{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\"Open" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Seaborn " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Descrizione" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "P_uT4MEwpu21" }, "source": [ "Dataset-Oriented Library\n", "\n", "* [Seaborn Offical Page](https://seaborn.pydata.org/)\n", "* [Seaborn Gallery Esempi](https://seaborn.pydata.org/examples/index.html)\n", "* [Searborn Tutorial Get Started](https://seaborn.pydata.org/tutorial.html)\n", "* [Api reference](https://seaborn.pydata.org/api.html)\n", "\n", "Importante:\n", "> Searbon è una libreria di data-visualization basata su [**Matplotlib**](https://matplotlib.org/) e si integra in modo semplice con [Pandas](https://pandas.pydata.org/docs/getting_started/index.html).\n", "\n", "In questo notebook utilizzermo:\n", "\n", "* Pandas come database (dataframe)\n", "* Seaborn per visualizzare i dati\n", "\n", "Informazioni utili:\n", "* [Matplotlib rcParams](https://matplotlib.org/tutorials/introductory/customizing.html)\n", "* [Seaborn Theme and Style options](https://seaborn.pydata.org/tutorial/aesthetics.html#aesthetics-tutorial)\n", "* [Come organizzare il dataframe per essere compatibili con seaborn?](https://seaborn.pydata.org/introduction.html#intro-tidy-data)\n", "* [Tutorial sui colori dei grafici](https://seaborn.pydata.org/tutorial/color_palettes.html#palette-tutorial)\n", "* [Tranform a Pandas not tidy dataframe into a tidy one](https://tomaugspurger.github.io/modern-5-tidy.html)\n", "* [Seaborn FaceGrid](https://seaborn.pydata.org/generated/seaborn.FacetGrid.html)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": {}, "colab_type": "code", "id": "RBC4vMqV5U05" }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import numpy as np\n", "%matplotlib inline\n", "# Behind the scene seaborn use matplotlib to draw the plot\n", "# Apply default default seaborn theme, scaling, and color palette.\n", "sns.set() " ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "JMB-gepa5ZG7" }, "source": [ "## Dataset Organization\n", "\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 197 }, "colab_type": "code", "id": "QBvg-I60RNj9", "outputId": "8c10d302-ccf5-4c90-b7de-3cb605803a9a" }, "outputs": [ { "data": { "text/html": [ "
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total_billtipsexsmokerdaytimesize
016.991.01FemaleNoSunDinner2
110.341.66MaleNoSunDinner3
221.013.50MaleNoSunDinner3
323.683.31MaleNoSunDinner2
424.593.61FemaleNoSunDinner4
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" ], "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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Load dataset\n", "tips = sns.load_dataset(\"tips\") # same as pandas.read_csv()\n", "display(tips.head())\n", "\n", "# long form or tidy formatting dataset\n", "# Ogni variabile è una colonna. A una variabile assegno un ruolo nel plot\n", "# Ogni osservazione (observation) è una riga\n", "# Usa pandas.melt() funtion for un-pivoting a wide-form dataframe" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Convert long form to tidy format" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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dataricoverati_con_sintomiterapia_intensivatotale_ospedalizzatiisolamento_domiciliaretotale_positivivariazione_totale_positivinuovi_positividimessi_guaritidecedutitotale_casitamponicasi_testati
02020-02-2410126127942210221172294324NaN
12020-02-251143515016231190931103228623NaN
22020-02-261283616422138574783124009587NaN
32020-02-2724856304284588203250451765012014NaN
42020-02-2834564409412821233238462188815695NaN
\n", "
" ], "text/plain": [ " data ricoverati_con_sintomi terapia_intensiva \\\n", "0 2020-02-24 101 26 \n", "1 2020-02-25 114 35 \n", "2 2020-02-26 128 36 \n", "3 2020-02-27 248 56 \n", "4 2020-02-28 345 64 \n", "\n", " totale_ospedalizzati isolamento_domiciliare totale_positivi \\\n", "0 127 94 221 \n", "1 150 162 311 \n", "2 164 221 385 \n", "3 304 284 588 \n", "4 409 412 821 \n", "\n", " variazione_totale_positivi nuovi_positivi dimessi_guariti deceduti \\\n", "0 0 221 1 7 \n", "1 90 93 1 10 \n", "2 74 78 3 12 \n", "3 203 250 45 17 \n", "4 233 238 46 21 \n", "\n", " totale_casi tamponi casi_testati \n", "0 229 4324 NaN \n", "1 322 8623 NaN \n", "2 400 9587 NaN \n", "3 650 12014 NaN \n", "4 888 15695 NaN " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Dati andamento nazionale \n", "import pandas as pd\n", "df_naz = pd.read_csv(\"https://raw.githubusercontent.com/pcm-dpc/COVID-19/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv\")\n", "df_naz[\"data\"] = pd.to_datetime(df_naz[\"data\"]).dt.date\n", "df_naz = df_naz.drop(columns=[\"stato\", \"note_it\", \"note_en\"])\n", "df_naz.head()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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datacolsvals
02020-02-24ricoverati_con_sintomi101.0
12020-02-25ricoverati_con_sintomi114.0
22020-02-26ricoverati_con_sintomi128.0
32020-02-27ricoverati_con_sintomi248.0
42020-02-28ricoverati_con_sintomi345.0
\n", "
" ], "text/plain": [ " data cols vals\n", "0 2020-02-24 ricoverati_con_sintomi 101.0\n", "1 2020-02-25 ricoverati_con_sintomi 114.0\n", "2 2020-02-26 ricoverati_con_sintomi 128.0\n", "3 2020-02-27 ricoverati_con_sintomi 248.0\n", "4 2020-02-28 ricoverati_con_sintomi 345.0" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_naz_tidy = df_naz.melt('data', var_name='cols', value_name='vals')\n", "df_naz_tidy.head()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "xaxis": { "anchor": "y", "domain": [ 0, 1 ], "title": { "text": "data" } }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "title": { "text": "vals" } } } }, "text/html": [ "
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import plotly.express as px\n", "fig = px.scatter(df_naz_tidy, x=\"data\", y=\"vals\",color=\"cols\")\n", "fig.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "-eJ_D_Q56S8y" }, "source": [ "## Searborn scatter plot (replot)\n", "* [Seaborn replot documentation](https://seaborn.pydata.org/generated/seaborn.relplot.html#seaborn.relplot)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 582 }, "colab_type": "code", "id": "tlYz6k1AqsUj", "outputId": "31daa031-389d-4ae5-ccfd-4b08886efa1c" }, "outputs": [ { "data": { "text/html": [ "
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total_billtipsexsmokerdaytimesize
016.991.01FemaleNoSunDinner2
110.341.66MaleNoSunDinner3
221.013.50MaleNoSunDinner3
323.683.31MaleNoSunDinner2
424.593.61FemaleNoSunDinner4
\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" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Load dataset\n", "tips = sns.load_dataset(\"tips\") # same as pandas.read_csv()\n", "display(tips.head())\n", "\n", "# Plot\n", "sns.relplot(x=\"total_bill\", y=\"tip\", col=\"time\",\n", " hue=\"sex\", style=\"smoker\", size=\"size\",\n", " data=tips);\n", "\n", "# Commento:\n", "commento ='''\n", "Mostra la relazione tra 5 diverse variabili\n", "3 numeriche : total_bil, tip,size\n", "2 categoriche: time, smoker\n", "La variable categorica smoker divide il dataset in due assi.\n", "Delle colonne x=total_bil e y=tip voglio\n", "col=\"time\" (col deve essere una variabile categorica) -> divide il grafico in n categorie\n", "style=\"smoker\" per ogni grafico (col=\"time) voglio che i dati (x-y) siano rappresentati con \n", "simboli-stili diversi se sono smorker=Yes o No\n", "hue=\"smoker\" è uguale a style solo che qua cambiano i colori non i simboli\n", "size= dimensione del marker\n", "'''" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "colab_type": "code", "id": "0cDnEJmDvBPq", "outputId": "04d2a7fd-db2a-49e7-889b-a9cbf6abe75a" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Dividi in N colonne (dipende dalle categorie della colonna time)\n", "#sns.relplot(x=\"total_bill\", y=\"tip\", col=\"time\", data=tips)\n", "\n", "# Dividi N righe (dipende dalle categorie della colonna sex)\n", "#sns.relplot(x=\"total_bill\", y=\"tip\", row=\"sex\", data=tips)\n", "\n", "# Conto totale vs mancie distinguendo maschio/femmina (basandoci sul colore)\n", "#sns.relplot(x=\"total_bill\", y=\"tip\", hue=\"sex\", data=tips)\n", "\n", "# Conto totale vs mancie distinguendo maschio/femmina (basandoci sui simboli)\n", "#sns.relplot(x=\"total_bill\", y=\"tip\", style=\"sex\", palette=\"YlGnBu\", data=tips)\n", "sns.relplot(x=\"total_bill\", y=\"tip\", style=\"sex\", palette=\"YlGnBu\", markers=[\"v\", \"o\"], edgecolor=\".2\", linewidth=.5, alpha=.75, data=tips)\n", "# Importante:\n", "# There is a direct correspondence with an underlying matplotlib function (like scatterplot() \n", "# and matplotlib.axes.Axes.scatter()), additional keyword arguments will be passed through to \n", "#the matplotlib layer\n", "# markers type: https://matplotlib.org/3.2.1/api/markers_api.html\n", "# Puoi usare qualueque di questi: https://matplotlib.org/api/_as_gen/matplotlib.axes.Axes.scatter.html#matplotlib.axes.Axes.scatter\n", "\n", "# Conto totale vs mancie distinguendo maschio/femmina (basandoci sui simboli)) , \n", "# e distinguendo fumatore non fumatore (basandoci sui colori) --> tutto nello stesso grafico,\n", "#sns.relplot(x=\"total_bill\", y=\"tip\", style=\"sex\", hue=\"smoker\", data=tips)\n", "\n", "# Conto totale vs mancie distinguendo maschio/femmina (basandoci sui simboli)) , \n", "# e distinguendo fumatore non fumatore (basandoci sui colori) e facciamo il puntino/marker\n", "# piu grande in base alla mancia ricevuta --> tutto nello stesso grafico,\n", "# sizes = (min, max)\n", "# legend = \"brief\", \"full\"\n", "# kind = \"scatter\", \"line\"\n", "#sns.relplot(x=\"total_bill\", y=\"tip\", kind=\"scatter\", style=\"sex\", hue=\"smoker\", size=\"tip\",sizes=(5,100), data=tips)\n", "\n", "# Conto totale vs mancie distinguendo maschio/femmina (basandoci sui simboli)) , \n", "# e distinguendo fumatore non fumatore in due grafici diversi\n", "# col_wrap, row_wrap = se per esempio avessimo time=\"colazione,pranzo,cena,spuntino\",\n", "# avrei potuto scriverec col=\"time\" e col_wrap=2 e mi avrebbe craeato un grafico 2x2 invece che 1x4\n", "# palette=[\"red\", \"blue\"],style=\"sex\" (distingue) maschio e femmina per tipo di marker \n", "# pallette = \"YlGnBu\"\n", "# hue=\"sex\" (distingue maschio e femmina per colore, il colore è dato dal palette),\n", "sns.relplot(x=\"total_bill\", y=\"tip\", col=\"smoker\", row=\"time\",height=5,aspect=1.5 , palette=[\"red\", \"blue\"],style=\"sex\", hue=\"sex\", size=\"tip\", sizes=(50,100),data=tips)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "colab_type": "code", "id": "GFOGzjEfTQE5", "outputId": "9546dc53-5569-4798-ed56-4f10f15737ba" }, "outputs": [ { "data": { "image/png": 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ERIrAQCIiIkVgIBERkSIwkIiISBEYSEREpAgMJCIiUgQGEhERKQIDiYiIFIGBREREisBAIiIiRWAgERGRIkgaSEuWLEF4eDjCw8OxYMECAEBmZiYiIyMRGhqK9PR0KWdPREQqIlkgZWZm4ptvvsHmzZuxZcsWnDx5Etu3b0dSUhKWLVuGHTt24MSJE9i7d69UJRARkYpIFkgGgwEzZsyAXq+Hp6cngoKCkJOTgzZt2iAwMBA6nQ6RkZHIyMiQqgQiIlIRyQLpgQceQNeuXQEAOTk52LFjBzQaDQwGg+N/AgICkJubK1UJRESkIpI9wrzMmTNnEB8fj+nTp0On0yE7O7vceI1G49T0/P19qx1vMPg5XaMasF3qI0Xb2P/dC9tVnqSBdPToUUyePBlJSUkIDw/HoUOHcOXKFcf4vLw8BAQEODVNo7EIdruodJzB4If8/MI61axEbJf61NQ2VxdY9n/30VjbVV3fl2yX3aVLlzBp0iSkpaUhPDwcANClSxdkZ2fj/PnzsNls2L59O/r16ydVCUREpCKSbSGtXLkSJpMJqampjmHR0dFITU1FQkICTCYTQkJCMGTIEKlKICIiFZEskJKTk5GcnFzpuK1bt0o1WyIiUineqYGIiBSBgURERIrAQCIiIkWodSAVFBSgqKhIylqIiKgRqzGQzp07hyeffBLBwcHo2bMnYmJicPHiRTlqIyKiRqTGQEpMTMTIkSORlZWF77//HoMHD8bMmTPlqI2IiBqRGgOppKQE0dHR8PT0hF6vR2xsbLm7LRAREdWHGgMpMDAQ3377reP1jz/+iNatW0taFBERNT41Xhibm5uL2NhYPPjgg9DpdDh16hQMBgMiIyMBANu2bZO8SCIicn81BtK0adPkqIOIiBq5KgPp7NmzCAoKQtOmTSsd36lTJ8mKIiKixqfKQFqwYAFWrFiBkSNHolWrVhDi91vel5SUYP/+/bIUSEREjUOVgTR//nxcu3YNQUFBWL16NYQQ0Gg0sFgsGD16tJw1EhFRI1BlIL322mvYt28fNBoNgoODHcO1Wi0GDRokS3FERNR4VBlIK1euBFB6Yey8efNkK4iIiBqnGq9DqmsYFRUVISIiAhcuXABQGnChoaGIiopCVFQUdu7cWafpExGRe5DsAX0AkJWVheTkZOTk5DiGnThxAmvWrEFAQICUsyYiIpWR9PET69evx+zZsx3hU1xcjIsXL2LWrFmIjIzEokWLYLfbpSyBiIhUQiNuPZ9bIgMGDMA///lPCCGQmpqKOXPmwMfHB/Hx8YiIiMDTTz8tdQlERKRwku6yu11gYCCWLl3qeB0bG4stW7Y4FUhGYxHs9soz1GDwQ35+YZ3rVBq2S31qapvB4OfSdNn/3UdjbVd1fV/WJ8aePn0aX3zxheO1EAI6nayZSERECiVrIAkhkJKSgoKCAlgsFqxbt47XNBEREQCZd9m1b98eEydOxKhRo2C1WhEaGoqIiAg5SyAiIoWSJZB2797t+HvMmDEYM2aMHLMlIok089ND18TLqffYTCZovZx7DwDYzWan30PqxAM4ROQ0XRMv7It60qn39Pl0o9PvKXsfYHL6faQ+sh5DIiIiqgoDiYiIFIGBREREisBAIiIiRWAgERGRIjCQiIhIERhIRESkCLwOiYgUzW42O30zWutNE34t5AW1asNAIiJF89DrXboIFwwk1eEuOyIiUgQGEhERKQIDiYiIFIGBREREiiBpIBUVFSEiIgIXLlwAAGRmZiIyMhKhoaFIT0+XctZERKQykgVSVlYWRo0ahZycHADAzZs3kZSUhGXLlmHHjh04ceIE9u7dK9XsiYjoN3q9Ft5NveDfwhfeTb2g12sbuqRKSRZI69evx+zZsxEQEAAAOHbsGNq0aYPAwEDodDpERkYiIyNDqtkTERFKw8im8UDKqsMYMW0bUlYdhk3jochQkiyQ5s6di0ceecTxOi8vDwaDwfE6ICAAubm5Us2eiIgAaD11SFtzFMfPXoHNLnD87BWkrTkKrafyLkOVrSIhRIVhGo3G6en4+/tWO97ZK7rVgu1SHyna1lj7v7NcubtD2fs89HoJKqqcHN+XXQicyjaWG3Yq2wgfb0/4+kjTVlfbJVsgtWzZEleuXHG8zsvLc+zOc4bRWAS7vWK4AaUfQn5+ocs1KhXbpT41tc3VBVYp/V/pwefK3R2A0js8yPkZyjEv76Ze6NjWH8fP/v7727GtP4pLLCi5Uf+Phq9L35fttO8uXbogOzsb58+fh81mw/bt29GvXz+5Zk9E1CjZLFZMjemOh4NaQOuhwcNBLTA1pjtsFmtDl1aBbFtIXl5eSE1NRUJCAkwmE0JCQjBkyBC5Zk9E1CiZzTbo9UBSXA/4eHuiuMQCm8UKs9nW0KVVIHkg7d692/F3cHAwtm7dKvUsZdHMTw9dEy+n32czmaD1cu59djNvEklErjObbYDZJskuuvqkvNMsVELXxMvlfdQu3bkYyu5IRER1xVsHERGRIjCQiIhIERhIRESkCDyGRET0Gz4uvWExkIiIfsPHpTcs7rIjIiJFYCAREZEiMJCIiEgRGEhERKQIDCQiIlIEBhIRESkCA4mIiBSBgURERIrAC2OJyEGv10LrqVP8c3PIPTVIII0dOxZGoxE6Xens58yZgy5dujREKVRLcv9Q8YdRfnq9FjaNB+avOoxT2UZ0bOuPqTHdodeDnz3JQvZAEkLg3Llz2LNnjyOQSNnk/qHiD2PD0HrqMH/VYRw/ewUAcPzsFaStOYqkuB4AP/d6U7ayZRcC3k29uLJ1C9mPIZ07dw4ajQYTJkzA0KFDsWbNGrlLICdpPXVIW3MUx89egc0uHD9UWk9pVijknh+V8vH2xKlsY7lhp7KN8PH2bKCK3E/ZylbKqsMYMW0bUlYdhk3jAb1e29ClKYLsS/j169cRHByMN954Azdv3sTYsWPRtm1b9OnTp1bv9/f3rXa8s3fqVYuGbJddiCp/qHx99HWadmXtknJ+cpLiO5Oy/5fctKJjW3/HFhIAdGzrD5PJ5rbLVX2p7edTctOKN//vYIWt0FnjHsWdd7rPCper/UX2T6Bbt27o1q0bAMDHxwdPPfUU9u7dW+tAMhqLYLeLSscZDH7Izy+st1qrI/cCWlRsbrBNe++mXpX+UBWXWFByw/VHq1f1fUk1PznV1Bdd7T9S9n+9XoupMd2RtuZouV2lZpMZRYUlFeZFv6vt5+7fwrfSlS0vL61sv11Sq0vfl32X3ZEjR7B//37HayEEjyXVwvUbZvjd4Q0fXy/ZN+9tFiumxnTHw0EtoPXQ4OGgFpga0x02i9Ut5kelzGYbtMKOpLge2LQgEklxPaAVdsdKkF6vhXdTL/i3qH4rjapWXGJBx7b+5YaVrWxRA2whFRYWYtGiRfj4449hsViwefNm/PWvf5W7DNVZsiGrwQ7wm8026PVAUlwPWc56k3t+9Duz2QaYbRW2RG8/0WTLW0MbqEJlqu3JCWUrW7dvhXJlq5TsgdS/f39kZWVh2LBhsNvtGD16tGMXHlWtoc98quqHyl3mR9W7/Qw8Ki9l1eFarSjWdWXL3S+HaJB9Za+88gpeeeWVhpi1Wyg7wM8fa6qrZn566Jp41ep/U16q3XHexsiZFcWylS1fH71Ty3BjuByCB29UiPucqb7omng5/chu4LfHdlM5la0olm3ReDfR4abJBu8mOseWjd1eeh1Sbbd2GsN1YgwklXg4qAX3ORMp2O0rimVbNJ9/cw6Pdw/EonXfl1uGb9y0YJ4TWzvVXSfmLntLeHNVlXh5ZJdKz3wioob3cFALvH7bimLZBd7BD9+NReu+r3Chd+ENs1MXfzeGM/S4haQSLy3YjU0LIuttTcjdD44SySnpuZ6A3YaS4t+XobItmtYt/Srdsml5px7b3o6qMK3qLv5OeakPCq7dwLNzd7nl3hIGkkrU55pQYzg4SiQnm9lSYdkp26K5kFtY6YXeWr3e5eN3mxZEuuWKJHfZOUmv18LHt3ZnJdWn+lwT4r3iiOpXZaFQds3R/uMXMfmZrhUu9K6LsruWuFMYAdxCqtGtu7ZumqwwmW2Y++Fh2U+Brc/jRo3h4ChRQyu75iii733wbqLDzOd6ljvLri7cdVnlFlI1br8z77VCE976bctCbvW5JtQYDo4SKYH5t4u7rxpvoLjoJoxXiuply8Zdl1VuIVXj9vP+W/o3rbBloUa8fQlR/bGbzbLfbNZdl1UGUjVu37VV2cFJNeK94ojqj0cdTk5wlbsuq9xlV43bd22t3/UjXonuhoeDWjRgVfWjbFdCfe1CIOW69S7d3k3lv1s8UW0xkKpx+2MQfr1uQpPfDk4SqUF1TyhlMJHScJddNaratVVstqEpH+tMKlDt/c+IFIaBhNrf8bj0Cmr5H6Ht6kFTm8kErZdz10y58h4AsN404ddCs1PvcbVdrsyrMajq8+Rdut2LK8uNnMt1XTRIIG3btg3Lly+HxWJBXFwcxowZ0xBlOLhyx2M573Zcl4OmrrTL5QO0TnbcOh0MZiBV4Mrnybt2q4+r37MaljXZAyk3Nxfp6enYtGkT9Ho9oqOj8eijj+L++++XuxQiIlIQ2U9qyMzMRK9evXDXXXfBx8cHgwcPRkZGhtxlEBGRwsi+hZSXlweDweB4HRAQgGPHjtX6/R4emjqNr4pXgKHmf6qH97jzvFz57OWcl9ykqLGmabpr3+K86v4+OZc1V/u+RgghXHqni959912UlJRgypQpAIANGzbg+PHjmDNnjpxlEBGRwsi+y65ly5a4cuX3Ox3k5eUhICBA7jKIiEhhZA+k3r17Y//+/bh69SpKSkrw5Zdfol+/fnKXQURECiP7MaSWLVtiypQpGDt2LCwWC5566il07txZ7jKIiEhhZD+GREREVBney46IiBSBgURERIrAQCIiIkVgIBERkSIwkIiISBEYSEREpAgMJCIiUgQGEhERKQIDiYiIFIGBREREisBAIiIiRWAgERGRIjCQiIhIERhIRESkCAykejJjxgysXLmyQeb94IMPIj09vdywjIwMxMbGOjWdCxcuVPmeJUuW4N///jcAYOHChdiyZYtrxdaTTZs2IT4+XvL5LF68GHPmzJF8PmrFfi+vTZs2oXv37oiKikJUVBQiIyMRGxuLY8eOOf5nwoQJ+N///teAVbpO9gf0kTRWrVqFvn37okePHpJM/+DBg7j//vsBAH/+858lmQeRsxpjv3/kkUewYsUKx+vMzExMnDgRGzduxD333IP333+/Aaurm0YVSDdu3EBiYiLOnz8PDw8PdOrUCXPmzMHhw4fxzjvvICAgAGfOnIG3tzcSEhKwevVqZGdnIzQ0FElJSQCAdevWYfXq1fDw8ECLFi0wa9YstG3bttx85s2bhx9++AHLli2Dp6cn0tLScPjwYdhsNnTs2BHJycnw9fXFgAED0LlzZ5w+fRqvvvoqBg0a5JjGe++9h88++6xCG1atWoVmzZpVGD5lyhS8/vrr+PTTT3HnnXeWG2exWJCamor9+/dDq9Wic+fOSExMhK+vb60+t7Vr1+LEiRNYsGABtFotdu3ahQceeADjx4/Hww8/jLi4OOzZswdFRUV4/fXXkZGRgR9//BEBAQF499134ePjg7Nnz2Lu3Lm4du0abDYbYmNj8dRTT1WYV3R0NEpKSsoN++Mf/4jZs2fXqlYAGDBgABYuXIiHH3643OtmzZohLi4OISEhyMrKQkFBAaZMmYKwsDBYrVa89dZb2LNnD7RaLbp16+aY57lz5xAbG4v8/Hy0aNHC0VfUgv3evft97969MWjQIPzrX//C1KlTHf29uLgY6enpCAwMxJkzZ2A2m/GXv/wFvXr1wowZM+Dr64vTp0/j8uXLuO+++/DOO++gadOmVdZ88OBBzJ07Fz4+PiguLsYnn3wCvV5fq8+y1kQjsnnzZjFu3DghhBBWq1XMnDlT5OTkiAMHDogOHTqIkydPCiGEGD9+vHjmmWeEyWQSRqNRdOrUSVy+fFlkZmaKP/3pT8JoNAohhNi4caN44oknhN1uF9OnTxfvv/++eOONN8SkSZOEyWQSQgixePFikZqaKux2uxBCiLffflvMnj1bCCFE//79xbbZ1jAAAB6hSURBVJIlS+rcrnbt2gmj0SheffVVkZCQIIQQ4vPPPxcxMTFCCCEWLlwoXn75ZWE2m4XNZhMzZswQs2bNqjCdn3/+2fGe28XExIjPP/9cCCHE9OnTxQcffOCY9z/+8Q8hhBArVqwQ3bp1E5cvXxY2m00MHz5cbN26VVgsFhEWFiZOnDghhBDi+vXr4oknnhDfffedy23euHGjmDhxYqXj+vfvL44dO1bh9c8//yzatWsndu/eLYQQIiMjQzz++ONCCCH+8Y9/iDFjxoiSkhJhs9nEn//8Z7F582axaNEiMWDAAMd3/uKLL9bLdyYn9nv37/dr1qwREyZMEEL83t/Lvt9Tp04JIYRYuXKlGDNmjKMtZd+12WwWw4YNE5988km1NR84cEC0b99eXLhwweX6a9KotpC6d++O9PR0xMbGonfv3nj22WfRpk0bXL58Ga1bt0bHjh0BAPfeey/8/Pyg1+vRvHlzNG3aFAUFBfj6668RFhaG5s2bAwBGjBiBuXPn4sKFCwBK1+KMRiO2bNniWHPYs2cPCgsLkZmZCaB0rc3f399R0yOPPFJprc6uKQLAX//6V0RFRWHDhg3w8/NzDP/Pf/6DKVOmwNPTEwAQGxuLSZMmOfXZVWfw4MEASj+3du3aoWXLlgCA1q1bo6CgADk5Ofjpp58ca9sAcPPmTZw6dQpdu3YtN6362EKqjqenJ0JCQgAAHTt2xLVr1wCU7vaIiopCkyZNAAB///vfAZQeQ+rTp4/jO2/fvj2uXr1aL7XIhf2+cfT7sr57q7vvvhsdOnQAUNrfN2/e7Bj32GOPOb6vdu3a1VhzUFAQWrVqhXvuuafWNTmrUQVSYGAgdu7ciYMHD+LAgQN47rnnkJycjGbNmlXY9NTpKn40QohKh1mtVgBAjx498Mc//hGJiYlYt24dPD09YbfbkZSU5PgRvHHjBkwmk+P9Pj4+ldY6ceJETJw40an2+fr6Ii0tDRMmTMDzzz/vGG6328v9n91uh8VicWra1Slb4G//u4zNZsMdd9yBTz/91DHsypUr5X48ynz88cf1UtOt35XZbC5Xn4dH6bk8Go3GMfz27/vKlSuOz+3WcRqNptJ+oGTs97+/dtd+f+LECbRr167C8FtD6va+W9m46mr+/vvvq/ze6kujOsvuo48+QmJiIvr27YvXX38dffv2xZkzZ2r9/r59+2LHjh2ONeSNGzfirrvuQps2bQAADz30EGJiYuDn54clS5Y43rN27VqYzWbY7XbMmjUL77zzTv037jfdunXDc889h6VLlzqGPfbYY/j4449hsVhgt9uxdu1a9OnTx6nparVaxw+Qs9q2bQsvLy9HJ7906RIiIiJw4sQJl6ZXk+bNmzum/f333yM/P7/G9wQHB2P79u2O7+mNN96odE1djdjv3bvf7927F3v27MEzzzxT52nJvazerlFtIQ0bNgyHDh1CWFgYvL29cffdd2Ps2LH44YcfavX+Pn36IC4uDs8++yzsdjuaN2+OFStWONa4gdI1jZSUFAwbNgwhISF46aWXMH/+fAwfPhw2mw0dOnTAjBkzpGoiAODFF1/E/v37y72eP38+hg0bBqvVis6dO2PWrFlOTbN///6YP3++S2uYer0ey5Ytw9y5c/HBBx/AarXiz3/+M7p37+70tG719ddfo1u3bo7Xfn5++M9//oOpU6fijTfewLp169CpUyd06tSpxmlFR0fjl19+wYgRIyCEQM+ePREbG4vly5fXqUYlYL93r35/5MgRREVFASj93AMCArBy5UoYDIY6Tbemmg8ePFjn6ddEI9S2/4Ekc+HCBSQmJmL16tUNXQqRbNjvlaNR7bIjIiLl4hYSEREpAreQiIhIERhIRESkCAwkIiJSBNWd9m00FsFur/ywV7NmPvj112KZK5Ie26U+NbXNYKh4cWRtsP+7j8barur6vlttIel02oYuQRJsl/o0RNvc9fNku9SlLu1yq0AiIiL1YiAREZEiMJCIiEgRGEhERKQIDCQiIlIE1Z32TUTq1MxPD10TL6ffZ7/leVbk3hhIRCQLXRMv7It60un39fl0IwBTjf9H6sdddkREpAgMJCIiUgQGEhERKQIDiYiIFIGBREREisBAIiIiRWAgERGRIjCQiIhIERhIRESkCJIG0sKFCxEWFobw8HB8+OGHAIDMzExERkYiNDQU6enpUs6eiIhURLJbBx06dAgHDhzA1q1bYbVaERYWhuDgYCQlJWH16tVo1aoV4uPjsXfvXoSEhEhVBhERqYRkW0g9e/bEP//5T+h0OhiNRthsNly/fh1t2rRBYGAgdDodIiMjkZGRIVUJRESkIpLeXNXT0xOLFi3C//3f/2HIkCHIy8uDwWBwjA8ICEBubq5T0/T39612vMHg51KtSsd2qY8UbWP/dy9sV3mS3+178uTJmDBhAl544QXk5ORUGK/RaJyantFYBLtdVDrOYPBDfn6hK2UqGtulPjW1zdUFVs39vy4/vkpul6uU/n25qi59X7JddmfPnsV///tfAIC3tzdCQ0Nx8OBBXLlyxfE/eXl5CAgIkKoEIiJSEckC6cKFC0hOTobZbIbZbMauXbsQHR2N7OxsnD9/HjabDdu3b0e/fv2kKoGIiFREsl12ISEhyMrKwrBhw6DVahEaGorw8HA0b94cCQkJMJlMCAkJwZAhQ6QqgYiIVETSY0iTJ0/G5MmTyw0LDg7G1q1bpZwtERGpEO/UQEREisBAIiIiRWAgERGRIjCQiIhIERhIRESkCAwkIiJSBAYSEREpAgOJiIgUgYFERESKwEAiIiJFYCAREZEiMJCIiEgRGEhERKQIDCQiIlIESR8/sWTJEnz++ecASp+PNG3aNCQmJuLo0aPw9vYGALz88ssYNGiQlGUQEZEKSBZImZmZ+Oabb7B582ZoNBo8//zz2LlzJ06cOIE1a9bw0eVERFSOZLvsDAYDZsyYAb1eD09PTwQFBeHixYu4ePEiZs2ahcjISCxatAh2u12qEoiISEUkC6QHHngAXbt2BQDk5ORgx44deOyxx9CrVy+kpKRg/fr1OHLkCD755BOpSiAiIhXRCCGElDM4c+YM4uPjkZCQgOHDh5cbt3PnTmzZsgVLly6VsgQiUoh9UU86/Z4+n26UoBJSIklPajh69CgmT56MpKQkhIeH4/Tp08jJycHgwYMBAEII6HTOlWA0FsFurzxDDQY/5OcX1rlupWG71KemthkMfi5NV83939U2A1B0u1yl9O/LVXXp+5Ltsrt06RImTZqEtLQ0hIeHAygNoJSUFBQUFMBisWDdunU8w46IiABIuIW0cuVKmEwmpKamOoZFR0dj4sSJGDVqFKxWK0JDQxERESFVCUREpCKSBVJycjKSk5MrHTdmzBipZktERCol6TEkInJPzfz00DXxaugyyM0wkIjIabomXk6fMcez5agmvJcdEREpAgOJiIgUgYFERESKwEAiIiJFYCAREZEiMJCIiEgRGEhERKQIvA6JiBTNbjY7fWNW600Tfi00S1QRSYWBRESK5qHXu3YRLgNJdbjLjoiIFIGBREREisBAIiIiRWAgERGRIkgaSEuWLEF4eDjCw8OxYMECAEBmZiYiIyMRGhqK9PR0KWdPREQqIlkgZWZm4ptvvsHmzZuxZcsWnDx5Etu3b0dSUhKWLVuGHTt24MSJE9i7d69UJRARkYpIFkgGgwEzZsyAXq+Hp6cngoKCkJOTgzZt2iAwMBA6nQ6RkZHIyMiQqgQiIlIRya5DeuCBBxx/5+TkYMeOHYiNjYXBYHAMDwgIQG5urlPT9ff3rXa8sxfQqQXbpT5StK2x9n9XqOGzUEONrnC1XZJfGHvmzBnEx8dj+vTp0Ol0yM7OLjdeo9E4NT2jsQh2u6h0nMHgh/z8QpdrVSq2S31qapurC6xS+r8afkiV3rfctf/Xpe9LelLD0aNHERcXh9deew3Dhw9Hy5YtceXKFcf4vLw8BAQESFkCERGphGSBdOnSJUyaNAlpaWkIDw8HAHTp0gXZ2dk4f/48bDYbtm/fjn79+klVAhERqYhku+xWrlwJk8mE1NRUx7Do6GikpqYiISEBJpMJISEhGDJkiFQlEBGRikgWSMnJyUhOTq503NatW6WaLRERqRTv1EBERIrAQCIiIkVgIBERkSLUOpAKCgpQVFQkZS1ERNSI1RhI586dw5NPPong4GD07NkTMTExuHjxohy1ERFRI1JjICUmJmLkyJHIysrC999/j8GDB2PmzJly1EZERI1IjYFUUlKC6OhoeHp6Qq/XIzY2ttzdFoiIiOpDjYEUGBiIb7/91vH6xx9/ROvWrSUtioiIGp8aL4zNzc1FbGwsHnzwQeh0Opw6dQoGgwGRkZEAgG3btkleJBERub8aA2natGly1EFERI1clYF09uxZBAUFoWnTppWO79Spk2RFERFR41NlIC1YsAArVqzAyJEj0apVKwjx+zNYSkpKsH//flkKJCKixqHKQJo/fz6uXbuGoKAgrF69GkIIaDQaWCwWjB49Ws4aiYioEagykF577TXs27cPGo0GwcHBjuFarRaDBg2SpTgla+anh66Jl9Pvs9404ddCswQVERGpW5WBtHLlSgClF8bOmzfP5RkUFRUhOjoa7777Llq3bo3ExEQcPXoU3t7eAICXX35ZlQGna+KFfVFPOv2+Pp9uBBhIREQV1HiWXV3CKCsrC8nJycjJyXEMO3HiBNasWcNHlxMRUTmS3u17/fr1mD17tiN8iouLcfHiRcyaNQuRkZFYtGgR7Ha7lCUQEZFKSBpIc+fOxSOPPOJ4bTQa0atXL6SkpGD9+vU4cuQIPvnkEylLICIilZDsEeaVCQwMxNKlSx2vY2NjsWXLFjz99NO1noa/v2+14w0GP5frk4srNaqhXa5w13YB0rTNHfq/XNTwWaihRle42i5ZA+n06dPIycnB4MGDAQBCCOh0zpVgNBbBbheVjjMY/JCfX1jnOmujLh3J2RrlbJec3LVdQM1tc7X/uEP/l4vS+5a79v+69H1ZnxgrhEBKSgoKCgpgsViwbt06VZ5hR0RE9U/WLaT27dtj4sSJGDVqFKxWK0JDQxERESFnCUREpFCyBNLu3bsdf48ZMwZjxoyRY7ZERKQisu6yIyIiqgoDiYiIFIGBREREisBAIiIiRWAgERGRIjCQiIhIERhIRESkCAwkIiJSBAYSEREpAgOJiIgUgYFERESKwEAiIiJFYCAREZEiMJCIiEgRZH0eEgF2s9npp23azWaJqiEiUg5JA6moqAjR0dF499130bp1a2RmZmLevHkwmUx44oknMGXKFClnr0geej32RT3p1Hv6fLoRgEmagoiIFEKyXXZZWVkYNWoUcnJyAAA3b95EUlISli1bhh07duDEiRPYu3evVLMnIiKVkSyQ1q9fj9mzZyMgIAAAcOzYMbRp0waBgYHQ6XSIjIxERkaGVLMnIiKVkWyX3dy5c8u9zsvLg8FgcLwOCAhAbm6u09P19/etdryzx2fUgu1SHyna1lj7v7NcOVZb9j4PvV6Ciirnrt+Xq+2S7aQGIUSFYRqNxunpGI1FsNsrTgso/RDy8wudnqYr5O5IcrVLTnJ+X3KrqW2u9p/G2v+d5cqxWqD0eK2cn6E79v+69H3ZAqlly5a4cuWK43VeXp5jdx4REdWdXq+F1lMHH29PFJdYYLNYYTbbGrqsWpPtOqQuXbogOzsb58+fh81mw/bt29GvXz+5Zk9E5Nb0ei1sGg+krDqMEdO2IWXVYdg0HtDrtQ1dWq3JFkheXl5ITU1FQkICwsLCcN9992HIkCFyzZ6IyK1pPXVIW3MUx89egc0ucPzsFaStOQqtp3ouN5W80t27dzv+Dg4OxtatW6WeJRFRo+Pj7YlT2cZyw05lG+Hj7YmSG+q4jpG3DiIicgPFJRZ0bOtfbljHtv4oLrE0UEXOYyAREbkBm8WKqTHd8XBQC2g9NHg4qAWmxnSHzWJt6NJqTT07F4mIqEpmsw16PZAU10O1Z9kxkIiIZHD7KdlVXU9WF2azDTDbVHPM6HYMJCIiiZWdkj1/1WGcyjaiY1t/vB7bHXq9VlVbMFLjMSQiIolVdkr2W6vVdUq2HBhIREQSq+6UbPodA4lcotdr4d3UC/4tfOHd1EtVV4MTyU2OU7LdYZlkIJHT3OEWJURyquyU7Ndj6++UbHdZJhlI5DR3uEUJkZzMZhu0wo6kuB7YtCASSXE9cGdTr3o7ocFdlkl1VUuK4A63KCGqjfq8e/btp2T7+tTfc5fcZZnkFpKbkWM/sjvcooSoJmraDeYuyyQDyY3ItQC5wy1KiKpStjKn06tnN5i7LJPK+2QbQDM/PXRNvBq6jCo5+zjmlJf6AACMxkKkrTmKpLgeQD1efOcOtyghqsqIadvQsa0//vZib9XsBnOXZbJBAmns2LEwGo3Q6UpnP2fOHHTp0qUhSgEA6Jp4Of244z6fbpSomorq8jhmqRYgs9kGPYBilO6/Lgag/204kZqtfmMI9nz7My5fuYGObf1x/OzvT7q+dTeY0p7OqvbbBgENEEhCCJw7dw579uxxBBJJp2wBqu+Fp7JboUyN6Q693vlQUtqCTY3bvH8cxtSY7sj+5Rpej+2Ot1YfLdfHbRZr5bcCiukObx8PlBQ3zHEbd1iOZE+Ec+fOQaPRYMKECTAajXj66acRExMjdxmNxtSY7oCw11t4lNF66jB/1WHH2mPZ/nVndw/WZ7AR1YeyvpwY1wNmiw1Jz/WETxNduR9576Ze5fp/szu8UGKy4s4WTaHx8IDVLG8YuMtyJPtJDdevX0dwcDCWLl2KVatW4eOPP8a+ffvkLqPR0Ao7oPGo94Oz9XUrFHe5foLcy6lsI3ya6GCx2uHjpUPJTWu5LY5b+3+/bvcg9okOWLIhCyOmbcPcD+U/G89dliPZq+3WrRu6desGAPDx8cFTTz2FvXv3ok+fPrV6v7+/b7XjnTn43xjceacP7EJUGR6uXgtRctNa6f51k8nm1HdQXbDV53UaDUGKvljf/d9uNsNDr+7PuT7ZzWZsezvK8foP/k0BAE29PYHbVra2vDUUAGC5acLs/ztSYW/BrHGP4s47q/+Jra8+IsUyXheutkv2QDpy5AgsFguCg4MBlB5TcuZYktFYVOVzRAwGP+TnFzpdkzuHWH5+IbybelV5cLbsAKiz+5/1ei2mxnRH2pry+9fNJjOKCktqVZvB4Oe4fqK62tSopr7oap+r7/5vMPi5fMKMO3LlBKKyk4dudSrbCC8vbY19wJXfq8rUZhmXS136vuy77AoLC7FgwQKYTCYUFRVh8+bNGDRokNxlNCqV3kfrt2NLgGvXL1V2KxStsDu9v9pdrp+gxq2qi1LluuGpuyxHsm8h9e/fH1lZWRg2bBjsdjtGjx7t2IVH0jCbbfD28Sg9OOulw895hfjiQA5Ce/0/x5aRKyco1Mdppu5y/QQ1bpWdjSfFyURVcZflqEGOeL3yyit45ZVXGmLWjZfGAykfHiq3SX/sf0ZHB27ICwDd4foJatw87PYKYQCNDmlr6n4mam25w3KkrlMwyGXVhU51x3GIqHp2sxl33unjeF16EkHpiQRld025na+PHnazWY7yVIWB1EhUFzpl+59vP0FBbfufiRpCXe6kAqh3a0YKDKRGorrQcZf9z0SkbgykRqKm0HGH/c9EpG4MJDdW3V3Cb93PfSvrTRN+LeS+bSKlcuXpBGpZrhlIbszVi/yggo5L1Fi5/HQCFSzXfEAfEREpAgOJiIgUgYFERESKwGNIVI6zj0svo5aDpkSkXAwkKqdOF/kxkIioDrjLjoiIFIGBREREisBAIiIiReAxJGowPIGCiG7VIIG0bds2LF++HBaLBXFxcRgzZkxDlEENjCdQENGtZA+k3NxcpKenY9OmTdDr9YiOjsajjz6K+++/X+5SiIhIQWQPpMzMTPTq1Qt33XUXAGDw4MHIyMjAyy+/XKv3e3ho6jS+Kl4BBlne487zcuWzl3NecpOiRin6vxr6lrvOS87fKzmXGVfnpRFCiHqupVorVqxAcXExpkyZAgDYsGEDjh07hjfffFPOMoiISGFkP8uusvzTaJS/tktERNKSPZBatmyJK1d+f4x2Xl4eAgIC5C6DiIgURvZA6t27N/bv34+rV6+ipKQEX375Jfr16yd3GUREpDCyn9TQsmVLTJkyBWPHjoXFYsFTTz2Fzp07y10GEREpjOwnNRAREVWGtw4iIiJFYCAREZEiMJCIiEgRGEhERKQIbhNI27ZtQ1hYGAYNGoS1a9c2dDkuW7JkCcLDwxEeHo4FCxYAKL3dUmRkJEJDQ5Gent7AFdbN/PnzMWPGDADAf//7Xzz55JMYPHgwZs6cCavV2sDVuWb37t0YMWIEhgwZgr/97W8A5P3O3KXvA+z/alPvfV+4gcuXL4v+/fuLX3/9Vdy4cUNERkaKM2fONHRZTtu3b5945plnhMlkEmazWYwdO1Zs27ZNhISEiJ9++klYLBYxbtw4sWfPnoYu1SWZmZni0UcfFdOnTxdCCBEeHi6+++47IYQQiYmJYu3atQ1Znkt++ukn0bdvX3Hp0iVhNpvFqFGjxJ49e2T7ztyl7wvB/q+2/i9F33eLLaRbb9jq4+PjuGGr2hgMBsyYMQN6vR6enp4ICgpCTk4O2rRpg8DAQOh0OkRGRqqybdeuXUN6ejpeeOEFAMAvv/yCmzdvomvXrgCAESNGqLJdO3fuRFhYGP7whz/A09MT6enp8Pb2lu07c5e+D7D/q61dUvR9twikvLw8GAy/3/02ICAAubm5DViRax544AFHB83JycGOHTug0Wjcom1/+ctfMGXKFNxxxx0AKn5nBoNBle06f/48bDYbxo8fj6FDh+Kjjz6StT+6S98H2P/V1i4p+r5bBJJwsxu2njlzBuPGjcP06dNx7733VhivtrZt2LABrVq1QnBwsGOYu3xnNpsN+/fvx1tvvYX169fj+PHjuHDhQoX/k6pt7vI53or9Xx2k6Ptu8Qjzli1b4siRI47Xar5h69GjRzF58mQkJSUhPDwchw4dUv3NaHfs2IH8/HxERUWhoKAAxcXF0Gg05dqVn5+vunYBQIsWLRAcHIzmzZsDAAYOHIiMjAxotVrH/0j5nblT3wfY/9VEkr4v0fEuWZUd2DUajaK4uFgMHTpUZGVlNXRZTrt48aJ49NFHRWZmpmPYzZs3Rb9+/UROTo6wWq1i/PjxYseOHQ1YZd1s3Lix3EHdI0eOCCGEmDlzpnj//fcbsjSXfP/992Lw4MGioKBAWK1WER8fL9asWSPbd+YufV8I9n+19X8p+r7bbCG5ww1bV65cCZPJhNTUVMew6OhopKamIiEhASaTCSEhIRgyZEgDVll/0tLSkJycjBs3bqBjx44YO3ZsQ5fktC5duuD555/H6NGjYbFY0KdPH4waNQr33XefLN+Zu/R9gP1fbf1fir7Pm6sSEZEiuMVJDUREpH4MJCIiUgQGEhERKQIDiYiIFIGBREREisBAIiIiRWAgqdy4ceNw9erVOv/PwYMHERERUeP8HnzwwUqntWvXLsft52NjY5GRkYELFy6gW7duNU6TyBXs++7HLS6Mbcz27dtXL/9TVwMHDsTAgQMlnw9RGfZ998MtJBVLTEwEADz77LM4dOgQYmNjERkZiaFDh2LLli0V/ufSpUv46quvEB0djREjRuDxxx/H3//+d6fn+/e//x3Dhw9HVFQUvvrqKwDApk2bEB8fX08tI6oe+76bkuxGRySLdu3aCaPRKAYOHCi++OILIUTp/c0ee+wx8e2335b7H7vdLmJiYkR2drbj/zp06CCMRqM4cOCACA8Pr9X8VqxYIYQQ4vTp06Jnz57CaDSKjRs3iokTJwohhIiJiRGff/65+Pnnn0XXrl0laDUR+7474i47N3D27FmYTCaEhoYCKL2/WWhoKL7++uty+7E1Gg3effdd7NmzB9u3b8fZs2chhEBJSYlT8xs1ahQAoF27dggKCsJ3331Xf40hcgL7vnvhLjs3UNnzRoQQsFqt5YYVFxdj+PDhOHnyJDp27Ihp06ZBp9NV+myW6nh4/N5thBDQ6bheQw2Dfd+9MJBUTqvV4p577oGnpye+/PJLAEBubi6++OIL9O7d2/E/VqsV58+fR1FREV555RUMGDAAhw4dgtlsht1ud2qemzdvBgCcPHkS58+fR5cuXeq3UUS1wL7vfhjvKjdo0CDExsZi2bJl+Nvf/obFixfDZrNh0qRJ6NWrl+N/Ro8ejSVLluDxxx/HE088gTvuuAP33nsv7r//fpw/fx56vb7W8/z5558xbNgwaDQavPPOO7jrrrukah5Rldj33Q8fP0FERIrALSQq54MPPsC2bdsqHTd+/HgMHTpU5oqI5MG+3/C4hURERIrAkxqIiEgRGEhERKQIDCQiIlIEBhIRESkCA4mIiBTh/wOha5WlzX3boAAAAABJRU5ErkJggg==\n", 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aPykpJsgljAwpKbHN2p4xGZKhBvqC/Es/HtmPIi45DhwX+TF2zf08IhVd/w6h/L5liwkXNnk2pB3vyAXfwbMcjDEfGdq0SNEEb856e60Du3fvhsFgwLZt2yBJEp5++mmcPXsWR44cwUcffYT09HTce++9eOONN/CPf/wDdXV1uPHGGzF37lycPn0ab731Fj744AMkJiZi8+bNmD9/Pj755BMAju/q2WefRWlpKd58802IoojVq1dDEARs3rwZHMfhlVdewYoVK/DMM88AAHr16oWVK1e26j2FvOFNTk5GRkYGEhMTAQBjxozBTz/95HfDW15eB1mO7ty+KSmxKC2tbdY+8TE8Srfmu/94bM1HyrTFqKqTg1HMkGnJ5xFuLf2RpOs/9N93crLOa0PKiSqv5YiP4aHu2tdV1wBnhjZj0Opae64DQ4YMQX5+PmbNmoXhw4fjnnvuQUVFBbp06YL09HQAQLdu3RAbGwtRFJGYmAidTofq6mrs3bsX48ePd7U3U6dOxQsvvICzZ88CAN555x2Ul5dj69atEEURAPD111+jtrYWBw4cAADYbDYkJV2aWnbttde2+r2H/FHnpptuwr59+1BTUwNJkrB3717069cv1MWIOpQnmUSbQOVabm6qU8rQFlhdu3bF7t27cf/996Ourg5/+tOfUFlZ6WoonRQKz+dIxjxvUhljsNsd08KGDh2KZcuWYenSpbDZHHO0ZVnGsmXLsG3bNmzbtg2bNm3Cq6++6tpfq9W2+j353fBWV1ejrq6u1SccOHAg7r33XsyYMQPjx4/HZZddhmnTprX6uKRxlCeZRJNA5lr21ZBaZe+Ry5RaMbDef/99LF26FJmZmVi0aBEyMzPx3nvv+bVvZmYmdu7ciYqKCgBAQUEB4uPj0b17dwBA//79MXPmTMTGxmL16tWufd577z1YrVbIsownn3wSr7zySkDfU5NdzadPn8aiRYtw4oTjaemaa67Byy+/jMsuu6zFJ7399ttx++23t3h/0nzOHw/9NvcAEQPdhZN2SFAqkPfOIRw5VQYArlzLy2YPBZrZAHpLdWqRBahkE/RbvAdcUWrFwMnOzsbBgwcxfvx4aDQaXHbZZbj77rvdnkJ9GTFiBGbPno177rkHsiwjMTER69atA89feubkOA4vvvgisrOzMXLkSMybNw95eXmYMmUKJElC3759kZubG9D3xDFvz+L1TJ8+HVOmTMG0adPAGMMHH3yAPXv24O233w5oQfxFY1wtH89pr1HN7Xl8qyG6/v37vpOSYzB18ceQ6n1WAs9h88sTUV7W+p67+BgepQUvu4/jdu8ftpiJaKoD7UGTXc0mkwk5OTlQKpUQRRGzZs1CWVlZKