9GhQwcjKCjI8PDwMPz9/Y0mTZoYX3zxhU2/+Ph4o3Pnzkbp0qUNX19fo3v37saOHTtyvErnet9zltGjRxuSjEqVKhkZGRnZXr/eZ5GRkWFUqlTJkGS8+OKLOe77woULxksvvWTcddddhru7u+Hr62vUrVvXGDZsmM1VdufOnTP69u1r+Pn5GcWLFzdatGhhHDx40OYqnZdeeinb95wlLS3NeP75541KlSoZXl5eRpMmTYw9e/Zc92qpa38+rr3yie/h+t/D9WR9hh9++KExePBgo2zZsoaHh4fRqFEjY8eOHTluk5aWZnh4eBgPPfTQDff9b/b+jjMMwzh+/LjRt29fo1y5coabm5tRoUIFo0uXLjZXaU2ePNmoUqWK4eHhYQQHBxvvvfeeMW7cOOPaf06v/bv0+uuvGxEREUaZMmUMd3d3o3Llyka/fv2Mo0ePGoZhGKmpqcaAAQOM0NBQw8fHx/Dy8jLuuusuY9y4ccY///xj9/vFVRbDuGYCAFBALBaLBg0apBkzZji6FNwGQkJC1Lp1a73++uuOLgX55Msvv9Sjjz6qr7/+Wg8//LCjy0ERxmkpAE5p//79ji4B+WT//v06duyYdXVgswsF4vbDhGIAQJE2cOBAPfrooypVqpQ+/vjjPF8hCefHaSkAAOBUGLkBAABOhXADAACcCuEGAAA4ldvuaqnMzEydPHlS3t7eTEoDAOAWYRiGzp8/rwoVKqhYsRuPzdx24ebkyZPZ7jYNAABuDcePH7/pTU5vu3Dj7e0t6eqHk9MddwEAQNGTkpKiSpUqWf8dv5HbLtxknYry8fEh3AAAcIuxZ0oJE4oBAIBTIdwAAACnQrgBAABOhXADAACcCuEGAAA4FcINAABwKoQbAADgVAg3AADAqRBuAACAUyHcAAAAp+LQcLN582a1bdtWFSpUkMVi0YoVK266zbfffqv69evL09NT1apV0+zZswu+UAAAcMtwaLj5559/dPfdd2vGjBl29T9y5IgefvhhNWrUSLt379bo0aM1ePBgLVu2rIArBQAAtwqH3jizdevWat26td39Z8+ercqVK2vatGmSpODgYO3YsUOvvfaaOnXqVEBVAgCAW8ktNedm27ZtatmypU1bq1attGPHDqWnpzuoKgAAUJQ4dOTGrISEBAUGBtq0BQYG6sqVKzpz5ozKly+fbZu0tDSlpaVZn6ekpBR4nQAAwHFuqXAjSRaLxea5YRg5tmeJjY3V+PHjC7yuW0KMr6MrQGGKSXZ0BShM/HzfXvj5vqFb6rRUuXLllJCQYNOWmJgoV1dX+fv757hNdHS0kpOTrY/jx48XRqkAAMBBbqmRmwYNGujLL7+0aVuzZo3Cw8Pl5uaW4zYeHh7y8PAojPIAAEAR4NCRmwsXLmjPnj3as2ePpKuXeu/Zs0dxcXGSro669OzZ09p/wIABOnbsmIYPH64DBw5o3rx5ev/99zVy5EhHlA8AAIogh47c7NixQ5GRkdbnw4cPlyT16tVLCxYsUHx8vDXoSFLVqlW1cuVKDRs2TDNnzlSFChU0ffp0LgMHAABWDg03Dz74oHVCcE4WLFiQra1JkybatWtXAVYFAABuZbfUhGIAAICbIdwAAACnQrgBAABOhXADAACcCuEGAAA4FcINAABwKoQbAADgVAg3AADAqRBuAACAUyHcAAAAp0K4AQAAToVwAwAAnArhBgAAOBXCDQAAcCqEGwAA4FQINwAAwKkQbgAAgFMh3AAAAKdCuAEAAE6FcAMAAJwK4QYAADgVwg0AAHAqhBsAAOBUCDcAAMCpEG4AAIBTIdwAAACnQrgBAABOhXADAACcCuEGAAA4FcINAABwKoQbAADgVAg3AADAqRBuAACAUyHcAAAAp0K4AQAAToVwAwAAnArhBgAAOBXCDQAAcCqEGwAA4FQINwAAwKkQbgAAgFMh3AAAAKdCuAEAAE6FcAMAAJwK4QYAADgVwg0AAHAqrvZ0uueee2SxWOza4a5du/JUEAAAQF7YFW7at29v/XNqaqpmzZqlkJAQNWjQQJL0ww8/6Ndff9XAgQMLpEgAAAB72RVuxo0bZ/1z//79NXjwYE2cODFbn+PHj+dvdQAAACaZnnOzdOlS9ezZM1t79+7dtWzZsnwpCgAAILdMhxsvLy9t2bIlW/uWLVvk6emZL0UBAADkll2npf5t6NCheuaZZ7Rz50498MADkq7OuZk3b57Gjh2b7wUCAACYYTrcjBo1StWqVdNbb72lxYsXS5KCg4O1YMECdenSJd8LBAAAMMN0uJGkLl26EGQAAECRlKtF/M6dO6e5c+dq9OjROnv2rKSr69ucOHEiX4sDAAAwy/TIzd69e9W8eXP5+vrq6NGj6t+/v0qXLq3PP/9cx44d08KFCwuiTgAAALuYHrkZPny4evfurT/++MPm6qjWrVtr8+bN+VocAACAWabDzU8//aSnn346W3vFihWVkJCQL0UBAADklulw4+npqZSUlGztv/32m8qWLZsvRQEAAOSW6XDTrl07TZgwQenp6ZIki8WiuLg4jRo1Sp06dcr3AgEAAMwwPaH4tdde08MPP6yAgABdunRJTZo0UUJCgho0aKCXX37ZdAGzZs3Sq6++qvj4eNWuXVvTpk1To0aNrtt/0aJFmjp1qv744w/5+vrqoYce0muvvSZ/f3/TxwYAZ1EldbGjS0AhOuroAoo40+HGx8dHW7Zs0YYNG7Rr1y5lZmYqLCxMzZs3N33wJUuWaOjQoZo1a5YaNmyoOXPmqHXr1tq/f78qV66crf+WLVvUs2dPvfnmm2rbtq1OnDihAQMGqH///vr8889NHx8AADgf0+Hm6NGjqlKlipo2baqmTZvm6eBvvPGG+vXrp/79+0uSpk2bptWrV+udd95RbGxstv4//PCDqlSposGDB0uSqlatqqefflpTp07NUx0AAMB5mJ5zU61aNf3nP//RnDlzrAv45cbly5e1c+dOtWzZ0qa9ZcuW2rp1a47bRERE6K+//tLKlStlGIZOnTqlzz77TG3atLnucdLS0pSSkmLzAAAAzst0uNmxY4caNGigSZMmqUKFCmrXrp2WLl2qtLQ0U/s5c+aMMjIyFBgYaNMeGBh43UvKIyIitGjRIkVFRcnd3V3lypWTn5+f3n777eseJzY2Vr6+vtZHpUqVTNUJAABuLabDTVhYmF599VXFxcXpm2++UUBAgJ5++mkFBASob9++pguwWCw2zw3DyNaWZf/+/Ro8eLDGjh2rnTt3atWqVTpy5IgGDBhw3f1HR0crOTnZ+jh+/LjpGgEAwK0jV/eWkq6GksjISL333ntat26dqlWrpg8++MDu7cuUKSMXF5dsozSJiYnZRnOyxMbGqmHDhnruuecUGhqqVq1aadasWZo3b57i4+Nz3MbDw0M+Pj42DwAA4LxyHW6OHz+uqVOnql69err33ntVokQJzZgxw+7t3d3dVb9+fa1du9amfe3atYqIiMhxm4sXL6pYMduSXVxcJF0d8QEAADB9tdS7776rRYsW6fvvv9ddd92lbt26acWKFapSpYrpgw8fPlw9evRQeHi4GjRooHfffVdxcXHW00zR0dE6ceKE9Wacbdu21ZNPPql33nlHrVq1Unx8vIYOHar77rtPFSpUMH18AADgfEyHm4kTJ6pr16566623VK9evTwdPCoqSklJSZowYYLi4+NVp04drVy5UkFBQZKk+Ph4xcXFWfv37t1b58+f14wZMzRixAj5+fmpadOmmjJlSp7qAAAAzsNimDyfc6MJv7eClJQU+fr6Kjk5+fabfxPj6+gKUJhikh1dAQpRlVFfO7oEFKKjk6+/BIqzMvPvt10jN3v37lWdOnVUrFgx7du374Z9Q0ND7a8UAAAgn9kVburVq6eEhAQFBASoXr16slgsNhN4s55bLBZlZGQUWLEAAAA3Y1e4OXLkiMqWLWv9MwAAQFFlV7jJmuArSWXLllXx4sULrCAAAIC8ML3OTUBAgLp3767Vq1crMzOzIGoCAADINdPhZuHChUpLS1OHDh1UoUIFDRkyRD/99FNB1AYAAGCa6XDTsWNHLV26VKdOnVJsbKwOHDigiIgI1axZUxMmTCiIGgEAAOyW69sveHt7q0+fPlqzZo1+/vlnlShRQuPHj8/P2gAAAEzLdbhJTU3Vp59+qvbt2yssLExJSUkaOXJkftYGAABgmunbL6xZs0aLFi3SihUr5OLios6dO2v16tVq0qRJQdQHAABgiulw0759ez3yyCP64IMP1KZNG7m5uRVEXQAAALliKtxcuXJFkydP1mOPPaby5csXVE0AAAC5ZmrOjaurq0aNGqXLly8XVD0AAAB5YnpC8f3336/du3cXRC0AAAB5ZnrOzcCBAzVixAj99ddfql+/vkqUKGHzOncFBwAAjmQ63ERFRUmSBg8ebG3jruAAAKCoMB1uuCs4AAAoykyHm3/fIRwAAKCoMR1uFi5ceMPXe/bsmetiAAAA8sp0uBkyZIjN8/T0dF28eFHu7u4qXrw44QYAADiU6UvB//77b5vHhQsX9Ntvv+k///mPPv7444KoEQAAwG65vnHmv915552aPHlytlEdAACAwpYv4UaSXFxcdPLkyfzaHQAAQK6YnnPzxRdf2Dw3DEPx8fGaMWOGGjZsmG+FAQAA5Eau7gr+bxaLRWXLllXTpk31+uuv51ddAAAAuWI63GRmZhZEHQAAAPkiz3NuMjIytGfPHv3999/5UQ8AAECemA43Q4cO1fvvvy/parBp3LixwsLCVKlSJW3atCm/6wMAADDFdLj57LPPdPfdd0uSvvzySx09elQHDx7U0KFD9eKLL+Z7gQAAAGaYDjdnzpxRuXLlJEkrV67UY489ppo1a6pfv37at29fvhcIAABghulwExgYqP379ysjI0OrVq1S8+bNJUkXL16Ui4tLvhcIAABghumrpfr06aMuXbqofPnyslgsatGihSRp+/btqlWrVr4XCAAAYIbpcBMTE6M6dero+PHjeuyxx+Th4SHp6grFo0aNyvcCAQAAzDAdbiSpc+fO2dp69eqV52IAAADyKlfhZv369Vq/fr0SExOzLeo3b968fCkMAAAgN0yHm/Hjx2vChAkKDw+3zrsBAAAoKkyHm9mzZ2vBggXq0aNHQdQDAACQJ6YvBb98+bIiIiIKohYAAIA8Mx1u+vfvr8WLFxdELQAAAHlm+rRUamqq3n33Xa1bt06hoaFyc3Ozef2NN97It+IAAADMMh1u9u7dq3r16kmSfvnlF5vXmFwMAAAczXS42bhxY0HUAQAAkC9Mz7kBAAAoykyP3ERGRt7w9NOGDRvyVBAAAEBemA43WfNtsqSnp2vPnj365ZdfuAUDAABwONPh5s0338yxPSYmRhcuXMhzQQAAAHmRb3Nuunfvzn2lAACAw+VbuNm2bZs8PT3za3cAAAC5Yvq0VMeOHW2eG4ah+Ph47dixQ2PGjMm3wgAAAHLDdLjx9fW1eV6sWDHdddddmjBhglq2bJlvhQEAAOSG3eHm999/V82aNTV//vyCrAcAACBP7J5zc8899yg4OFgvvPCCtm3bVpA1AQAA5Jrd4SYpKUlTp05VUlKSOnTooMDAQPXr109ffPGFUlNTC7JGAAAAu9kdbjw9PdW2bVvNnTtX8fHx+vzzz1W2bFmNGjVK/v7+ateunebNm6fExMSCrBcAAOCGcnUpuMViUUREhCZPnqz9+/drz549aty4sRYsWKBKlSpp5syZ+V0nAACAXUxfLZWTO++8UyNGjNCIESOUlJSks2fP5sduAQAATLMr3HzxxRd27cxisaht27by9/fPU1EAAAC5ZVe4ad++vc1zi8UiwzBsnmfJyMjIn8oAAABywa45N5mZmdbHmjVrVK9ePX3zzTc6d+6ckpOTtXLlSoWFhWnVqlUFXS8AAMANmZ5QPHToUL311ltq1aqVfHx85O3trVatWumNN97Q4MGDTRcwa9YsVa1aVZ6enqpfv76+++67G/ZPS0vTiy++qKCgIHl4eKh69ercsBMAAFiZnlB86NChbLdgkK7eluHo0aOm9rVkyRINHTpUs2bNUsOGDTVnzhy1bt1a+/fvV+XKlXPcpkuXLjp16pTef/991ahRQ4mJibpy5YrZtwEAAJyUxfj35Bk7NG7cWG5ubvroo49Uvnx5SVJCQoJ69Oihy5cv69tvv7V7X/fff7/CwsL0zjvvWNuCg4PVvn17xcbGZuu/atUqde3aVYcPH1bp0qXNlG2VkpIiX19fJScny8fHJ1f7uGXFZA+lcGIxyY6uAIWoyqivHV0CCtHRyW0cXUKhM/Pvt+nTUlkL9QUFBalGjRqqUaOGKleurPj4eL3//vt27+fy5cvauXNntptttmzZUlu3bs1xmy+++ELh4eGaOnWqKlasqJo1a2rkyJG6dOmS2bcBAACclOnTUjVq1NDevXu1du1aHTx4UIZhKCQkRM2bN7e5aupmzpw5o4yMDAUGBtq0BwYGKiEhIcdtDh8+rC1btsjT01Off/65zpw5o4EDB+rs2bPXnXeTlpamtLQ06/OUlBS7awQAALeeXC3iZ7FY1LJlSzVu3FgeHh6mQk1O+/o3wzCuu7/MzExZLBYtWrTIOu/njTfeUOfOnTVz5kx5eXll2yY2Nlbjx4/PdX0AAODWYvq0VGZmpiZOnKiKFSuqZMmSOnLkiCRpzJgxpk5LlSlTRi4uLtlGaRITE7ON5mQpX768KlasaDOhOTg4WIZh6K+//spxm+joaCUnJ1sfx48ft7tGAABw6zEdbiZNmqQFCxZo6tSpcnd3t7bXrVtXc+fOtXs/7u7uql+/vtauXWvTvnbtWkVEROS4TcOGDXXy5ElduHDB2vb777+rWLFiuuOOO3LcxsPDQz4+PjYPAADgvEyHm4ULF+rdd99Vt27d5OLiYm0PDQ3VwYMHTe1r+PDhmjt3rubNm6cDBw5o2LBhiouL04ABAyRdHXXp2bOntf8TTzwhf39/9enTR/v379fmzZv13HPPqW/fvjmekgIAALcf03NuTpw4oRo1amRrz8zMVHp6uql9RUVFKSkpSRMmTFB8fLzq1KmjlStXKigoSJIUHx+vuLg4a/+SJUtq7dq1+u9//6vw8HD5+/urS5cumjRpktm3AQAAnJTpcFO7dm1999131gCSZenSpbrnnntMFzBw4EANHDgwx9cWLFiQra1WrVrZTmUBAABkMR1uxo0bpx49eujEiRPKzMzU8uXL9dtvv2nhwoX66quvCqJGAAAAu5mec9O2bVstWbJEK1eulMVi0dixY3XgwAF9+eWXatGiRUHUCAAAYLdcrXPTqlUrtWrVKr9rAQAAyDPTIzd9+vTR+vXrZfKWVAAAAIXCdLhJSkpSmzZtdMcdd2jEiBHavXt3QdQFAACQK6bDzRdffKGEhASNGzdOO3fuVHh4uEJCQvTKK6/o6NGjBVAiAACA/UyHG0ny8/PTU089pU2bNunYsWPq06ePPvzwwxzXvwEAAChMuQo3WdLT07Vjxw5t375dR48eve49oQAAAApLrsLNxo0b9eSTTyowMFC9evWSt7e3vvzyS25KCQAAHM70peB33HGHkpKS1KpVK82ZM0dt27aVp6dnQdQGAABgmulwM3bsWD322GMqVapUQdQDAACQJ6bDzVNPPVUQdQAAAOQLu8JNx44dtWDBAvn4+Khjx4437Lt8+fJ8KQwAACA37Ao3vr6+slgskiQfHx/rnwEAAIoau8LN/PnzrX9esGBBQdUCAACQZ6YvBR8/frwOHTpUELUAAADkmelws2zZMtWsWVMPPPCAZsyYodOnTxdEXQAAALliOtzs3btXe/fuVdOmTfXGG2+oYsWKevjhh7V48WJdvHixIGoEAACwW65WKK5du7ZeeeUVHT58WBs3blTVqlU1dOhQlStXLr/rAwAAMCVP95aSpBIlSsjLy0vu7u5KT0/Pj5oAAAByLVfh5siRI3r55ZcVEhKi8PBw7dq1SzExMUpISMjv+gAAAEwxvUJxgwYN9OOPP6pu3brq06ePnnjiCVWsWLEgagMAADDNdLiJjIzU3LlzVbt27YKoBwAAIE9MnZZKT0/XJ598wgrFAACgyDIVbtzc3JSWlka4AQAARZbpCcX//e9/NWXKFF25cqUg6gEAAMgT03Nutm/frvXr12vNmjWqW7euSpQoYfM6dwUHAACOZDrc+Pn5qVOnTgVRCwAAQJ6ZDjf/vkM4AABAUZPnFYoBAACKEtMjN1WrVr3h1VKHDx/OU0EAAAB5YTrcDB061OZ5enq6du/erVWrVum5557Lr7oAAAByxXS4GTJkSI7tM2fO1I4dO/JcEAAAQF7k25yb1q1ba9myZfm1OwAAgFzJt3Dz2WefqXTp0vm1OwAAgFwxfVrqnnvusZlQbBiGEhISdPr0ac2aNStfiwMAADDLdLhp3769zfNixYqpbNmyevDBB1WrVq38qgsAACBXTIebcePGFUQdAAAA+cL0nJtdu3Zp37591uf/+9//1L59e40ePVqXL1/O1+IAAADMMh1unn76af3++++Sri7YFxUVpeLFi2vp0qV6/vnn871AAAAAM0yHm99//1316tWTJC1dulRNmjTR4sWLtWDBAi4FBwAADmc63BiGoczMTEnSunXr9PDDD0uSKlWqpDNnzuRvdQAAACaZDjfh4eGaNGmSPvzwQ3377bdq06aNJOnIkSMKDAzM9wIBAADMMB1upk2bpl27dunZZ5/Viy++qBo1aki6uohfREREvhcIAABghulLwUNDQ22ulsry6quvysXFJV+KAgAAyC3T4eZ6PD0982tXAAAAuZZv95YCAAAoCgg3AADAqdgVblJSUgq6DgAAgHxhV7gpVaqUEhMTJUlNmzbVuXPnCrImAACAXLMr3JQsWVJJSUmSpE2bNik9Pb1AiwIAAMgtu66Wat68uSIjIxUcHCxJ6tChg9zd3XPsu2HDhvyrDgAAwCS7ws1HH32kDz74QIcOHdK3336r2rVrq3jx4gVdGwAAgGl2hRsvLy8NGDBAkrRjxw5NmTJFfn5+BVkXAABArphexG/jxo3WPxuGIUmyWCz5VxEAAEAe5Gqdm4ULF6pu3bry8vKSl5eXQkND9eGHH+Z3bQAAAKaZHrl54403NGbMGD377LNq2LChDMPQ999/rwEDBujMmTMaNmxYQdQJAABgF9Ph5u2339Y777yjnj17WtvatWun2rVrKyYmhnADAAAcyvRpqfj4eEVERGRrj4iIUHx8fL4UBQAAkFumw02NGjX06aefZmtfsmSJ7rzzznwpCgAAILdMn5YaP368oqKitHnzZjVs2FAWi0VbtmzR+vXrcww9NzNr1iy9+uqrio+PV+3atTVt2jQ1atToptt9//33atKkierUqaM9e/aYPi4AAHBOpkduOnXqpO3bt6tMmTJasWKFli9frjJlyujHH39Uhw4dTO1ryZIlGjp0qF588UXt3r1bjRo1UuvWrRUXF3fD7ZKTk9WzZ081a9bMbPkAAMDJWYysxWoc4P7771dYWJjeeecda1twcLDat2+v2NjY627XtWtX3XnnnXJxcdGKFStMjdykpKTI19dXycnJ8vHxyUv5t54YX0dXgMIUk+zoClCIqoz62tEloBAdndzG0SUUOjP/fudqnZv8cPnyZe3cuVMtW7a0aW/ZsqW2bt163e3mz5+vQ4cOady4cXYdJy0tTSkpKTYPAADgvBwWbs6cOaOMjAwFBgbatAcGBiohISHHbf744w+NGjVKixYtkqurfdOFYmNj5evra31UqlQpz7UDAICiy2HhJsu1t24wDCPH2zlkZGToiSee0Pjx41WzZk279x8dHa3k5GTr4/jx43muGQAAFF2mr5bKL2XKlJGLi0u2UZrExMRsozmSdP78ee3YsUO7d+/Ws88+K0nKzMyUYRhydXXVmjVr1LRp02zbeXh4yMPDo2DeBAAAKHIcNnLj7u6u+vXra+3atTbta9euzXGRQB8fH+3bt0979uyxPgYMGKC77rpLe/bs0f33319YpQMAgCLM9MjNP//8o8mTJ2v9+vVKTExUZmamzeuHDx+2e1/Dhw9Xjx49FB4ergYNGujdd99VXFycBgwYIOnqKaUTJ05o4cKFKlasmOrUqWOzfUBAgDw9PbO1AwCA25fpcNO/f399++236tGjh8qXL5/j/Bh7RUVFKSkpSRMmTFB8fLzq1KmjlStXKigoSNLVWz3cbM0bAACAfzO9zo2fn5++/vprNWzYsKBqKlCsc4PbBuvc3FZY5+b2wjo3+bzOTalSpVS6dOlcFwcAAFCQTIebiRMnauzYsbp48WJB1AMAAJAnpufcvP766zp06JACAwNVpUoVubm52by+a9eufCsOAADALNPhpn379gVQBgAAQP4wHW7svacTAACAI+R6heKdO3fqwIEDslgsCgkJ0T333JOfdQEAAOSK6XCTmJiorl27atOmTfLz85NhGEpOTlZkZKQ++eQTlS1btiDqBAAAsIvpq6X++9//KiUlRb/++qvOnj2rv//+W7/88otSUlI0ePDggqgRAADAbqZHblatWqV169YpODjY2hYSEqKZM2eqZcuW+VocAACAWaZHbjIzM7Nd/i1Jbm5u2e4zBQAAUNhMh5umTZtqyJAhOnnypLXtxIkTGjZsmJo1a5avxQEAAJhlOtzMmDFD58+fV5UqVVS9enXVqFFDVatW1fnz5/X2228XRI0AAAB2Mz3nplKlStq1a5fWrl2rgwcPyjAMhYSEqHnz5gVRHwAAgCm5XuemRYsWatGiRX7WAgAAkGd2hZvp06frqaeekqenp6ZPn37DvlwODgAAHMmucPPmm2+qW7du8vT01JtvvnndfhaLhXADAAAcyq5wc+TIkRz/DAAAUNSYvlpqwoQJunjxYrb2S5cuacKECflSFAAAQG6ZDjfjx4/XhQsXsrVfvHhR48ePz5eiAAAAcst0uDEMQxaLJVv7zz//rNKlS+dLUQAAALll96XgpUqVksVikcViUc2aNW0CTkZGhi5cuKABAwYUSJEAAAD2sjvcTJs2TYZhqG/fvho/frx8fX2tr7m7u6tKlSpq0KBBgRQJAABgL7vDTa9evXTlyhVJUvPmzXXHHXcUWFEAAAC5ZWrOjaurqwYOHKiMjIyCqgcAACBPTE8ovv/++7V79+6CqAUAACDPTN9bauDAgRoxYoT++usv1a9fXyVKlLB5PTQ0NN+KAwAAMMt0uImKipJkew8pi8VivUScU1YAAMCRTIcbbr8AAACKMtPhJigoqCDqAAAAyBemw40kHTp0SNOmTdOBAwdksVgUHBysIUOGqHr16vldHwAAgCmmr5ZavXq1QkJC9OOPPyo0NFR16tTR9u3bVbt2ba1du7YgagQAALCb6ZGbUaNGadiwYZo8eXK29hdeeEEtWrTIt+IAAADMMj1yc+DAAfXr1y9be9++fbV///58KQoAACC3TIebsmXLas+ePdna9+zZo4CAgPyoCQAAINdMn5Z68skn9dRTT+nw4cOKiIiQxWLRli1bNGXKFI0YMaIgagQAALCb6XAzZswYeXt76/XXX1d0dLQkqUKFCoqJibFZ2A8AAMARTIcbi8WiYcOGadiwYTp//rwkydvbO98LAwAAyI1crXMjSYmJifrtt99ksVh01113qWzZsvlZFwAAQK6YnlCckpKiHj16qEKFCmrSpIkaN26sChUqqHv37kpOTi6IGgEAAOxmOtz0799f27dv19dff61z584pOTlZX331lXbs2KEnn3yyIGoEAACwm+nTUl9//bVWr16t//znP9a2Vq1a6b333tNDDz2Ur8UBAACYZXrkxt/fX76+vtnafX19VapUqXwpCgAAILdMh5uXXnpJw4cPV3x8vLUtISFBzz33nMaMGZOvxQEAAJhl+rTUO++8oz///FNBQUGqXLmyJCkuLk4eHh46ffq05syZY+27a9eu/KsUeVYldbGjS0AhOuroAgDAQUyHm/bt2xdAGQAAAPnDdLgZN25cQdQBAACQL3K9iN/OnTt14MABWSwWhYSE6J577snPugAAAHLFdLhJTExU165dtWnTJvn5+ckwDCUnJysyMlKffPIJKxUDAACHMn211H//+1+lpKTo119/1dmzZ/X333/rl19+UUpKCjfOBAAADmd65GbVqlVat26dgoODrW0hISGaOXOmWrZsma/FAQAAmGV65CYzM1Nubm7Z2t3c3JSZmZkvRQEAAOSW6XDTtGlTDRkyRCdPnrS2nThxQsOGDVOzZs3ytTgAAACzTIebGTNm6Pz586pSpYqqV6+uGjVqqGrVqjp//rzefvvtgqgRAADAbqbn3FSqVEm7du3S2rVrdfDgQRmGoZCQEDVv3rwg6gMAADDFVLi5cuWKPD09tWfPHrVo0UItWrQoqLoAAAByxdRpKVdXVwUFBSkjI6Og6gEAAMiTXN0VPDo6WmfPni2IegAAAPLE9Jyb6dOn688//1SFChUUFBSkEiVK2LzOncABAIAjmQ437dq1k8ViKYhaAAAA8sx0uImJicnXAmbNmqVXX31V8fHxql27tqZNm6ZGjRrl2Hf58uV65513tGfPHqWlpal27dqKiYlRq1at8rUmAOZlZGQoPT3d0WUUKe7u7ipWzPTZfwB5ZHe4uXjxop577jmtWLFC6enpat68uaZPn64yZcrk+uBLlizR0KFDNWvWLDVs2FBz5sxR69attX//flWuXDlb/82bN6tFixZ65ZVX5Ofnp/nz56tt27bavn07dyUHHMQwDCUkJOjcuXOOLqXIKVasmKpWrSp3d3dHlwLcViyGYRj2dHzuuec0a9YsdevWTZ6envr444/14IMPaunSpbk++P3336+wsDC988471rbg4GC1b99esbGxdu2jdu3aioqK0tixY+3qn5KSIl9fXyUnJ8vHxydXdd+qqoz62tEloBAdndymUI4THx+vc+fOKSAgQMWLF+e09f+XmZmpkydPys3NTZUrVy7wz4Wf79tLYf18FyVm/v22e+Rm+fLlev/999W1a1dJUvfu3dWwYUNlZGTIxcXFdJGXL1/Wzp07NWrUKJv2li1bauvWrXbtIzMzU+fPn1fp0qWv2yctLU1paWnW5ykpKaZrBZCzjIwMa7Dx9/d3dDlFTtmyZXXy5ElduXIlx3vyASgYdp8MPn78uM1cmPvuu0+urq4295gy48yZM8rIyFBgYKBNe2BgoBISEuzax+uvv65//vlHXbp0uW6f2NhY+fr6Wh+VKlXKVb0AssuaY1O8eHEHV1I0ZZ2OYm0woHDZHW4yMjKynTd2dXXVlStX8lTAtUO1hmHYNXz78ccfKyYmRkuWLFFAQMB1+0VHRys5Odn6OH78eJ7qBZAdp6JyxucCOIbdp6UMw1Dv3r3l4eFhbUtNTdWAAQNs1rpZvny5XfsrU6aMXFxcso3SJCYmZhvNudaSJUvUr18/LV269Kb3tPLw8LCpGQAAODe7R2569eqlgIAAm1M83bt3V4UKFWza7OXu7q769etr7dq1Nu1r165VRETEdbf7+OOP1bt3by1evFht2tx+E6oA2GfTpk2yWCwFfhVX79691b59+wI9BgBz7B65mT9/fr4ffPjw4erRo4fCw8PVoEEDvfvuu4qLi9OAAQMkXT2ldOLECS1cuFDS1WDTs2dPvfXWW3rggQesoz5eXl6mghWAwpOYmKgxY8bom2++0alTp1SqVCndfffdiomJUYMGDQrsuBEREYqPj+d3A3AbMr2IX36KiopSUlKSJkyYoPj4eNWpU0crV65UUFCQpKuXmMbFxVn7z5kzR1euXNGgQYM0aNAga3uvXr20YMGCwi4fgB06deqk9PR0ffDBB6pWrZpOnTql9evX5/r+dIZhKCMjQ66uN/715e7urnLlyuXqGABubQ5fOnPgwIE6evSo0tLStHPnTjVu3Nj62oIFC7Rp0ybr802bNskwjGwPgg1QNJ07d05btmzRlClTFBkZqaCgIN13332Kjo5WmzZtdPToUVksFu3Zs8dmG4vFYv3Zzzq9tHr1aoWHh8vDw0Pvv/++LBaLDh48aHO8N954Q1WqVJFhGDanpZKTk+Xl5aVVq1bZ9F++fLlKlCihCxcuSJJOnDihqKgolSpVSv7+/mrXrp2OHj1q7Z+RkaHhw4fLz89P/v7+ev7552XnUmEACpHDww0A51WyZEmVLFlSK1assFlvKjeef/55xcbG6sCBA+rcubPq16+vRYsW2fRZvHixnnjiiWxXKfn6+qpNmzY59m/Xrp1KliypixcvKjIyUiVLltTmzZu1ZcsWlSxZUg899JAuX74s6eryE/PmzdP777+vLVu26OzZs/r888/z9L4A5D/CDYAC4+rqqgULFuiDDz6Qn5+fGjZsqNGjR2vv3r2m9zVhwgS1aNFC1atXl7+/v7p166bFixdbX//999+1c+dOde/ePcftu3XrphUrVujixYuSri7o+fXXX1v7f/LJJypWrJjmzp2runXrKjg4WPPnz1dcXJx1FGnatGmKjo5Wp06dFBwcrNmzZzOnByiCCDcAClSnTp108uRJffHFF2rVqpU2bdqksLAw06eTw8PDbZ537dpVx44d0w8//CBJWrRokerVq6eQkJAct2/Tpo1cXV31xRdfSJKWLVsmb29vtWzZUpK0c+dO/fnnn/L29raOOJUuXVqpqak6dOiQkpOTFR8fbzMJ2tXVNVtdAByPcAOgwHl6eqpFixYaO3astm7dqt69e2vcuHHWO2b/e97K9e4s/u/1tCSpfPnyioyMtI7efPzxx9cdtZGuTjDu3Lmztf/ixYsVFRVlnZicmZmp+vXra8+ePTaP33//XU888UTu3zyAQke4AVDoQkJC9M8//6hs2bKSrl4ZmeXfk4tvplu3blqyZIm2bdumQ4cOWe99d6P+q1at0q+//qqNGzeqW7du1tfCwsL0xx9/KCAgQDVq1LB5ZK3jVb58eetIkSRduXJFO3futLteAIWDcAOgwCQlJalp06b66KOPtHfvXh05ckRLly7V1KlT1a5dO3l5eemBBx7Q5MmTtX//fm3evFkvvfSS3fvv2LGjUlJS9MwzzygyMlIVK1a8Yf8mTZooMDBQ3bp1U5UqVfTAAw9YX+vWrZvKlCmjdu3a6bvvvtORI0f07bffasiQIfrrr78kSUOGDNHkyZP1+eef6+DBgxo4cGCBLxIIwDzCDYACU7JkSd1///1688031bhxY9WpU0djxozRk08+qRkzZkiS5s2bp/T0dIWHh2vIkCGaNGmS3fv38fFR27Zt9fPPP9uMwlyPxWLR448/nmP/4sWLa/PmzapcubI6duyo4OBg9e3bV5cuXZKPj48kacSIEerZs6d69+6tBg0ayNvbWx06dDDxiQAoDBbjNlukISUlRb6+vkpOTrb+wrpdVBn1taNLQCE6Orngb0+SmpqqI0eOqGrVqvL09Czw491qCvPz4ef79lIYP99FjZl/vxm5AQAAToVwAwAAnArhBgAAOBXCDQAAcCqEGwAA4FQINwAAwKkQbgAAgFMh3AAAAKdCuAEAAE6FcAPgttS7d29ZLBZNnjzZpn3FihWyWCwOqgpAfnB1dAEAnFNh3w4gN8vRe3p6asqUKXr66adVqlSpAqgKgCMwcgPgttW8eXOVK1dOsbGx1+2zbNky1a5dWx4eHqpSpYpef/31QqwQQG4QbgDctlxcXPTKK6/o7bff1l9//ZXt9Z07d6pLly7q2rWr9u3bp5iYGI0ZM0YLFiwo/GIB2I1wA+C21qFDB9WrV0/jxo3L9tobb7yhZs2aacyYMapZs6Z69+6tZ599Vq+++qoDKgVgL8INgNvelClT9MEHH2j//v027QcOHFDDhg1t2ho2bKg//vhDGRkZhVkiABMINwBue40bN1arVq00evRom3bDMLJdOWUYRmGWBiAXuFoKACRNnjxZ9erVU82aNa1tISEh2rJli02/rVu3qmbNmnJxcSnsEgHYiXADAJLq1q2rbt266e2337a2jRgxQvfee68mTpyoqKgobdu2TTNmzNCsWbMcWCmAm+G0FAD8fxMnTrQ57RQWFqZPP/1Un3zyierUqaOxY8dqwoQJ6t27t+OKBHBTjNwAKBC5WVSvMOV0OXdQUJBSU1Nt2jp16qROnToVUlUA8gMjNwAAwKkQbgAAgFMh3AAAAKdCuAEAAE6FcAMAAJwK4QYAADgVwg0AAHAqhBsAAOBUCDcAAMCpEG4AAIBT4fYLAApGjG8hHy/Z7q6GYahFixZycXHR6tWrbV6bNWuWoqOjtW/fPlWuXDm/qwRQCBi5AXDbsVgsmj9/vrZv3645c+ZY248cOaIXXnhBb731FsEGuIURbgDclipVqqS33npLI0eO1JEjR2QYhvr166dmzZrpvvvu08MPP6ySJUsqMDBQPXr00JkzZ6zbfvbZZ6pbt668vLzk7++v5s2b659//nHguwHwb4QbALetXr16qVmzZurTp49mzJihX375RW+99ZaaNGmievXqaceOHVq1apVOnTqlLl26SJLi4+P1+OOPq2/fvjpw4IA2bdqkjh07yjAMB78bAFmYcwPgtvbuu++qTp06+u677/TZZ5/p/fffV1hYmF555RVrn3nz5qlSpUr6/fffdeHCBV25ckUdO3ZUUFCQJKlu3bqOKh9ADhi5AXBbCwgI0FNPPaXg4GB16NBBO3fu1MaNG1WyZEnro1atWpKkQ4cO6e6771azZs1Ut25dPfbYY3rvvff0999/O/hdAPg3wg2A256rq6tcXa8OZGdmZqpt27bas2ePzeOPP/5Q48aN5eLiorVr1+qbb75RSEiI3n77bd111106cuSIg98FgCyEGwD4l7CwMP3666+qUqWKatSoYfMoUaKEpKtXWzVs2FDjx4/X7t275e7urs8//9zBlQPIQrgBgH8ZNGiQzp49q8cff1w//vijDh8+rDVr1qhv377KyMjQ9u3b9corr2jHjh2Ki4vT8uXLdfr0aQUHBzu6dAD/HxOKAeBfKlSooO+//14vvPCCWrVqpbS0NAUFBemhhx5SsWLF5OPjo82bN2vatGlKSUlRUFCQXn/9dbVu3drRpQP4/wg3AAqGiRWDHS0mJkYxMTHW53feeaeWL1+eY9/g4GCtWrWqkCoDkBuclgIAAE6FcAMAAJwK4QYAADgVwg0AAHAqhBsAAOBUCDcA8oybRuaMzwVwDMINgFxzc3OTJF28eNHBlRRNly9fliS5uLg4uBLg9sI6NwByzcXFRX5+fkpMTJQkFS9eXBaLxcFVFQ2ZmZk6ffq0ihcvbr1vFYDCwU8cgDwpV66cJFkDDv5PsWLFVLlyZQIfUMgINwDyxGKxqHz58goICFB6erqjyylS3N3dVawYZ/+BwubwcDNr1iy9+uqrio+PV+3atTVt2jQ1atTouv2//fZbDR8+XL/++qsqVKig559/XgMGDCjEigHkxMXFhbklAIoEh/6XYsmSJRo6dKhefPFF7d69W40aNVLr1q0VFxeXY/8jR47o4YcfVqNGjbR7926NHj1agwcP1rJlywq5cgAAUFQ5NNy88cYb6tevn/r376/g4GBNmzZNlSpV0jvvvJNj/9mzZ6ty5cqaNm2agoOD1b9/f/Xt21evvfZaIVcOAACKKoeFm8uXL2vnzp1q2bKlTXvLli21devWHLfZtm1btv6tWrXSjh07ONcPAAAkOXDOzZkzZ5SRkaHAwECb9sDAQCUkJOS4TUJCQo79r1y5ojNnzqh8+fLZtklLS1NaWpr1eXJysiQpJSUlr2/hlpOZxlokt5Pb8e/47Yyf79vL7fjznfWe7Vkc0+ETiq+9RNIwjBteNplT/5zas8TGxmr8+PHZ2itVqmS2VOCW4jvN0RUAKCi388/3+fPn5evre8M+Dgs3ZcqUkYuLS7ZRmsTExGyjM1nKlSuXY39XV1f5+/vnuE10dLSGDx9ufZ6ZmamzZ8/K39+ftSduAykpKapUqZKOHz8uHx8fR5cDIB/x8317MQxD58+fV4UKFW7a12Hhxt3dXfXr19fatWvVoUMHa/vatWvVrl27HLdp0KCBvvzyS5u2NWvWKDw83LoM/LU8PDzk4eFh0+bn55e34nHL8fHx4Zcf4KT4+b593GzEJotDr5YaPny45s6dq3nz5unAgQMaNmyY4uLirOvWREdHq2fPntb+AwYM0LFjxzR8+HAdOHBA8+bN0/vvv6+RI0c66i0AAIAixqFzbqKiopSUlKQJEyYoPj5ederU0cqVKxUUFCRJio+Pt1nzpmrVqlq5cqWGDRummTNnqkKFCpo+fbo6derkqLcAAACKGIthz7Rj4BaVlpam2NhYRUdHZzs9CeDWxs83rodwAwAAnAp3dAMAAE6FcAMAAJwK4QYAADgVwg0AAHAqhBsAAOBUCDdwWn/++adWr16tS5cuSbLvZmsAgFsf4QZOJykpSc2bN1fNmjX18MMPKz4+XpLUv39/jRgxwsHVAcgP3333nbp3764GDRroxIkTkqQPP/xQW7ZscXBlKAoIN3A6w4YNk6urq+Li4lS8eHFre1RUlFatWuXAygDkh2XLlqlVq1by8vLS7t27lZaWJunq3aJfeeUVB1eHooBwA6ezZs0aTZkyRXfccYdN+5133qljx445qCoA+WXSpEmaPXu23nvvPZubJkdERGjXrl0OrAxFBeEGTueff/6xGbHJcubMGZZoB5zAb7/9psaNG2dr9/Hx0blz5wq/IBQ5hBs4ncaNG2vhwoXW5xaLRZmZmXr11VcVGRnpwMoA5Ify5cvrzz//zNa+ZcsWVatWzQEVoahx6F3BgYLw6quv6sEHH9SOHTt0+fJlPf/88/r111919uxZff/9944uD0AePf300xoyZIjmzZsni8WikydPatu2bRo5cqTGjh3r6PJQBHDjTDilhIQEvfPOO9q5c6cyMzMVFhamQYMGqXz58o4uDUA+ePHFF/Xmm28qNTVVkuTh4aGRI0dq4sSJDq4MRQHhBgBwS7p48aL279+vzMxMhYSEqGTJko4uCUUE4QZOYe/evXb3DQ0NLcBKAACORriBUyhWrJgsFstNVyG2WCzKyMgopKoA5JeOHTva3Xf58uUFWAluBUwohlM4cuSIo0sAUIB8fX0dXQJuIYzcAAAAp8LIDZzW/v37FRcXp8uXL9u0P/roow6qCABQGAg3cDqHDx9Whw4dtG/fPpt5OBaLRZKYcwM4gc8++0yffvppjv+B4RYMYIViOJ0hQ4aoatWqOnXqlIoXL65ff/1VmzdvVnh4uDZt2uTo8gDk0fTp09WnTx8FBARo9+7duu++++Tv76/Dhw+rdevWji4PRQBzbuB0ypQpow0bNig0NFS+vr768ccfddddd2nDhg0aMWKEdu/e7egSAeRBrVq1NG7cOD3++OPy9vbWzz//rGrVqmns2LE6e/asZsyY4egS4WCM3MDpZGRkWBfzKlOmjE6ePClJCgoK0m+//ebI0gDkg7i4OEVEREiSvLy8dP78eUlSjx499PHHHzuyNBQRhBs4nTp16lgX9bv//vs1depUff/995owYQI31QOcQLly5ZSUlCTp6n9afvjhB0lXl4TgZAQkwg2c0EsvvaTMzExJ0qRJk3Ts2DE1atRIK1eu1PTp0x1cHYC8atq0qb788ktJUr9+/TRs2DC1aNFCUVFR6tChg4OrQ1HAnBvcFs6ePatSpUpZr5gCcOvKzMxUZmamXF2vXvC7dOlSfffdd6pRo4aeeeYZubm5ObhCOBrhBgBwy0lNTdXevXuVmJhoHamVri750LZtWwdWhqKAdW7gdFJTU/X2229r48aN2X7xSayBAdzqVq1apR49eljn3fwb94+DRLiBE+rbt6/Wrl2rzp0767777uNUFOBknn32WXXp0kVjx45VYGCgo8tBEcRpKTgdX19frVy5Ug0bNnR0KQAKgI+Pj3bv3q3q1as7uhQUUVwtBadTsWJFeXt7O7oMAAWkc+fOrDaOG2LkBk7nm2++0fTp0zV79mwFBQU5uhwA+ezixYt67LHHVLZsWdWtWzfb1VGDBw92UGUoKgg3cDqnT59Wly5dtHnzZhUvXjzbL76zZ886qDIA+WHu3LkaMGCAvLy85O/vbzOvzmKx6PDhww6sDkUB4QZOp3nz5oqLi1O/fv0UGBiYbUJxr169HFQZgPxQrlw5DR48WKNGjVKxYsyuQHaEGzid4sWLa9u2bbr77rsdXQqAAlC6dGn99NNPTCjGdRF54XRq1aqlS5cuOboMAAWkV69eWrJkiaPLQBHGOjdwOpMnT9aIESP08ssv5zjZ0MfHx0GVAcgPGRkZmjp1qlavXq3Q0NBsP+NvvPGGgypDUcFpKTidrHPw1861MQyD1UsBJxAZGXnd1ywWizZs2FCI1aAoItzA6Xz77bc3fL1JkyaFVAkAwBEINwAAwKkwoRhO6bvvvlP37t0VERGhEydOSJI+/PBDbdmyxcGVAQAKGuEGTmfZsmVq1aqVvLy8tGvXLqWlpUmSzp8/r1deecXB1QEAChrhBk5n0qRJmj17tt577z2bqygiIiK0a9cuB1YGACgMhBs4nd9++02NGzfO1u7j46Nz584VfkEAgEJFuIHTKV++vP78889s7Vu2bFG1atUcUBEAoDARbuB0nn76aQ0ZMkTbt2+XxWLRyZMntWjRIo0cOVIDBw50dHkAgALGpeBwCnv37lWdOnWsC/i9+OKLevPNN5WamipJ8vDw0MiRIzVx4kRHlgkAKASEGzgFFxcXxcfHKyAgQNWqVdNPP/0kT09PHThwQJmZmQoJCVHJkiUdXSYAoBBwbyk4BT8/Px05ckQBAQE6evSoMjMzVaJECYWHhzu6NABAISPcwCl06tRJTZo0Ufny5WWxWBQeHi4XF5cc+x4+fLiQqwMAFCbCDZzCu+++q44dO+rPP//U4MGD9eSTT8rb29vRZQEAHIA5N3A6ffr00fTp0wk3AHCbItwAAACnwjo3AADAqRBuAACAUyHcAAAAp0K4AQAAToVwA+CWkJiYqKefflqVK1eWh4eHypUrp1atWmnbtm2OLg1AEcM6NwBuCZ06dVJ6ero++OADVatWTadOndL69et19uxZR5cGoIhh5AZAkXfu3Dlt2bJFU6ZMUWRkpIKCgnTfffcpOjpabdq0kSQlJyfrqaeeUkBAgHx8fNS0aVP9/PPPkqTTp0+rXLlyeuWVV6z73L59u9zd3bVmzRqHvCcABYdwA6DIK1mypEqWLKkVK1YoLS0t2+uGYahNmzZKSEjQypUrtXPnToWFhalZs2Y6e/asypYtq3nz5ikmJkY7duzQhQsX1L17dw0cOFAtW7Z0wDsCUJBYxA/ALWHZsmV68skndenSJYWFhalJkybq2rWrQkNDtWHDBnXo0EGJiYny8PCwblOjRg09//zzeuqppyRJgwYN0rp163Tvvffq559/tt49HoBzIdwAuGWkpqbqu+++07Zt27Rq1Sr9+OOPmjt3rk6fPq1Ro0bJy8vLpv+lS5c0cuRITZkyxfq8Tp06On78uHbs2KHQ0FBHvA0ABYxwA+CW1b9/f61du1YDBw7U22+/rU2bNmXr4+fnpzJlykiSfv31V4WHhys9PV2ff/652rZtW8gVAygMXC0F4JYVEhKiFStWKCwsTAkJCXJ1dVWVKlVy7Hv58mV169ZNUVFRqlWrlvr166d9+/YpMDCwcIsGUOAYuQFQ5CUlJemxxx5T3759FRoaKm9vb+3YsUP//e9/1aZNG82dO1eNGzfW+fPnNWXKFN111106efKkVq5cqfbt2ys8PFzPPfecPvvsM/38888qWbKkIiMj5e3tra+++srRbw9APiPcACjy0tLSFBMTozVr1ujQoUNKT09XpUqV9Nhjj2n06NHy8vLS+fPn9eKLL2rZsmXWS78bN26s2NhYHTp0SC1atNDGjRv1n//8R5IUFxen0NBQxcbG6plnnnHwOwSQnwg3AADAqbDODQAAcCqEGwAA4FQINwAAwKkQbgAAgFMh3AAAAKdCuAEAAE6FcAMAAJwK4QYAADgVwg0AAHAqhBsAAOBUCDcAAMCpEG4AAIBT+X/lohG0J0n+hAAAAABJRU5ErkJggg==",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# 计算每个性别中幸存和遇难的比例\n",
+ "sex_survived = data.groupby(['sex', 'survived']).size().unstack()\n",
+ "sex_survived = sex_survived.div(sex_survived.sum(axis=1), axis=0)\n",
+ "\n",
+ "# 绘制堆叠的条形图\n",
+ "sex_survived.plot(kind='bar', stacked=True)\n",
+ "plt.title('Proportion of survived/unsurvived by Pcalss')\n",
+ "plt.xlabel('Sex')\n",
+ "plt.ylabel('Proportion of survived/unsurvived')\n",
+ "plt.legend(title='Survived', labels=['No', 'Yes'])\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.boxplot(x='survived', y='fare', data=data,width=0.1)\n",
+ "plt.xlabel('Features of the survived')\n",
+ "plt.ylabel('Values of fare')\n",
+ "plt.title('box with 2 features for the fare')\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.violinplot(x='survived', y='age', data=data)\n",
+ "plt.xlabel('Features of the survived')\n",
+ "plt.ylabel('Values of age')\n",
+ "plt.title('box with 2 features for the age')\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.countplot(x='embarked', hue='pclass', data=data)\n",
+ "plt.title('Number of people for different kind of pclass by Embarked')\n",
+ "plt.ylabel('Number of people for different kind of pclass')\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 43,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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qFixYoEqVKmX4w0KSwsPD1a9fP/Xo0UO7d+/OcEXPlb8P5s6dK0luV6nhxseICizliy++UKFChdSqVSvt2LFDI0eOVK1atdS9e3dJ/3yYPvbYY3rvvffk4+Ojtm3b6sCBAxo5cqQiIiI0fPhwSdK2bds0dOhQ9e3b1xVO/vOf/6hr166aNGmShg0blm0ddevWVbFixfT999+7hZuWLVvqlVdecf3/amrUqKEvvvhCU6ZMUd26deXj46N69epdy65x89lnn6l///6KiorS448/rvXr17vNr1279lX/cs7MtGnT1LZtW917773q16+fypQpo7///ls7d+7U5s2b9dlnn0n658PwlVde0ejRo9W0aVPt3r1b48aNU8WKFZWSkuJaX3BwsMqXL68vv/xSLVq0UGhoqEqUKKEKFSro/vvv16hRo/TAAw/omWeeUXJysv79738rNTU1x/W+++67uvvuu9WkSRMNHDhQFSpU0NmzZ7Vv3z599dVXrjv1duzYUdWrV1e9evUUFhamgwcPatKkSSpfvrxuu+02j/fT6NGj9fXXX6tZs2YaNWqUQkNDNWfOHH3zzTd644035HA4PF6nlP3+yqnGjRvrscce00MPPaSNGzfqnnvuUVBQkI4cOaI1a9aoRo0aGjhwYKbLnjlzRs2aNVPPnj0VGRmp4OBgbdiwQbGxsVmOsl2uRIkSat68uUaOHKmgoCB98MEH2rVrl9slynfeeac6dOigmjVrqlixYtq5c6c++eQTNWzY0G1ky8/PT2+//baSkpJUv359/fTTT3r11VfVtm1b1+X1uEl4+2xewJj/u6Jh06ZNpmPHjqZIkSImODjY9OjRwxw7dsytb2pqqnn99dfN7bffbgoXLmxKlChhevfubRISEowxxiQlJZnIyEhTtWpVc+7cObdlBw8ebAoXLmx+/vnnq9bUpUsXI8nMmTPH1Xbx4kUTFBRkfHx8XJc9p8vsqp+///7bdO3a1RQtWtTYbDbX1SzpV/28+eabGbarLK76uFz6VRFZPS6vITNZXfVjjDG//PKL6d69uylZsqQpXLiwueWWW0zz5s3N1KlTXX2cTqd5+umnTZkyZYy/v7+pU6eOWbx4caZXgyxfvtzUrl3b2O12I8n07dvXNe/bb781UVFRJiAgwNx6661m8uTJWV71c+WVN+n2799vHn74YVOmTBlTuHBhExYWZho1amReffVVV5+3337bNGrUyJQoUcJ12Wv//v3NgQMHst1P2W1727ZtpmPHjsbhcBg/Pz9Tq1Ytt0u4jcl+P2clq/2Vvl/SL8FPl9nPnTHG/Pe//zV33nmnCQoKMgEBAaZSpUqmT58+ZuPGjVluOzk52QwYMMDUrFnThISEmICAAFOlShUzevRot/dSVlf9DB482HzwwQemUqVKpnDhwiYyMtLt/WPMP5f/16tXzxQrVszY7XZz6623muHDh5u//vrLbf1BQUHm119/NdHR0SYgIMCEhoaagQMHmqSkpBzvS9wYbMYYk4+5CACAbPXr10+ff/65kpKSvF0KLIBzVAAAgGURVAAAgGVx6AcAAFgWIyoAAMCyCCoAAMCyCCoAAMCyCvQN39LS0nT48GEFBwfn6y2qAQDAtTPG6OzZsypdurR8fLIfMynQQeXw4cNe/64VAABwbRISEjL9eoXLFeigkv69IwkJCQoJCfFyNQAAICcSExMVERHh+hzPToEOKumHe0JCQggqAAAUMDk5bYOTaQEAgGURVAAAgGURVAAAgGURVAAAgGURVAAAgGURVAAAgGURVAAAgGURVAAAgGURVAAAgGUV6DvT4ubSsWNHnT17VsHBwfrqq6+8XQ4AIB94dUQlJSVFL7/8sipWrKiAgADdeuutGjdunNLS0rxZFixo8+bNOnv2rCTp7Nmz2rx5s5crAgDkB6+OqLz++uuaOnWqPv74Y1WrVk0bN27UQw89JIfDoSeffNKbpcFiRowYkWE6Li7OO8UAAPKNV0dU1q5dq/vuu0/t27dXhQoV1LVrV7Vu3VobN270ZlmwmDFjxnjUDgC4cXg1qNx9991asWKF9uzZI0n65ZdftGbNGrVr1y7T/k6nU4mJiW4P3NicTmeWIydxcXFyOp35WxAAIF95Nag899xz6tGjhyIjI1W4cGHVrl1bw4YNU48ePTLtHxMTI4fD4XpERETkc8XIbyNHjryu+QCAgs1mjDHe2vj8+fP1zDPP6M0331S1atW0detWDRs2TBMnTlTfvn0z9Hc6nW5/QScmJioiIkJnzpxRSEhIfpaOfOJ0OnXvvfdmOf+7776T3W7Px4oAANcrMTFRDocjR5/fXj2Z9plnntHzzz+vBx54QJJUo0YNHTx4UDExMZkGFbvdzofSTcZutys6OjrTwz/Nmzfn5wEAbnBePfRz/vx5+fi4l+Dr68vlyXCT1Umzo0aNyt9CAAD5zqtBpWPHjho/fry++eYbHThwQIsWLdLEiRPVpUsXb5YFC5o4cWK20wCAG5NXD/289957GjlypAYNGqTjx4+rdOnSevzxx/lLGRnUqVNHwcHBrjvT1qlTx9slAQDygVdPpr1enpyMAwAArMGTz2++lBAAAFgWQQUAAFgWQQUAAFgWQQUAAFgWQQUAAFgWQQUAAFgWQQUAAFgWQQUAAFgWQQUAAFgWQQUAAFgWQQUAAFgWQQUAAFgWQQUAAFgWQQUAAFgWQQUAAFgWQQUAAFgWQQUAAFgWQQUAAFgWQQUAAFgWQQUAAFgWQQUAAFgWQQUAAFgWQQUAAFgWQQUAAFgWQQUAAFgWQQUAAFgWQQUAAFgWQQUAAFgWQQUAAFgWQQUAAFgWQQUAAFiWV4NKhQoVZLPZMjwGDx7szbIAAIBFFPLmxjds2KDU1FTX9Pbt29WqVSt169bNi1UBAACr8GpQCQsLc5t+7bXXVKlSJTVt2tRLFQEAACvxalC53MWLFzV79myNGDFCNpst0z5Op1NOp9M1nZiYmF/lAQAAL7DMybSLFy/W6dOn1a9fvyz7xMTEyOFwuB4RERH5VyAAAMh3NmOM8XYRknTvvffKz89PX331VZZ9MhtRiYiI0JkzZxQSEpIfZQIAgOuUmJgoh8ORo89vSxz6OXjwoJYvX64vvvgi2352u112uz2fqgIAAN5miUM/M2bMUMmSJdW+fXtvlwIAACzE60ElLS1NM2bMUN++fVWokCUGeAAAgEV4PagsX75c8fHxevjhh71dCgAAsBivD2G0bt1aFjmfFwAAWIzXR1QAAACyQlABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACW5fWg8ueff6p3794qXry4AgMDFRUVpU2bNnm7LAAAYAGFvLnxU6dOqXHjxmrWrJmWLl2qkiVL6vfff1fRokW9WRYAALAIrwaV119/XREREZoxY4arrUKFCt4rCAAAWIpXD/0sWbJE9erVU7du3VSyZEnVrl1bH374YZb9nU6nEhMT3R4AAODG5dWg8scff2jKlCm67bbb9N1332nAgAEaOnSoZs2alWn/mJgYORwO1yMiIiKfKwYAAPnJZowx3tq4n5+f6tWrp59++snVNnToUG3YsEFr167N0N/pdMrpdLqmExMTFRERoTNnzigkJCRfagYAANcnMTFRDocjR5/fXh1RKVWqlKpWrerWdscddyg+Pj7T/na7XSEhIW4PAABw4/JqUGncuLF2797t1rZnzx6VL1/eSxUBAAAr8WpQGT58uNatW6cJEyZo3759mjt3rqZPn67Bgwd7sywAAGARXg0q9evX16JFizRv3jxVr15dr7zyiiZNmqRevXp5sywAAGARXj2Z9np5cjIOAACwhgJzMi0AAEB2CCoAAMCyCCoAAMCyCCoAAMCyCCoAAMCyCCoAAMCyCCoAAMCyCCoAAMCyCCoAAMCyCCoAAMCyCCoAAMCyCCoAAMCyCCoAAMCyCCoAAMCyCCoAAMCyCCoAAMCyCCoAAMCyCCoAAMCyCCoAAMCyCCoAAMCyCCoAAMCyCCoAAMCyCCoAAMCyCCoAAMCyCCoAAMCyCCoAAMCyCCoAAMCyCl3LQqmpqVq0aJF27twpm82myMhIde7cWYUKXdPqAAAAMuVxsti+fbvuu+8+HT16VFWqVJEk7dmzR2FhYVqyZIlq1KiR60UCAICbk8eHfh555BFVq1ZNhw4d0ubNm7V582YlJCSoZs2aeuyxx/KiRgAAcJPyeETll19+0caNG1WsWDFXW7FixTR+/HjVr18/V4sDLtenTx/Fx8erXLlymjVrlrfLAQDkA49HVKpUqaJjx45laD9+/LgqV67s0brGjBkjm83m9rjllls8LQk3gb179yo+Pl6SFB8fr71793q5IgBAfvA4qEyYMEFDhw7V559/rkOHDunQoUP6/PPPNWzYML3++utKTEx0PXKiWrVqOnLkiOuxbds2j58EbnwDBw7MdhoAcGPy+NBPhw4dJEndu3eXzWaTJBljJEkdO3Z0TdtsNqWmpl69gEKFGEVBtqZOnaqUlBS3tpSUFE2dOlUDBgzwUlUAgPzgcVBZuXJlrhawd+9elS5dWna7XXfeeacmTJigW2+9NdO+TqdTTqfTNZ3TURsUXJcuXdL8+fMznTd//nz1799fhQsXzueqAAD5xeOg0rRp01zb+J133qlZs2bp9ttv17Fjx/Tqq6+qUaNG2rFjh4oXL56hf0xMjMaOHZtr24f1vffee1edP2LEiHyqBgCQ32wm/bhNDsXGxqpIkSK6++67JUnvv/++PvzwQ1WtWlXvv/++29VAnjp37pwqVaqkZ599NtMPn8xGVCIiInTmzBmFhIRc83ZhXZcuXVKrVq2ynL9s2TJGVACggElMTJTD4cjR57fHJ9M+88wzrkMu27Zt04gRI9SuXTv98ccf1/2XbVBQkGrUqJHlFR12u10hISFuD9zYChcurAceeCDTeT179iSkAMANzuOgsn//flWtWlWStHDhQnXs2FETJkzQBx98oKVLl15XMU6nUzt37lSpUqWuaz24sQwYMCDD1zMUKlSIGwwCwE3A46Di5+en8+fPS5KWL1+u1q1bS5JCQ0M9Prn16aef1qpVq7R//379/PPP6tq1qxITE9W3b19Py8INbsqUKdlOAwBuTB6fTHv33XdrxIgRaty4sdavX68FCxZI+uf7fsqWLevRug4dOqQePXror7/+UlhYmO666y6tW7dO5cuX97Qs3OBuu+02lStXznVn2ttuu83bJQEA8oHHJ9PGx8dr0KBBSkhI0NChQ9W/f39J0vDhw5Wamqp///vfeVJoZjw5GQcAAFiDJ5/fHgcVKyGoAABQ8Hjy+e3xoR9JSk1N1aJFi7Rz507ZbDZFRkaqc+fOGU54BAAAuB4eJ4vt27erU6dOOnbsmKpUqSLpn/NTwsLCtGTJEtWoUSPXiwQAADcnj6/6eeSRR1S9enUdOnRImzdv1ubNm5WQkKCaNWtyuSgAAMhVHo+o/PLLL9q4caPbHWiLFSum8ePHq379+rlaHAAAuLl5PKJSpUoVHTt2LEP78ePHVbly5VwpCgAAQMphUElMTHQ9JkyYoKFDh+rzzz/XoUOHdOjQIX3++ecaNmyYXn/99byuFwAA3ERydHmyj4+PbDabazp9kfS2y6dTU1Pzos5McXkyAAAFT65fnrxy5cpcKQwAAMATOQoqTZs2zes6AAAAMshRUPn1119VvXp1+fj46Ndff822b82aNXOlMAAAgBwFlaioKB09elQlS5ZUVFSUbDabMju1Jb/PUQEAADe2HAWV/fv3KywszPV/AACA/JCjoFK+fPlM/w8AAJCXPL7h28cff6xvvvnGNf3ss8+qaNGiatSokQ4ePJirxQEAgJubx0FlwoQJCggIkCStXbtWkydP1htvvKESJUpo+PDhuV4gAAC4eXn8XT8JCQmuW+UvXrxYXbt21WOPPabGjRsrOjo6t+sDAAA3MY9HVIoUKaKTJ09Kkr7//nu1bNlSkuTv768LFy7kbnUAAOCm5vGISqtWrfTII4+odu3a2rNnj9q3by9J2rFjhypUqJDb9QEAgJuYxyMq77//vho2bKgTJ05o4cKFKl68uCRp06ZN6tGjR64XCAAAbl45+lJCq+JLCQEAKHg8+fz2eEQFAAAgvxBUAACAZRFUAACAZeUoqCxZskSXLl3K61oAAADc5CiodOnSRadPn5Yk+fr66vjx43lZEwAAgKQcBpWwsDCtW7dOkmSMkc1my9OiAAAApBze8G3AgAG67777ZLPZZLPZdMstt2TZNzU1NdeKAwAAN7ccBZUxY8bogQce0L59+9SpUyfNmDFDRYsWzePSAADAzS7Ht9CPjIxUZGSkRo8erW7duikwMDAv6wIAALj2O9OeOHFCu3fvls1m0+23366wsLDcru2quDPtzeXyb+eOi4vzWh0Act+YMWMUFxen6OhojRkzxtvlII/l6Z1pz58/r4cfflilS5fWPffcoyZNmqh06dLq37+/zp8/f81Fx8TEyGazadiwYde8Dty4Pvnkk2ynARRcx44dc/3xERcXp2PHjnm3IFiKx0Fl+PDhWrVqlZYsWaLTp0/r9OnT+vLLL7Vq1So99dRT11TEhg0bNH36dNWsWfOalseN7z//+U+20wAKriFDhrhNP/HEE16qBFbkcVBZuHCh/vOf/6ht27YKCQlRSEiI2rVrpw8//FCff/65xwUkJSWpV69e+vDDD1WsWDGPl8eNr0uXLh61Ayg4YmNjdeLECbe248ePKzY21ksVwWqu6dBPeHh4hvaSJUte06GfwYMHq3379mrZsuVV+zqdTiUmJro9cGM7c+aMTp06lem8U6dO6cyZM/lcEYDckpqaqjfffDPTeW+++Sa3u4CkawgqDRs21OjRo5WcnOxqu3DhgsaOHauGDRt6tK758+dr8+bNiomJyVH/mJgYORwO1yMiIsKj7aHg6dmz53XNB2BdX3/9dZZhJDU1VV9//XU+VwQr8viqn+3bt6tNmzZKTk5WrVq1ZLPZtHXrVvn7++u7775TtWrVcrSehIQE1atXT99//71q1aol6Z+rOqKiojRp0qRMl3E6nXI6na7pxMRERUREcNXPDezMmTO67777spz/5ZdfyuFw5GNFAHJLamqqWrdunWlYKVSokL777jv5+vp6oTLkNU+u+rmmy5MvXLig2bNna9euXTLGqGrVqurVq5cCAgJyvI7FixerS5cubj+Eqampstls8vHxkdPpvOoPKJcn3xy6dOmS6eGf0NBQffHFF16oCEBuiY2N1WuvvZah/cUXX1Tr1q29UBHyQ54Hldxw9uxZHTx40K3toYceUmRkpJ577jlVr179qusgqNw8Lr+HSjrupQLcGLp16+Z2Qm3JkiX16aeferEi5LU8vY9KbgkODlb16tXdHkFBQSpevHiOQgpuLv379892GkDBNXnyZLfp9957z0uVwIq8FlQATzz44IPZTgMouMLDw12jptHR0ZleWYqbl9cO/eQGDv0AAFDwFIhDPwAAAFfjcVBJSEjQoUOHXNPr16/XsGHDNH369FwtDAAAwOOg0rNnT61cuVKSdPToUbVq1Urr16/Xiy++qHHjxuV6gQAA4OblcVDZvn27GjRoIEn69NNPVb16df3000+aO3euZs6cmdv1AQCAm5jHQeXSpUuy2+2SpOXLl6tTp06SpMjISB05ciR3qwMAADc1j4NKtWrVNHXqVK1evVrLli1TmzZtJEmHDx9W8eLFc71AAABw8/I4qLz++uuaNm2aoqOj1aNHD9f39CxZssR1SAgAACA3XNN9VFJTU5WYmKhixYq52g4cOKDAwECVLFkyVwvMDvdRAQCg4Mnz+6gYY7Rp0yZNmzZNZ8+elST5+fkpMDDwWlYHAACQqUKeLnDw4EG1adNG8fHxcjqdatWqlYKDg/XGG28oOTlZU6dOzYs6AQDATcjjEZUnn3xS9erV06lTpxQQEOBq79Kli1asWJGrxQEAgJubxyMqa9as0f/+9z/5+fm5tZcvX15//vlnrhUGAADg8YhKWlqaUlNTM7QfOnRIwcHBuVIUAACAdA1BpVWrVpo0aZJr2mazKSkpSaNHj1a7du1yszYAAHCT8/jy5MOHD6tZs2by9fXV3r17Va9ePe3du1clSpTQjz/+yOXJAAAgW558fnt8jkrp0qW1detWzZs3T5s3b1ZaWpr69++vXr16uZ1cCwAAcL2u6YZvVsGICgAABU+ejqjMmjUr2/l9+vTxdJUAAACZ8nhE5fLb5kv/fJvy+fPnXXem/fvvv3O1wOwwogIAQMGTp7fQP3XqlNsjKSlJu3fv1t1336158+Zdc9EAAABXuqbv+rnSbbfdptdee01PPvlkbqwOAABAUi4FFUny9fXV4cOHc2t1AAAAnp9Mu2TJErdpY4yOHDmiyZMnq3HjxrlWGAAAgMdBpXPnzm7TNptNYWFhat68ud5+++3cqgsAAMDzoJKWlpYXdQAAAGSQa+eoAAAA5LYcjaiMGDEixyucOHHiNRcDAABwuRwFlS1btuRoZTab7bqKAQAAuFyOgsrKlSvzug4AAIAMOEcFAABYlsdX/UjShg0b9Nlnnyk+Pl4XL150m/fFF1/kSmHAlZo1ayZjjGw2G6N8wA1myJAh2r59u6pXr67Jkyd7uxxYiMcjKvPnz1fjxo3122+/adGiRbp06ZJ+++03/fDDD3I4HB6ta8qUKapZs6ZCQkIUEhKihg0baunSpZ6WhJvAkiVLlP79mcaYDDceBFBwxcfHa/v27ZKk7du3Kz4+3ssVwUo8/vbkmjVr6vHHH9fgwYMVHBysX375RRUrVtTjjz+uUqVKaezYsTle11dffSVfX19VrlxZkvTxxx/rzTff1JYtW1StWrWrLs+3J988oqOjM7TFxcXlex0Acl+7du10/vx513RgYKC+/fZbL1aEvJan3578+++/q3379pIku92uc+fOyWazafjw4Zo+fbpH6+rYsaPatWun22+/XbfffrvGjx+vIkWKaN26dZ6WhRtY7969PWoHUHDMmzfPLaRI0vnz5zVv3jwvVQSr8TiohIaG6uzZs5KkMmXKuIbrTp8+neGHzROpqamaP3++zp07p4YNG2bax+l0KjEx0e2BG1tSUpIOHTqU6bxDhw4pKSkpnysCkFtSUlI0bdq0TOdNmzZNKSkp+VwRrMjjoNKkSRMtW7ZMktS9e3c9+eSTevTRR9WjRw+1aNHC4wK2bdumIkWKyG63a8CAAVq0aJGqVq2aad+YmBg5HA7XIyIiwuPtoWB56KGHrms+AOuaNWvWdc3HzSHH56hs3bpVUVFR+vvvv5WcnKzSpUsrLS1Nb731ltasWaPKlStr5MiRKlasmEcFXLx4UfHx8Tp9+rQWLlyojz76SKtWrco0rDidTjmdTtd0YmKiIiIiOEflBpaUlKQOHTpkOf/rr79WkSJF8rEiALklJSVFLVu2zHL+8uXLVajQNV2cCovz5ByVHAcVHx8f1a5dW4888oh69uzp8RU+OdWyZUtVqlQpy+HAy3Ey7c2hd+/emR7+KVeuHH9xAQXcvHnzMv19P3DgQN1///1eqAj5IU9Opv3f//6nOnXq6Pnnn1epUqXUu3fvPLmXhTHGbdQEmD17dqbthBSg4OvRo4cCAwPd2gIDAwkpcMlxUGnYsKE+/PBDHT16VFOmTNGhQ4dcox/jx4/P8oTH7Lz44otavXq1Dhw4oG3btumll15SXFycevXq5fG6cGO78osxPfmiTADWNnXq1GyncXPz+GTagIAA9e3bV3FxcdqzZ4969OihadOmqWLFimrXrp1H6zp27JgefPBBValSRS1atNDPP/+s2NhYtWrVytOycIPr1KmT60svbTabOnXq5OWKAOSWcuXKqXr16pKk6tWrq1y5cl6uCFbi8Q3frpSUlKQ5c+boxRdf1OnTp5WamppbtV0V56gAAFDwePL5fc2nU69atUr//e9/tXDhQvn6+qp79+7q37//ta4OAAAgA4+CSkJCgmbOnKmZM2dq//79atSokd577z11795dQUFBeVUjAAC4SeU4qLRq1UorV65UWFiY+vTpo4cfflhVqlTJy9oAAMBNLsdBJSAgQAsXLlSHDh3k6+ublzUBAABI8iCoLFmyJC/rAAAAyMDjy5MBAADyC0EFAABYFkEFAABYFkEFAABYFkEFAABYFkEFAABYFkEFAABYFkEFAABYFkEFAABYFkEFAABYFkEFAABYFkEFAABYFkEFAABYFkEFAABYFkEFAABYFkEFAABYFkEFAABYFkEFAABYFkEFAABYFkEFAABYFkEFAABYFkEFAABYFkEFAABYFkEFAABYFkEFAABYFkEFAABYlleDSkxMjOrXr6/g4GCVLFlSnTt31u7du71ZEgAAsBCvBpVVq1Zp8ODBWrdunZYtW6aUlBS1bt1a586d82ZZAADAImzGGOPtItKdOHFCJUuW1KpVq3TPPfdctX9iYqIcDofOnDmjkJCQfKgQucUYo+TkZI/6O51OSZLdbpfNZvNoe/7+/h4vA+Da8P7G1Xjy+V0on2rKkTNnzkiSQkNDM53vdDpdP8zSP08UBVNycrLatm2bb9tbunSpAgIC8m17wM2M9zdyk2VOpjXGaMSIEbr77rtVvXr1TPvExMTI4XC4HhEREflcJQAAyE+WOfQzePBgffPNN1qzZo3Kli2baZ/MRlQiIiI49FMAeTo0nJycrC5dukiSFi1aJH9/f4+2x9AwkH94f+NqCtyhnyeeeEJLlizRjz/+mGVIkf45dmm32/OxMuQVm812zUO1/v7+DPMCFsb7G7nJq0HFGKMnnnhCixYtUlxcnCpWrOjNcgAAgMV4NagMHjxYc+fO1Zdffqng4GAdPXpUkuRwOEjUAADAuyfTTpkyRWfOnFF0dLRKlSrleixYsMCbZQEAAIvw+qEfAACArFjm8mQAAIArEVQAAIBlEVQAAIBlEVQAAIBlEVQAAIBlEVQAAIBlEVQAAIBlEVQAAIBlEVQAAIBlEVQAAIBlEVQAAIBlEVQAAIBlEVQAAIBlEVQAAIBlEVQAAIBlEVQAAIBlEVQAAIBlEVQAAIBlEVQAAIBlEVQAAIBlEVQAAIBlEVQAAIBlEVQAAIBlEVQAAIBlEVQAAIBlEVQAAIBlEVQAAIBlEVQAAIBlEVQAAIBlEVQAAIBlEVQAAIBleTWo/Pjjj+rYsaNKly4tm82mxYsXe7McAABgMV4NKufOnVOtWrU0efJkb5YBAAAsqpA3N962bVu1bdvWmyUgFxhjlJycnKfbuHz9eb0tSfL395fNZsvz7QBWx/sb3ubVoOIpp9Mpp9Ppmk5MTPRiNUiXnJycr4GzS5cueb6NpUuXKiAgIM+3A1gd7294W4E6mTYmJkYOh8P1iIiI8HZJAAAgDxWoEZUXXnhBI0aMcE0nJiYSViwmKaqHjE8e/FgZI6Wl/PN/n0JSHgzb2tJSVGTrvFxfL3CjmHz337L7mlxfrzHSxbR//u/nkydvbzlTbRqyJjT3V4w8V6CCit1ul91u93YZyIbxKST5Fs6jtfvl0Xr/kfu/foEbi93XyO6bN+v2z5vVXoZ3eEFVoA79AACAm4tXR1SSkpK0b98+1/T+/fu1detWhYaGqly5cl6sDAAAWIFXg8rGjRvVrFkz13T6+Sd9+/bVzJkzvVQVAACwCq8GlejoaBnDcUMAAJA5zlEBAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACW5fWg8sEHH6hixYry9/dX3bp1tXr1am+XBAAALMKrQWXBggUaNmyYXnrpJW3ZskVNmjRR27ZtFR8f782yAACARRTy5sYnTpyo/v3765FHHpEkTZo0Sd99952mTJmimJgYb5YGDxhjXP+3XUqWSb2Ug4UkpaXkXVFX8ikk2bLvYktLdf3/8ucE3Mwufy8kXrTJ7nv194Yx0sW0vKzKnZ+PZLvK+9uZ+n8deH8XLF4LKhcvXtSmTZv0/PPPu7W3bt1aP/30U6bLOJ1OOZ1O13RiYmKe1oicufw1KbLtMy9WknucTqcCAwO9XQbgdZe/v59aG+rFSnIP7++CxWuHfv766y+lpqYqPDzcrT08PFxHjx7NdJmYmBg5HA7XIyIiIj9KBQAAXuLVQz+SZLtivM4Yk6Et3QsvvKARI0a4phMTEwkrFuBwOLRo0SKPljHGuP2lltfsdnuWP1eZcTgceVgNUHDw/oa3eS2olChRQr6+vhlGT44fP55hlCWd3W6X3W7Pj/LgAR8fHxUrVszbZQDIA7y/4W1eO/Tj5+enunXratmyZW7ty5YtU6NGjbxUFQAAsBKvHvoZMWKEHnzwQdWrV08NGzbU9OnTFR8frwEDBnizLAAAYBFeDSr333+/Tp48qXHjxunIkSOqXr26vv32W5UvX96bZQEAAIuwmQJ8QXliYqIcDofOnDmjkJAQb5cDAABywJPPb6/fQh8AACArBBUAAGBZBBUAAGBZBBUAAGBZBBUAAGBZBBUAAGBZBBUAAGBZBBUAAGBZBBUAAGBZXr2F/vVKv6luYmKilysBAAA5lf65nZOb4xfooHL27FlJUkREhJcrAQAAnjp79qwcDke2fQr0d/2kpaXp8OHDCg4Ols1m83Y5yGOJiYmKiIhQQkIC3+0E3GB4f99cjDE6e/asSpcuLR+f7M9CKdAjKj4+Pipbtqy3y0A+CwkJ4RcZcIPi/X3zuNpISjpOpgUAAJZFUAEAAJZFUEGBYbfbNXr0aNntdm+XAiCX8f5GVgr0ybQAAODGxogKAACwLIIKAACwLIIKAACwLIIKAACwLIIKCowPPvhAFStWlL+/v+rWravVq1d7uyQA1+nHH39Ux44dVbp0adlsNi1evNjbJcFiCCooEBYsWKBhw4bppZde0pYtW9SkSRO1bdtW8fHx3i4NwHU4d+6catWqpcmTJ3u7FFgUlyejQLjzzjtVp04dTZkyxdV2xx13qHPnzoqJifFiZQByi81m06JFi9S5c2dvlwILYUQFlnfx4kVt2rRJrVu3dmtv3bq1fvrpJy9VBQDIDwQVWN5ff/2l1NRUhYeHu7WHh4fr6NGjXqoKAJAfCCooMGw2m9u0MSZDGwDgxkJQgeWVKFFCvr6+GUZPjh8/nmGUBQBwYyGowPL8/PxUt25dLVu2zK192bJlatSokZeqAgDkh0LeLgDIiREjRujBBx9UvXr11LBhQ02fPl3x8fEaMGCAt0sDcB2SkpK0b98+1/T+/fu1detWhYaGqly5cl6sDFbB5ckoMD744AO98cYbOnLkiKpXr6533nlH99xzj7fLAnAd4uLi1KxZswztffv21cyZM/O/IFgOQQUAAFgW56gAAADLIqgAAADLIqgAAADLIqgAAADLIqgAAADLIqgAAADLIqgAAADLIqgAyHe7du3SXXfdJX9/f0VFReV4ubi4ONlsNp0+fTrPastP0dHRGjZsWJ5u48CBA7LZbNq6dWuebgfIKwQVIJf169dPNpstw+Py24Rfj5kzZ6po0aK5si5vGT16tIKCgrR7926tWLEi0z758SHubV988YVeeeUVb5cBWBrf9QPkgTZt2mjGjBlubWFhYV6qJmuXLl1S4cKF8327v//+u9q3b6/y5cvn+7bzw8WLF+Xn53fVfqGhoflQDVCwMaIC5AG73a5bbrnF7eHr6ytJ+uqrr1S3bl35+/vr1ltv1dixY5WSkuJaduLEiapRo4aCgoIUERGhQYMGKSkpSdI/hz4eeughnTlzxjVSM2bMGEmSzWbT4sWL3eooWrSo6/tS0g8BfPrpp4qOjpa/v79mz54tSZoxY4buuOMO+fv7KzIyUh988IFrHRcvXtSQIUNUqlQp+fv7q0KFCoqJicnyuaelpWncuHEqW7as7Ha7oqKiFBsb65pvs9m0adMmjRs3zq3+y/Xr10+rVq3Su+++63qeBw4ccM3ftGmT6tWrp8DAQDVq1Ei7d+92W/5q+/hKcXFxatCggYKCglS0aFE1btxYBw8edNXSuXNnt/7Dhg1TdHS0azo6OlpDhgzRiBEjVKJECbVq1Uo9evTQAw884LbcpUuXVKJECVeIvXzU6IUXXtBdd92VobaaNWtq9OjRrunsXitJWr9+vWrXri1/f3/Vq1dPW7ZsyfJ5AwWCAZCr+vbta+67775M58XGxpqQkBAzc+ZM8/vvv5vvv//eVKhQwYwZM8bV55133jE//PCD+eOPP8yKFStMlSpVzMCBA40xxjidTjNp0iQTEhJijhw5Yo4cOWLOnj1rjDFGklm0aJHb9hwOh5kxY4Yxxpj9+/cbSaZChQpm4cKF5o8//jB//vmnmT59uilVqpSrbeHChSY0NNTMnDnTGGPMm2++aSIiIsyPP/5oDhw4YFavXm3mzp2b5fOfOHGiCQkJMfPmzTO7du0yzz77rClcuLDZs2ePMcaYI0eOmGrVqpmnnnrKrf7LnT592jRs2NA8+uijrueZkpJiVq5caSSZO++808TFxZkdO3aYJk2amEaNGnm0jy936dIl43A4zNNPP2327dtnfvvtNzNz5kxz8ODBLF/PJ5980jRt2tQ13bRpU1OkSBHzzDPPmF27dpmdO3ear776ygQEBLg9v6+++sr4+/ubM2fOuJZ78sknjTHGbNu2zUgy+/btc/Xfvn27kWR2795tjDFXfa2SkpJMWFiYuf/++8327dvNV199ZW699VYjyWzZsiXL1wywMoIKkMv69u1rfH19TVBQkOvRtWtXY4wxTZo0MRMmTHDr/8knn5hSpUplub5PP/3UFC9e3DU9Y8YM43A4MvTLaVCZNGmSW5+IiIgMweOVV14xDRs2NMYY88QTT5jmzZubtLS0bJ93utKlS5vx48e7tdWvX98MGjTINV2rVi0zevTobNdz+Yd4uvSgsnz5clfbN998YySZCxcuGGM838cnT540kkxcXFym83MaVKKiotz6XLx40ZQoUcLMmjXL1dajRw/TrVu3LJ9jzZo1zbhx41zTL7zwgqlfv75r+mqv1bRp00xoaKg5d+6ca/6UKVMIKijQOEcFyAPNmjXTlClTXNNBQUGS/jlksWHDBo0fP941LzU1VcnJyTp//rwCAwO1cuVKTZgwQb/99psSExOVkpKi5ORknTt3zrWe61GvXj3X/0+cOKGEhAT1799fjz76qKs9JSVFDodD0j+HPlq1aqUqVaqoTZs26tChg1q3bp3puhMTE3X48GE1btzYrb1x48b65Zdfrrv2dDVr1nT9v1SpUpKk48ePq1y5cjnax5cLDQ1Vv379dO+996pVq1Zq2bKlunfv7lpvTl2+XyWpcOHC6tatm+bMmaMHH3xQ586d05dffqm5c+dmuY5evXrpv//9r0aOHCljjObNm+c6NJST12rnzp2qVauW23Ns2LChR88DsBqCCpAHgoKCVLly5QztaWlpGjt2rP71r39lmOfv76+DBw+qXbt2GjBggF555RWFhoZqzZo16t+/vy5dupTtNm02m4wxbm2ZLXN52ElLS5Mkffjhh7rzzjvd+qWfU1OnTh3t379fS5cu1fLly9W9e3e1bNlSn3/+eba1XM4Yk6Htelx+AnD6etOfy9X2cWZmzJihoUOHKjY2VgsWLNDLL7+sZcuW6a677pKPj4/H+zVdr1691LRpUx0/flzLli2Tv7+/2rZtm+Xz6tmzp55//nlt3rxZFy5cUEJCgus8l5y8VlfWCdwICCpAPqpTp452796daYiRpI0bNyolJUVvv/22fHz+Odf9008/devj5+en1NTUDMuGhYXpyJEjrum9e/fq/Pnz2dYTHh6uMmXK6I8//lCvXr2y7BcSEqL7779f999/v7p27ao2bdro77//znDVSkhIiEqXLq01a9bonnvucbX/9NNPatCgQba1XCmr53k1V9vHWaldu7Zq166tF154QQ0bNtTcuXN11113KSwsTNu3b3fru3Xr1hxdLdWoUSNFRERowYIFWrp0qbp165bt1UBly5bVPffcozlz5ujChQtq2bKlwsPDJeXstapatao++eQTXbhwQQEBAZKkdevW5XQXAJZEUAHy0ahRo9ShQwdFRESoW7du8vHx0a+//qpt27bp1VdfVaVKlZSSkqL33ntPHTt21P/+9z9NnTrVbR0VKlRQUlKSVqxY4RrmDwwMVPPmzTV58mTdddddSktL03PPPZejD9MxY8Zo6NChCgkJUdu2beV0OrVx40adOnVKI0aM0DvvvKNSpUopKipKPj4++uyzz3TLLbdkeS+XZ555RqNHj1alSpUUFRWlGTNmaOvWrZozZ45H+6pChQr6+eefdeDAARUpUiTHl/JebR9faf/+/Zo+fbo6deqk0qVLa/fu3dqzZ4/69OkjSWrevLnefPNNzZo1Sw0bNtTs2bO1fft21a5d+6q12Gw29ezZU1OnTtWePXu0cuXKqy7Tq1cvjRkzRhcvXtQ777zjNu9qr1XPnj310ksvqX///nr55Zd14MABvfXWWznab4BlefUMGeAGlN1VP8b8c1VKo0aNTEBAgAkJCTENGjQw06dPd82fOHGiKVWqlAkICDD33nuvmTVrlpFkTp065eozYMAAU7x4cSPJdVLqn3/+aVq3bm2CgoLMbbfdZr799ttMT6bN7KTKOXPmmKioKOPn52eKFStm7rnnHvPFF18YY/650iQqKsoEBQWZkJAQ06JFC7N58+Ysn19qaqoZO3asKVOmjClcuLCpVauWWbp0qVufnJxMu3v3bnPXXXeZgIAAI8ns37/fdTLt5ftiy5Ytrvk53ceXO3r0qOncubMpVaqU8fPzM+XLlzejRo0yqamprj6jRo0y4eHhxuFwmOHDh5shQ4ZkOJn2yhN/0+3YscNIMuXLl89wQnJmy506dcrY7XYTGBiY6RVR2b1Wxhizdu1aU6tWLePn52eioqLMwoULOZkWBZrNGA5qAgAAa+KGbwAAwLIIKgAAwLIIKgAAwLIIKgAAwLIIKgAAwLIIKgAAwLIIKgAAwLIIKgAAwLIIKgAAwLIIKgAAwLIIKgAAwLIIKgAAwLL+P44QFHE/cxfQAAAAAElFTkSuQmCC",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.boxplot(x='survived', y='sibsp', data=data,width=0.2)\n",
+ "plt.title('box with 2 features for the sibsp')\n",
+ "plt.ylabel('Values of sibsp')\n",
+ "plt.xlabel('Features of the survived')\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 45,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.boxplot(x='survived', y='parch', data=data,width=0.2)\n",
+ "plt.title('box with 2 features for the parch')\n",
+ "plt.ylabel('Values of parch')\n",
+ "plt.xlabel('Features of the survived')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 46,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.catplot(x='alone', hue='survived', kind='count', data=data)\n",
+ "plt.title('The number of people by whether be survived or alone or not')\n",
+ "plt.ylabel('The number of people')\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "few_env",
+ "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": "3.7.12"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/2023/homework/Jingqi-Lai/numpy_submit.txt b/2023/homework/Jingqi-Lai/numpy_submit.txt
new file mode 100644
index 00000000..92869791
--- /dev/null
+++ b/2023/homework/Jingqi-Lai/numpy_submit.txt
@@ -0,0 +1,10 @@
+C
+D
+B
+E
+C
+C
+E
+C
+C
+E
\ No newline at end of file
diff --git a/2023/homework/Jingqi-Lai/pandas_submit.txt b/2023/homework/Jingqi-Lai/pandas_submit.txt
new file mode 100644
index 00000000..18face45
--- /dev/null
+++ b/2023/homework/Jingqi-Lai/pandas_submit.txt
@@ -0,0 +1,12 @@
+B
+D
+C
+A
+B
+D
+A
+C
+C
+B
+B
+B
\ No newline at end of file
diff --git a/2023/homework/Jingqi-Lai/python_submit.txt b/2023/homework/Jingqi-Lai/python_submit.txt
new file mode 100644
index 00000000..27593e1d
--- /dev/null
+++ b/2023/homework/Jingqi-Lai/python_submit.txt
@@ -0,0 +1,108 @@
+C
+B
+C
+C
+C
+A
+A
+B
+B
+B
+B
+C
+A
+D
+A
+A
+A
+C
+D
+B
+A
+D
+C
+A
+D
+B
+C
+B
+A
+C
+C
+C
+B
+C
+D
+B
+A
+C
+D
+A
+B
+A
+C
+A
+C
+D
+B
+A
+B
+A
+A
+A
+B
+D
+D
+B
+A
+D
+B
+C
+B
+B
+A
+D
+A
+D
+A
+B
+A
+A
+D
+B
+C
+A
+C
+C
+B
+B
+C
+A
+B
+A
+C
+B
+A
+C
+C
+B
+B
+B
+A
+C
+A
+B
+B
+A
+A
+A
+C
+C
+A
+B
+B
+A
+A
+B
+A
+A
\ No newline at end of file
diff --git a/2023/homework/Jingqi-Lai/test.ipynb b/2023/homework/Jingqi-Lai/test.ipynb
new file mode 100644
index 00000000..44905170
--- /dev/null
+++ b/2023/homework/Jingqi-Lai/test.ipynb
@@ -0,0 +1,1166 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "import pandas as pd\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "练习1"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
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+ " \n",
+ " \n",
+ " | \n",
+ " year | \n",
+ " month | \n",
+ " passengers | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " 1949 | \n",
+ " January | \n",
+ " 112 | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " 1949 | \n",
+ " February | \n",
+ " 118 | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " 1949 | \n",
+ " March | \n",
+ " 132 | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " 1949 | \n",
+ " April | \n",
+ " 129 | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " 1949 | \n",
+ " May | \n",
+ " 121 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " year month passengers\n",
+ "0 1949 January 112\n",
+ "1 1949 February 118\n",
+ "2 1949 March 132\n",
+ "3 1949 April 129\n",
+ "4 1949 May 121"
+ ]
+ },
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data = sns.load_dataset(\"flights\")\n",
+ "data.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# 1. 分析年度乘客总量的变化情况(折线图)\n",
+ "# 按年份分组并计算每年的乘客总数\n",
+ "yearly_passengers = data.groupby('year')['passengers'].sum()\n",
+ "\n",
+ "# 绘制折线图\n",
+ "plt.figure(figsize=(12, 6))\n",
+ "plt.plot(yearly_passengers.index, yearly_passengers.values, marker='o')\n",
+ "plt.title('The number of passengers in each year')\n",
+ "plt.xlabel('year')\n",
+ "plt.ylabel('number')\n",
+ "#plt.grid(True)\n",
+ "plt.show()\n",
+ "\n",
+ "# 2. 分析乘客量在一年中12个月份的分布(柱状图)\n",
+ "# 按月份分组并计算每个月的乘客平均数\n",
+ "monthly_passengers = data.groupby('month')['passengers'].mean()\n",
+ "\n",
+ "# 由于月份是文本格式,为了让柱状图按自然月份顺序显示,可以对数据进行排序\n",
+ "months_order = ['January', 'February', 'March', 'April', 'May', 'June', 'July',\n",
+ " 'August', 'September', 'October', 'November', 'December']\n",
+ "monthly_passengers = monthly_passengers.reindex(months_order)\n",
+ "\n",
+ "# 绘制柱状图\n",
+ "plt.figure(figsize=(12, 6))\n",
+ "plt.bar(monthly_passengers.index, monthly_passengers.values)\n",
+ "plt.title('The number of passengers in each month')\n",
+ "plt.xlabel('month')\n",
+ "plt.ylabel('number')\n",
+ "plt.xticks(rotation=45) # 旋转x轴标签以便清晰显示\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "练习2"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " sepal_length | \n",
+ " sepal_width | \n",
+ " petal_length | \n",
+ " petal_width | \n",
+ " species | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " 5.1 | \n",
+ " 3.5 | \n",
+ " 1.4 | \n",
+ " 0.2 | \n",
+ " setosa | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " 4.9 | \n",
+ " 3.0 | \n",
+ " 1.4 | \n",
+ " 0.2 | \n",
+ " setosa | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " 4.7 | \n",
+ " 3.2 | \n",
+ " 1.3 | \n",
+ " 0.2 | \n",
+ " setosa | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " 4.6 | \n",
+ " 3.1 | \n",
+ " 1.5 | \n",
+ " 0.2 | \n",
+ " setosa | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " 5.0 | \n",
+ " 3.6 | \n",
+ " 1.4 | \n",
+ " 0.2 | \n",
+ " setosa | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " sepal_length sepal_width petal_length petal_width species\n",
+ "0 5.1 3.5 1.4 0.2 setosa\n",
+ "1 4.9 3.0 1.4 0.2 setosa\n",
+ "2 4.7 3.2 1.3 0.2 setosa\n",
+ "3 4.6 3.1 1.5 0.2 setosa\n",
+ "4 5.0 3.6 1.4 0.2 setosa"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data = sns.load_dataset(\"iris\")\n",
+ "data.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# 创建一个散点图矩阵\n",
+ "sns.pairplot(data, vars=['sepal_length', 'sepal_width', 'petal_length', 'petal_width'])\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# 为每个种类绘制提琴图\n",
+ "for species in data['species'].unique():\n",
+ " # 准备数据:将数据从宽格式转换为长格式\n",
+ " data_long = pd.melt(data[data['species'] == species], \n",
+ " id_vars='species', \n",
+ " var_name='features', \n",
+ " value_name='size')\n",
+ " \n",
+ " plt.figure(figsize=(10, 6))\n",
+ " sns.violinplot(x='features', y='size', data=data_long)\n",
+ " plt.title(f'{species} - Violin plot of All Features')\n",
+ " plt.show()\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# 核密度估计 - 每个种类的四个特征\n",
+ "for species in data['species'].unique():\n",
+ " plt.figure(figsize=(10, 6))\n",
+ " plt.suptitle(f'{species} - Kernel Density Estimation of All Features')\n",
+ " for i, feature in enumerate(['sepal_length', 'sepal_width', 'petal_length', 'petal_width']):\n",
+ " plt.subplot(1, 4, i+1)\n",
+ " sns.kdeplot(data[feature][data['species'] == species], shade=True)\n",
+ " plt.title(feature)\n",
+ " plt.tight_layout()\n",
+ " plt.show()\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "练习3"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " total_bill | \n",
+ " tip | \n",
+ " sex | \n",
+ " smoker | \n",
+ " day | \n",
+ " time | \n",
+ " size | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " 16.99 | \n",
+ " 1.01 | \n",
+ " Female | \n",
+ " No | \n",
+ " Sun | \n",
+ " Dinner | \n",
+ " 2 | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " 10.34 | \n",
+ " 1.66 | \n",
+ " Male | \n",
+ " No | \n",
+ " Sun | \n",
+ " Dinner | \n",
+ " 3 | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " 21.01 | \n",
+ " 3.50 | \n",
+ " Male | \n",
+ " No | \n",
+ " Sun | \n",
+ " Dinner | \n",
+ " 3 | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " 23.68 | \n",
+ " 3.31 | \n",
+ " Male | \n",
+ " No | \n",
+ " Sun | \n",
+ " Dinner | \n",
+ " 2 | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " 24.59 | \n",
+ " 3.61 | \n",
+ " Female | \n",
+ " No | \n",
+ " Sun | \n",
+ " Dinner | \n",
+ " 4 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " total_bill tip sex smoker day time size\n",
+ "0 16.99 1.01 Female No Sun Dinner 2\n",
+ "1 10.34 1.66 Male No Sun Dinner 3\n",
+ "2 21.01 3.50 Male No Sun Dinner 3\n",
+ "3 23.68 3.31 Male No Sun Dinner 2\n",
+ "4 24.59 3.61 Female No Sun Dinner 4"
+ ]
+ },
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data = sns.load_dataset(\"tips\")\n",
+ "data.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.lmplot(x='total_bill', y='tip', data=data)\n",
+ "plt.title('Relationship between Total Bill and Tip')\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.boxplot(x='sex', y='tip', data=data)\n",
+ "plt.xlabel('Features of the sex')\n",
+ "plt.ylabel('Values of tip')\n",
+ "plt.title('The box with 2 features for the tip')\n",
+ "plt.show()\n",
+ "\n",
+ "# 或者提琴图\n",
+ "sns.violinplot(x='sex', y='tip', data=data)\n",
+ "plt.xlabel('Features of the sex')\n",
+ "plt.ylabel('Values of tip')\n",
+ "plt.title('The box with 2 features for the tip')\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.boxplot(x='smoker', y='tip', data=data)\n",
+ "plt.title('The box with 2 features for the tip')\n",
+ "plt.xlabel('Features of the smoker')\n",
+ "plt.ylabel('Values of tip')\n",
+ "plt.show()\n",
+ "\n",
+ "# 或者提琴图\n",
+ "sns.violinplot(x='smoker', y='tip', data=data)\n",
+ "plt.title('The box with 2 features for the tip')\n",
+ "plt.xlabel('Features of the smoker')\n",
+ "plt.ylabel('Values of tip')\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.boxplot(x='day', y='tip', data=data)\n",
+ "plt.title('The box with 4 features for the tip')\n",
+ "plt.xlabel('Features of the day')\n",
+ "plt.ylabel('Values of tip')\n",
+ "plt.show()\n",
+ "\n",
+ "# 或者提琴图\n",
+ "sns.violinplot(x='day', y='tip', data=data)\n",
+ "plt.title('The box with 4 features for the tip')\n",
+ "plt.xlabel('Features of the day')\n",
+ "plt.ylabel('Values of tip')\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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//ffVoEED94XwOnbsKIfDodWrV2vYsGEXfD8tWrSQJKWkpGjgwIEKCAhQ48aNFRoaesHXFmfHjh3uLq7Jkyfrhx9+0A8//OCe3qhRI9WuXbvUy504caJWrlyp+Ph4DRs2TI0bN5bL5dLu3bu1dOlSzZgxQ9HR0erdu7eSk5OVmJiov/71r8rMzNSzzz5baBdXixYt9Oabb+qtt95Sw4YN5XQ61aJFC7Vt21aNGzfW6NGjlZOTo+rVq2vRokXuMUklMWLECC1cuFDXX3+9Ro4cqZYtWyovL08ZGRn66KOP9NBDD6l9+/Z68skntXfvXnXt2lXR0dE6evSoUlJSFBAQoE6dOpV6Ow0YMED//ve/NXDgQO3evVstWrTQxo0bNWXKFPXq1euSuh+L2l4ldan7YqNGjRQUFKR58+apadOmqlq1qiIjI4sN7pGRkbr55ps1fvx4RUREaO7cuVq5cqWmTZtWIdcCQgXz6vBjoAglOZvp7bff9mgv7MwdY4xZv3696d27t6lRo4YJCAgwUVFRpnfv3gVeX9R63njjDTNs2DBTu3Zt43A4zHXXXWc2b95cYP7Fixeb9u3bG6fTaUJCQkzXrl3Nxx9/7J7+5z//2QQHBxc4++btt982ksxzzz1XbD3GGJOSkmIkmXvuucejPSEhwUgyS5YsKdE2GTNmjImMjDR+fn4eZ+nUr1/f9O7du8B6O3XqVOjZLOfKPxOoqEdhZ6KcT4WczWSMMYcPHzbDhg0zDRo0MAEBAaZGjRrmqquuMo8//rg5ceKEe75XX33VNG7c2DgcDtOwYUMzdepU88orrxQ4Q2n37t2me/fuJjQ01Egy9evXd0/7/vvvTffu3U1YWJipXbu2efDBB82HH35Y6NlM559RlO/EiRPmiSeeMI0bNzaBgYEmPDzctGjRwowcOdIcOHDAGGPMBx98YHr27GmioqJMYGCgqVOnjunVq5fHqfxFKWrdmZmZ5r777jMRERGmSpUqpn79+mbMmDHus90utJ2LUtT2qqh90Rhj5s+fb5o0aWICAgKMJDNu3DhjTNFnM/Xu3du88847plmzZiYwMNDExcWZ5OTkEr9n2ItlzDlXkwIAwObi4uLUvHlzffDBB94uBRWEs5kAAICtEWYAAICt0c0EAABsjSMzAADA1ggzAADA1ggzAADA1ir9RfPy8vK0b98+hYaGVujluwEAwMUzxuj48eOKjIz0uIlvYSp9mNm3b59iYmK8XQYAALgIe/bsUXR0dLHzVPowk3+J9j179igsLMzL1QAAgJLIyspSTExMiW61UunDTH7XUlhYGGEGAACbKckQEQYAAwAAWyPMAAAAWyPMAAAAWyPMAAAAWyPMAAAAWyPMAAAAWyPMAAAAWyPMAAAAWyPMAAAAWyPMAABsIS0tTf3791daWpq3S4GP8WqY2bBhg2666SZFRkbKsiwtXrzYY7oxRuPHj1dkZKSCgoLUuXNnffPNN94pFgDgNS6XS8nJyTp48KCSk5Plcrm8XRJ8iFfDzMmTJ9WqVStNnz690OlPP/20kpOTNX36dKWnp6tevXpKSEjQ8ePHK7hSAIA3zZs3T5mZmZKkzMxMpaamerki+BLLGGO8XYR09kZSixYt0q233irp7FGZyMhIjRgxQo8++qgkKTs7W3Xr1tW0adN07733lmi5WVlZCg8P17Fjx7jRJADY0N69ezVw4EDl5ua626pUqaI5c+YoOjrai5WhPJXm+9tnx8zs2rVLBw4cUPfu3d1tDodDnTp1Kra/NDs7W1lZWR4PAIA9GWOUkpJSZLuP/D0OL/PZMHPgwAFJUt26dT3a69at655WmKlTpyo8PNz9iImJKdc6AQDlJyMjQ+np6R5HZSQpNzdX6enpysjI8FJl8CU+G2byWZbl8dwYU6DtXGPGjNGxY8fcjz179pR3iQCAchIbG6u2bdvK39/fo93f31/t2rVTbGyslyqDL/HZMFOvXj1JKnAU5tChQwWO1pzL4XAoLCzM4wEAsCfLsjR8+PAi24v74xa/Hz4bZho0aKB69epp5cqV7rbffvtN69evV3x8vBcrAwBUpOjoaCUmJrqDi2VZSkxMVFRUlJcrg6/wapg5ceKEtm3bpm3btkk6O+h327ZtysjIkGVZGjFihKZMmaJFixbp66+/1qBBgxQcHKzExERvlg0AqGBJSUmqWbOmJKlWrVp8D8BDFW+ufPPmzbrhhhvcz0eNGiVJGjhwoObMmaNHHnlEp0+f1v33368jR46offv2+uijjxQaGuqtkgEAXuB0OjVq1CilpKRo+PDhcjqd3i4JPsRnrjNTXrjODAAA9lMprjMDAABQEoQZAABga4QZAABga4QZAABga4QZAABga4QZAABga4QZAABga4QZAABga4QZAABga4QZAABga4QZAABga4QZAABga4QZAABga4QZAABga4QZAABga4QZAABga4QZAABga4QZAABga4QZAABga4QZAABga4QZAABga4QZAABga4QZAABga4QZAABga4QZAABga4QZAIAtpKWlqX///kpLS/N2KfAxhBkAgM9zuVxKTk7WwYMHlZycLJfL5e2S4EMIMwAAnzdv3jxlZmZKkjIzM5WamurliuBLCDMAAJ+2d+9epaamyhgjSTLGKDU1VXv37vVyZfAVhBkAgM8yxiglJaXI9vyAg983wgwAwGdlZGQoPT1dubm5Hu25ublKT09XRkaGlyqDLyHMAAB8VmxsrNq2bSt/f3+Pdn9/f7Vr106xsbFeqgy+hDADAPBZlmVp+PDhRbZbluWFquBrCDMAAJ8WHR2txMREd3CxLEuJiYmKiorycmXwFYQZAIDPS0pKUs2aNSVJtWrVUmJiopcrgi8hzAAAfJ7T6dSoUaNUt25djRw5Uk6n09slwYdU8XYBAACURHx8vOLj471dBnwQR2YAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICtEWYAAICt+XSYycnJ0RNPPKEGDRooKChIDRs21MSJE5WXl+ft0gAAgI+o4u0CijNt2jTNmDFDr732mpo1a6bNmzfrrrvuUnh4uIYPH+7t8gAAgA/w6TCzadMm3XLLLerdu7ckKS4uTvPnz9fmzZu9XBkAAPAVPt3NdO2112r16tX6/vvvJUlffPGFNm7cqF69enm5MgAA4Ct8+sjMo48+qmPHjqlJkyby9/dXbm6uJk+erDvvvLPI12RnZys7O9v9PCsrqyJKBQAAXuLTR2beeustzZ07V6mpqdqyZYtee+01Pfvss3rttdeKfM3UqVMVHh7ufsTExFRgxQAAoKJZxhjj7SKKEhMTo7///e964IEH3G3/+Mc/NHfuXH333XeFvqawIzMxMTE6duyYwsLCyr1mAABw6bKyshQeHl6i72+f7mY6deqU/Pw8Dx75+/sXe2q2w+GQw+Eo79IAAICP8Okwc9NNN2ny5MmKjY1Vs2bNtHXrViUnJ2vw4MHeLg0AAPgIn+5mOn78uMaOHatFixbp0KFDioyM1J133qknn3xSgYGBJVpGaQ5TAQAA31Ca72+fDjNlgTADAID9lOb726fPZgIAALgQwgwAALA1wgwAALA1wgwAALA1wgwAwBbS0tLUv39/paWlebsU+BjCDADA57lcLiUnJ+vgwYNKTk6Wy+XydknwIYQZAIDPmzdvnjIzMyVJmZmZSk1N9XJF8CWEGQCAT9u7d69SU1OVf1k0Y4xSU1O1d+9eL1cGX0GYAQD4LGOMUlJSimyv5Nd9RQkRZgAAPisjI0Pp6enKzc31aM/NzVV6eroyMjK8VBl8CWEGAOCzYmNj1bZtW/n7+3u0+/v7q127doqNjfVSZfAlhBkAgM+yLEvDhw8vst2yLC9UBV9DmAEA+LTo6GglJia6g4tlWUpMTFRUVJSXK4OvIMwAAHxeUlKSatasKUmqVauWEhMTvVwRfAlhBgDg85xOp0aNGqW6detq5MiRcjqd3i4JPqSKtwsAAKAk4uPjFR8f7+0y4IM4MgMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAsIW0tDT1799faWlp3i4FPoYwg0qFDzugcnK5XEpOTtbBgweVnJwsl8vl7ZLgQwgzqDT4sAMqr3nz5ikzM1OSlJmZqdTUVC9XBF9CmEGlwYcdUDnt3btXqampMsZIkowxSk1N1d69e71cGXwFYQaVAh92QOVkjFFKSkqR7fn7PH7fCDOwPT7sgMorIyND6enpys3N9WjPzc1Venq6MjIyvFQZfAlhBrbHhx1QecXGxqpt27by9/f3aPf391e7du0UGxvrpcrgSwgzsD0+7IDKy7IsDR8+vMh2y7K8UBV8DWEGtseHHVC5RUdHKzEx0b0vW5alxMRERUVFebky+ArCDCoFPuyAyi0pKUlOp1OS5HQ6lZiY6OWK4EsuKsysXr1affr0UaNGjXTZZZepT58+WrVqVVnXBpRKUlKSatasKUmqVasWH3ZAJeJyudzXjjr3Z0C6iDAzffp09ejRQ6GhoRo+fLiGDRumsLAw9erVS9OnTy+PGoEScTqdGjVqlOrWrauRI0e6/4oDYH9jx471uPTCk08+6eWK4EssU8rzVqOiojRmzBgNHTrUo/3f//63Jk+erH379pVpgZcqKytL4eHhOnbsmMLCwrxdDgCglDZv3qzRo0cXaH/22Wd19dVXe6EiVITSfH+X+shMVlaWevToUaC9e/fuysrKKu3iAAAoUl5eniZOnFjotIkTJyovL6+CK4IvKnWYufnmm7Vo0aIC7e+9955uuummMikKAABJ+vTTT4v8QzkrK0uffvppBVcEX1SltC9o2rSpJk+erHXr1qlDhw6SpE8++UQff/yxHnroIf3rX/9yzzts2LCyqxQA8LvTvn17hYWFFRpowsPD1b59ey9UBV9T6jEzDRo0KNmCLUs//vjjRRVVlhgzAwD2VtSYmeTkZLVp08YLFaEilOb7u9RHZnbt2nXRhQEAUFpXX321WrRooa+++srd1rJlS4IM3LhoHgDA502aNEl+fme/svz8/IocFIzfpxIdmRk1apQmTZqkkJAQjRo1qth5k5OTy6QwAADyVatWTUlJSZo3b56SkpJUrVo1b5cEH1KiMLN161adOXPG/TMAABVtyJAhGjJkiLfLgA8q9QBgu2EAMAAA9lOuF80bPHiwjh8/XqD95MmTGjx4cGkXBwAAcElKHWZee+01nT59ukD76dOn9frrr5dJUQAAACVV4lOzs7KyZIyRMUbHjx/3uIlfbm6uli5dqjp16pRLkQAAAEUpcZipVq2aLMuSZVn6wx/+UGC6ZVmaMGFCmRYHAABwISUOM2vXrpUxRl26dNHChQtVo0YN97TAwEDVr19fkZGR5VIkAABAUUocZjp16iTp7BWAY2NjZVlWuRUFAABQUqUeAFy/fv0KDTI///yz/vznP6tmzZoKDg5W69at9fnnn1fY+gEAgG8r9b2ZKtKRI0fUsWNH3XDDDVq2bJnq1KmjnTt3cuVHAADg5tNhZtq0aYqJidHs2bPdbXFxcd4rCABsxhgjl8vl7TIumTFG2dnZkiSHw1Ephjo4nc5K8T58QYnCzJIlS9SzZ08FBASUdz0F1nvjjTfq9ttv1/r16xUVFaX7779f99xzT5Gvyc7Odv+Hl86eUg4Av1cul0s9e/b0dhkoxLJlyxQUFOTtMiqFEo2Z6du3r44ePSpJ8vf316FDh8qzJrcff/xRL730ki6//HKtWLFC9913n4YNG1bsxfmmTp2q8PBw9yMmJqZCagUAAN5Ronsz1atXT7NmzdJNN90kPz8/HTx4ULVr1y734gIDA3X11VcrLS3N3TZs2DClp6dr06ZNhb6msCMzMTEx3JvpdyItLU0pKSkaPny44uPjvV0O4HWVpZvJ5XKpb9++kqRFixZ5XLjVruhmKl5p7s1Uom6m++67T7fccov7onn16tUrct7c3NzSVVuMiIgIXXHFFR5tTZs21cKFC4t8jcPhkMPhKLMaYB8ul0vJycn65ZdflJycrDZt2lSKDzzgUliWVem6MpxOZ6V7T7g0JQoz48eP1x133KH//ve/uvnmmzV79uwKOaOoY8eO2rFjh0fb999/r/r165f7umE/8+bNU2ZmpiQpMzNTqamp3PwUAH4HSnw2U5MmTdSkSRONGzdOt99+u4KDg8uzLknSyJEjFR8frylTpqhfv3767LPPNHPmTM2cObPc1w172bt3r1JTU5Xfa2qMUWpqqrp3767o6GgvVwcAKE+lvmjeuHHjFBwcrMOHD2vjxo36+OOPdfjw4fKoTW3bttWiRYs0f/58NW/eXJMmTdLzzz+vpKSkclkf7MkYo5SUlCLbSzAsDABgY6W+zsypU6c0dOhQvfHGG+7xMf7+/howYIBeeOGFMj9i06dPH/Xp06dMl4nKJSMjQ+np6QXac3NzlZ6eroyMDLomAaASK/WRmZEjR2r9+vVasmSJjh49qqNHj+q9997T+vXr9dBDD5VHjUCxYmNj1bZtW/n7+3u0+/v7q127doqNjfVSZQCAilDqMLNw4UK98sor6tmzp8LCwhQWFqZevXpp1qxZeuedd8qjRqBYlmVp+PDhRbZz6iMAVG6lDjOnTp1S3bp1C7TXqVNHp06dKpOigNKKjo5WYmKiO7hYlqXExERFRUV5uTIAQHkrdZjp0KGDxo0b53ERptOnT2vChAnq0KFDmRYHlEZSUpJq1qwpSapVq5YSExO9XBEAoCKUegBwSkqKevTooejoaLVq1UqWZWnbtm1yOp1asWJFedQIlIjT6dSoUaPcVwDmgnkA8PtQ6jDTvHlz/fDDD5o7d66+++47GWN0xx13KCkpiSsywuvi4+O5jQEA/M6UOsxIUlBQULF3rgYAAKgopR4zAwAA4EsIMwAAwNYIMwAAwNYIMwAAwNZKHWb27NmjvXv3up9/9tlnGjFiBHeyBgAAXlHqMJOYmKi1a9dKkg4cOKCEhAR99tlneuyxxzRx4sQyLxAAAKA4pQ4zX3/9tdq1aydJWrBggZo3b660tDSlpqZqzpw5ZV0fAABAsUodZs6cOSOHwyFJWrVqlW6++WZJUpMmTbR///6yrQ4AAOACSh1mmjVrphkzZug///mPVq5cqR49ekiS9u3b574vDgAAQEUpdZiZNm2aXn75ZXXu3Fl33nmnWrVqJUlasmSJu/sJAACgopT6dgadO3fWL7/8oqysLFWvXt3d/te//lXBwcFlWhwAAMCFXNR1Zowx+vzzz/Xyyy/r+PHjkqTAwEDCDAAAqHClPjLz008/qUePHsrIyFB2drYSEhIUGhqqp59+Wi6XSzNmzCiPOgEAAApV6iMzw4cP19VXX60jR44oKCjI3d63b1+tXr26TIsDAAC4kFIfmdm4caM+/vhjBQYGerTXr19fP//8c5kVBgAAUBKlDjN5eXnKzc0t0L53716FhoaWSVGoWMYYuVwub5dxyYwxys7OliQ5HA5ZluXlii6d0+msFO8DAMpTqcNMQkKCnn/+efe9mCzL0okTJzRu3Dj16tWrzAtE+XO5XOrZs6e3y0Ahli1b5tGdCwAoqNRh5rnnntMNN9ygK664Qi6XS4mJifrhhx9Uq1YtzZ8/vzxqBAAAKFKpw0xkZKS2bdum+fPna8uWLcrLy9OQIUOUlJTEX5A25XQ6tWzZMm+XcclcLpf69u0rSVq0aJGcTqeXK7p0leE9AEB5K3WYkaSgoCANHjxYgwcPLut64AWWZVW6IOp0OivdewIAFK7UYeb1118vdvqAAQMuuhgAAIDSKnWYGT58uMfzM2fO6NSpU+4rABNmAABARSr1RfOOHDni8Thx4oR27Niha6+9lgHAAACgwl3UvZnOd/nll+upp54qcNQGAACgvJVJmJEkf39/7du3r6wWBwAAUCKlHjOzZMkSj+fGGO3fv1/Tp09Xx44dy6wwAACAkih1mLn11ls9nluWpdq1a6tLly765z//WVZ1AQAAlMhF3ZsJAADAV5TZmBkAAABvKNGRmVGjRpV4gcnJyRddDAAAQGmVKMxs3bq1RAuzLOuSigEAACitEoWZtWvXlncdAAAAF4UxMwAAwNYu6q7Z6enpevvtt5WRkaHffvvNY9q7775bJoUBAACURKmPzLz55pvq2LGjtm/frkWLFunMmTPavn271qxZo/Dw8PKoEQAAoEilDjNTpkzRc889pw8++ECBgYFKSUnRt99+q379+ik2NrY8agQAAChSqcPMzp071bt3b0mSw+HQyZMnZVmWRo4cqZkzZ5Z5gQAAAMUpdZipUaOGjh8/LkmKiorS119/LUk6evSoTp06VbbVAQAAXECpBwBfd911WrlypVq0aKF+/fpp+PDhWrNmjVauXKmuXbuWR40AAABFKnGY2bZtm1q3bq3p06fL5XJJksaMGaOAgABt3LhRf/zjHzV27NhyKxQAAKAwJQ4zbdq00ZVXXqm7775biYmJkiQ/Pz898sgjeuSRR8qtQAAAgOKUeMzMxx9/rDZt2ujvf/+7IiIi9Oc//5krAwMAAK8rcZjp0KGDZs2apQMHDuill17S3r171a1bNzVq1EiTJ0/W3r17y7NOAACAQpX6bKagoCANHDhQ69at0/fff68777xTL7/8sho0aKBevXqVR40AAABFuqR7MzVq1Eh///vf9fjjjyssLEwrVqwoq7oAAABK5KLuzSRJ69ev16uvvqqFCxfK399f/fr105AhQ8qyNgAAgAsqVZjZs2eP5syZozlz5mjXrl2Kj4/XCy+8oH79+ikkJKS8agQAAChSicNMQkKC1q5dq9q1a2vAgAEaPHiwGjduXJ61AQAAXFCJw0xQUJAWLlyoPn36yN/fvzxrAgAAKLESh5klS5aUZx0AAAAX5ZLOZgIAAPA2wgwAALA1wgwAALA1wgwAALA1wgwAALA1wgwAALA1wgwAALA1W4WZqVOnyrIsjRgxwtulAAAAH2GbMJOenq6ZM2eqZcuW3i4FAAD4EFuEmRMnTigpKUmzZs1S9erVvV0OAADwIbYIMw888IB69+6tbt26XXDe7OxsZWVleTwAAEDlVeJ7M3nLm2++qS1btig9Pb1E80+dOlUTJkwo56oAAICv8OkjM3v27NHw4cM1d+5cOZ3OEr1mzJgxOnbsmPuxZ8+ecq4SAAB4k08fmfn888916NAhXXXVVe623NxcbdiwQdOnT1d2drb8/f09XuNwOORwOCq6VAAA4CU+HWa6du2qr776yqPtrrvuUpMmTfToo48WCDIAAOD3x6fDTGhoqJo3b+7RFhISopo1axZoBwAAv08+PWYGAADgQnz6yExh1q1b5+0SAACAD+HIDAAAsDXCDAAAsDXCDAAAsDXbjZkBgIpijJHL5fJ2GZA8fg/8TnyH0+mUZVneLoMwAwBFcblc6tmzp7fLwHn69u3r7RLw/y1btkxBQUHeLoNuJgAAYG8cmQGAEph+7a9y+Btvl/G7ZYz0W97ZnwP9JB/o2fjdys61NHRjDW+X4YEwAwAl4PA3cnAHFa8q2e2GUf58L9TTzQQAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyN2xlcImMMt6P3Eef+Hvid+A6n0ymLG+kAKEeEmUvkcrnUs2dPb5eB8/Tt29fbJeD/W7ZsmYKCgrxdBoBKjG4mAABgaxyZKUMnWt8p48cm9RpjpLycsz/7VZHo2vAaKy9HVbfN93YZAH4n+OYtQ8aviuQf4O0yfucCvV0AJBlvFwDgd4VuJgAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuczQQARTDmf+dlZed6sRDAh5y7L5y7j3gTYQYAipCdne3+eejGml6sBPBN2dnZCg4O9nYZdDMBAAB748gMABTB4XC4f55+baYc/l4sBvAR2bn/O1J57j7iTYQZACjCuXf7dviLMAOcx/KR28bQzQQAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGytircLsDtjzP+e5J7xXiGALzlnX/DYRwCgHBBmLlF2drb759Av3vRiJYBvys7OVnBwsLfLAFCJ0c0EAABsjSMzl8jhcLh/Pt7qDsk/wIvVAD4i94z7SOW5+wgAlAfCzCWyLOt/T/wDCDPAeTz2EQAoB3QzAQAAWyPMAAAAW/PpMDN16lS1bdtWoaGhqlOnjm699Vbt2LHD22UBAAAf4tNhZv369XrggQf0ySefaOXKlcrJyVH37t118uRJb5cGAAB8hE8PAF6+fLnH89mzZ6tOnTr6/PPPdf3113upKgAA4Et8Osyc79ixY5KkGjVqeLmSwll5OeJap15kjJSXc/ZnvyoSZ9F4jZX/e6hEsnMtiT3ca4yRfss7+3OgH7u3N53dF3yLbcKMMUajRo3Stddeq+bNmxc5X3Z2tsdVebOysiqiPElS1W3zK2xdACrW0I2++UcUAB8fM3OuoUOH6ssvv9T8+cUHhqlTpyo8PNz9iImJqaAKAQCAN1jGBneBe/DBB7V48WJt2LBBDRo0KHbewo7MxMTE6NixYwoLCyvz2owxcrlcZb5clJ7L5VLfvn0lSYsWLZLT6fRyRZAkp9Np2wvnsX/7DvZv31Se+3dWVpbCw8NL9P3t091Mxhg9+OCDWrRokdatW3fBICOdvXR6RV4+3bIsBQUFVdj6UDJOp5PfCy4Z+7dvYv/G+Xw6zDzwwANKTU3Ve++9p9DQUB04cECSFB4ezn9kAAAgycfHzLz00ks6duyYOnfurIiICPfjrbfe8nZpAADAR/j0kRkbDOcBAABe5tNHZgAAAC6EMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGytircLgPcZY+RyubxdxiU79z1UhvcjSU6nU5ZlebsMAPBphBnI5XKpZ8+e3i6jTPXt29fbJZSJZcuWKSgoyNtlAIBPo5sJAADYGkdmIKfTqWXLlnm7jEtmjFF2drYkyeFwVIruGafT6e0SAMDnEWYgy7IqTVdGcHCwt0sAAFQwupkAAICtEWYAAICtEWYAAICtEWYAAICtMQAYACoxLorpu7goZtkhzABAJcZFMX0XF8UsO3QzAQAAW+PIDABUYlwU03dxUcyyQ5gBgEqMi2Li94BuJgAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuEGQAAYGuV/q7ZxhhJUlZWlpcrAQAAJZX/vZ3/PV6cSh9mjh8/LkmKiYnxciUAAKC0jh8/rvDw8GLnsUxJIo+N5eXlad++fQoNDZVlWd4uB+UsKytLMTEx2rNnj8LCwrxdDoAyxP79+2KM0fHjxxUZGSk/v+JHxVT6IzN+fn6Kjo72dhmoYGFhYXzYAZUU+/fvx4WOyORjADAAALA1wgwAALA1wgwqFYfDoXHjxsnhcHi7FABljP0bRan0A4ABAEDlxpEZAABga4QZAABga4QZAABga4QZ/O7t3r1blmVp27Zt3i4F+N2xLEuLFy/2dhmwOcIMfMKgQYN06623ersMAGVk0KBBsixLlmUpICBAdevWVUJCgl599VXl5eW559u/f7969uzpxUpRGRBmAADlokePHtq/f792796tZcuW6YYbbtDw4cPVp08f5eTkSJLq1avnE6danzlzxtsl4BIQZuDT5syZo2rVqnm0LV682OM+W+PHj1fr1q31xhtvKC4uTuHh4brjjjvcNxmVzt6ja9q0abrsssvkcDgUGxuryZMneyz3xx9/1A033KDg4GC1atVKmzZtKtf3BlR2DodD9erVU1RUlNq0aaPHHntM7733npYtW6Y5c+ZI8uxmyu/yfffdd4vcF/M/E1asWKGmTZuqatWq7tB0rtmzZ6tp06ZyOp1q0qSJXnzxRfe0/PUsWLBAnTt3ltPp1Ny5c8t9e6D8EGZQKezcuVOLFy/WBx98oA8++EDr16/XU0895Z4+ZswYTZs2TWPHjtX27duVmpqqunXreizj8ccf1+jRo7Vt2zb94Q9/0J133un+6xFA2ejSpYtatWqld999t8h5LrQvnjp1Ss8++6zeeOMNbdiwQRkZGRo9erR7+qxZs/T4449r8uTJ+vbbbzVlyhSNHTtWr732msd6Hn30UQ0bNkzffvutbrzxxrJ/s6gwlf5Gk/h9yMvL05w5cxQaGipJ+stf/qLVq1dr8uTJOn78uFJSUjR9+nQNHDhQktSoUSNde+21HssYPXq0evfuLUmaMGGCmjVrpv/+979q0qRJxb4ZoJJr0qSJvvzyyyKnX2hfPHPmjGbMmKFGjRpJkoYOHaqJEye6Xz9p0iT985//1B//+EdJUoMGDbR9+3a9/PLL7s8ASRoxYoR7HtgbR2ZQKcTFxbmDjCRFRETo0KFDkqRvv/1W2dnZ6tq1a7HLaNmypcfrJbmXAaDsGGM8uorPd6F9MTg42B1k8ufJn3748GHt2bNHQ4YMUdWqVd2Pf/zjH9q5c6fHeq6++uoyeT/wPo7MwKf5+fnp/DtuFDZQLyAgwOO5ZVnuMyaCgoJKtK5zl5H/QXvuWRcAysa3336rBg0aFDn9QvtiYft7/udE/nyzZs1S+/btPebz9/f3eB4SEnIR1cMXcWQGPq127do6fvy4Tp486W4r7fVgLr/8cgUFBWn16tVlXB2A0lqzZo2++uor/elPfyqX5detW1dRUVH68ccfddlll3k8igtQsDeOzMBnHDt2rEBQadasmYKDg/XYY4/pwQcf1GeffeY+C6KknE6nHn30UT3yyCMKDAxUx44ddfjwYX3zzTcaMmRI2b0BAB6ys7N14MAB5ebm6uDBg1q+fLmmTp2qPn36aMCAAeW23vHjx2vYsGEKCwtTz549lZ2drc2bN+vIkSMaNWpUua0X3kOYgc9Yt26drrzySo+2gQMHau7cuXr44Yc1c+ZMdevWTePHj9df//rXUi177NixqlKlip588knt27dPERERuu+++8qyfADnWb58uSIiIlSlShVVr15drVq10r/+9S8NHDhQfn7l1zFw9913Kzg4WM8884weeeQRhYSEqEWLFhoxYkS5rRPeZZnzByQAAADYCGNmAACArRFmAACArRFmAACArRFmAACArRFmAACArRFmAACArRFmAACArRFmAFQq3333na655ho5nU61bt26xK9bt26dLMvS0aNHy622fLt375ZlWaW+NQeAwhFmABsZNGiQLMsq8Pjvf/9bJsufM2eOqlWrVibL8pZx48YpJCREO3bsKPJ+XJ07d66wq8EOGjRIt956q0dbTEyM9u/fr+bNm1dIDUBlx+0MAJvp0aOHZs+e7dFWu3ZtL1VTtDNnzhS4u3FF2Llzp3r37q369etX+LpLyt/fX/Xq1fN2GUClwZEZwGYcDofq1avn8fD395ckvf/++7rqqqvkdDrVsGFDTZgwQTk5Oe7XJicnq0WLFgoJCVFMTIzuv/9+nThxQtLZbpa77rpLx44dcx/xGT9+vCTJsiwtXrzYo45q1aq5b/qZ322yYMECde7cWU6nU3PnzpUkzZ49W02bNpXT6VSTJk304osvupfx22+/aejQoYqIiJDT6VRcXJymTp1a5HvPy8vTxIkTFR0dLYfDodatW2v58uXu6ZZl6fPPP9fEiRM96j/XoEGDtH79eqWkpLjf5+7du93TP//8c1199dUKDg5WfHy8duzY4fH6C23jc40fP16vvfaa3nvvPfe61q1bV6CbKb+La8WKFbryyisVFBSkLl266NChQ1q2bJmaNm2qsLAw3XnnnTp16pR7+cYYPf3002rYsKGCgoLUqlUrvfPOO0VuP6DSMgBsY+DAgeaWW24pdNry5ctNWFiYmTNnjtm5c6f56KOPTFxcnBk/frx7nueee86sWbPG/Pjjj2b16tWmcePG5m9/+5sxxpjs7Gzz/PPPm7CwMLN//36zf/9+c/z4cWOMMZLMokWLPNYXHh5uZs+ebYwxZteuXUaSiYuLMwsXLjQ//vij+fnnn83MmTNNRESEu23hwoWmRo0aZs6cOcYYY5555hkTExNjNmzYYHbv3m3+85//mNTU1CLff3JysgkLCzPz58833333nXnkkUdMQECA+f77740xxuzfv980a9bMPPTQQx71n+vo0aOmQ4cO5p577nG/z5ycHLN27VojybRv396sW7fOfPPNN+a6664z8fHxpdrG5zp+/Ljp16+f6dGjh3td2dnZ7u21detWY4xxr/uaa64xGzduNFu2bDGXXXaZ6dSpk+nevbvZsmWL2bBhg6lZs6Z56qmn3Mt/7LHHTJMmTczy5cvNzp07zezZs43D4TDr1q0rchsClRFhBrCRgQMHGn9/fxMSEuJ+3HbbbcYYY6677jozZcoUj/nfeOMNExERUeTyFixYYGrWrOl+Pnv2bBMeHl5gvpKGmeeff95jnpiYmALhZNKkSaZDhw7GGGMefPBB06VLF5OXl1fs+84XGRlpJk+e7NHWtm1bc//997uft2rVyowbN67Y5XTq1MkMHz7coy0/UKxatcrd9uGHHxpJ5vTp08aYi9vGhQXQosLMueueOnWqkWR27tzpbrv33nvNjTfeaIwx5sSJE8bpdJq0tDSPZQ8ZMsTceeedxb5/oLJhzAxgMzfccINeeukl9/OQkBBJZ7tH0tPTNXnyZPe03NxcuVwunTp1SsHBwVq7dq2mTJmi7du3KysrSzk5OXK5XDp58qR7OZfi6quvdv98+PBh7dmzR0OGDNE999zjbs/JyVF4eLiks10+CQkJaty4sXr06KE+ffqoe/fuhS47KytL+/btU8eOHT3aO3bsqC+++OKSa8/XsmVL988RERGSpEOHDik2NrZE27is1l23bl0FBwerYcOGHm2fffaZJGn79u1yuVxKSEjwWMZvv/2mK6+88pLqAOyGMAPYTEhIiC677LIC7Xl5eZowYYL++Mc/FpjmdDr1008/qVevXrrvvvs0adIk1ahRQxs3btSQIUN05syZYtdpWZaMMR5thb3m3ECUl5cnSZo1a5bat2/vMV/+GJ82bdpo165dWrZsmVatWqV+/fqpW7duxY77sCzL47kxpkDbpTh30HL+cvPfy4W2cVmv+/wB1JZledQiSR9++KGioqI85nM4HJdcC2AnhBmgkmjTpo127NhRaNCRpM2bNysnJ0f//Oc/5ed3duz/ggULPOYJDAxUbm5ugdfWrl1b+/fvdz//4YcfPAaiFqZu3bqKiorSjz/+qKSkpCLnCwsLU//+/dW/f3/ddttt6tGjh3799VfVqFGjwHyRkZHauHGjrr/+end7Wlqa2rVrV2wt5yvqfV7IhbZxWa7rQq644go5HA5lZGSoU6dOZb58wE4IM0Al8eSTT6pPnz6KiYnR7bffLj8/P3355Zf66quv9I9//EONGjVSTk6OXnjhBd100036+OOPNWPGDI9lxMXF6cSJE1q9erVatWql4OBgBQcHq0uXLpo+fbquueYa5eXl6dFHHy3Radfjx4/XsGHDFBYWpp49eyo7O1ubN2/WkSNHNGrUKD333HOKiIhQ69at5efnp7ffflv16tUr8lo3Dz/8sMaNG6dGjRqpdevWmj17trZt26Z58+aValvFxcXp008/1e7du1W1atUCwakoF9rGRa1rxYoV2rFjh2rWrOnuYrtUoaGhGj16tEaOHKm8vDxde+21ysrKUlpamqpWraqBAweWyXoAW/D2oB0AJVfc2UzGnD3bJj4+3gQFBZmwsDDTrl07M3PmTPf05ORkExERYYKCgsyNN95oXn/9dSPJHDlyxD3PfffdZ2rWrGkkuQfS/vzzz6Z79+4mJCTEXH755Wbp0qWFDgDOH9B6rnnz5pnWrVubwMBAU716dXP99debd9991xhjzMyZM03r1q1NSEiICQsLM127djVbtmwp8v3l5uaaCRMmmKioKBMQEGBatWplli1b5jFPSQYA79ixw1xzzTUmKCjISDK7du1yD8I9d1ts3brVPb2k2/h8hw4dMgkJCaZq1apGklm7dm2RA4DPXXdhg7HHjRtnWrVq5X6el5dnUlJSTOPGjU1AQICpXbu2ufHGG8369euLff9AZWMZc15HOAAAgI1w0TwAAGBrhBkAAGBrhBkAAGBrhBkAAGBrhBkAAGBrhBkAAGBrhBkAAGBrhBkAAGBrhBkAAGBrhBkAAGBrhBkAAGBrhBkAAGBr/w+us/21UhOXqwAAAABJRU5ErkJggg==",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.boxplot(x='time', y='tip', data=data)\n",
+ "plt.title('The box with 2 features for the tip')\n",
+ "plt.xlabel('Features of the time')\n",
+ "plt.ylabel('Values of tip')\n",
+ "plt.show()\n",
+ "\n",
+ "# 或者提琴图\n",
+ "sns.violinplot(x='time', y='tip', data=data)\n",
+ "plt.title('The box with 2 features for the tip')\n",
+ "plt.xlabel('Features of the time')\n",
+ "plt.ylabel('Values of tip')\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.boxplot(x='size', y='tip', data=data)\n",
+ "plt.title('The box with 6 features for the tip')\n",
+ "plt.xlabel('Features of the size')\n",
+ "plt.ylabel('Values of tip')\n",
+ "plt.show()\n",
+ "\n",
+ "# 或者提琴图\n",
+ "sns.violinplot(x='size', y='tip', data=data)\n",
+ "plt.title('The box with 6 features for the tip')\n",
+ "plt.xlabel('Features of the size')\n",
+ "plt.ylabel('Values of tip')\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.barplot(x='sex', y='tip', hue='smoker', data=data)\n",
+ "plt.title('Value by Sex (Male or Female) and Smoker(Yes or No)')\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "练习4"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " survived | \n",
+ " pclass | \n",
+ " sex | \n",
+ " age | \n",
+ " sibsp | \n",
+ " parch | \n",
+ " fare | \n",
+ " embarked | \n",
+ " class | \n",
+ " who | \n",
+ " adult_male | \n",
+ " deck | \n",
+ " embark_town | \n",
+ " alive | \n",
+ " alone | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 3 | \n",
+ " male | \n",
+ " 22.0 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " 7.2500 | \n",
+ " S | \n",
+ " Third | \n",
+ " man | \n",
+ " True | \n",
+ " NaN | \n",
+ " Southampton | \n",
+ " no | \n",
+ " False | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " 1 | \n",
+ " 1 | \n",
+ " female | \n",
+ " 38.0 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " 71.2833 | \n",
+ " C | \n",
+ " First | \n",
+ " woman | \n",
+ " False | \n",
+ " C | \n",
+ " Cherbourg | \n",
+ " yes | \n",
+ " False | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " 1 | \n",
+ " 3 | \n",
+ " female | \n",
+ " 26.0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 7.9250 | \n",
+ " S | \n",
+ " Third | \n",
+ " woman | \n",
+ " False | \n",
+ " NaN | \n",
+ " Southampton | \n",
+ " yes | \n",
+ " True | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " 1 | \n",
+ " 1 | \n",
+ " female | \n",
+ " 35.0 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " 53.1000 | \n",
+ " S | \n",
+ " First | \n",
+ " woman | \n",
+ " False | \n",
+ " C | \n",
+ " Southampton | \n",
+ " yes | \n",
+ " False | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " 0 | \n",
+ " 3 | \n",
+ " male | \n",
+ " 35.0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 8.0500 | \n",
+ " S | \n",
+ " Third | \n",
+ " man | \n",
+ " True | \n",
+ " NaN | \n",
+ " Southampton | \n",
+ " no | \n",
+ " True | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " survived pclass sex age sibsp parch fare embarked class \\\n",
+ "0 0 3 male 22.0 1 0 7.2500 S Third \n",
+ "1 1 1 female 38.0 1 0 71.2833 C First \n",
+ "2 1 3 female 26.0 0 0 7.9250 S Third \n",
+ "3 1 1 female 35.0 1 0 53.1000 S First \n",
+ "4 0 3 male 35.0 0 0 8.0500 S Third \n",
+ "\n",
+ " who adult_male deck embark_town alive alone \n",
+ "0 man True NaN Southampton no False \n",
+ "1 woman False C Cherbourg yes False \n",
+ "2 woman False NaN Southampton yes True \n",
+ "3 woman False C Southampton yes False \n",
+ "4 man True NaN Southampton no True "
+ ]
+ },
+ "execution_count": 21,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data = sns.load_dataset(\"titanic\")\n",
+ "data.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "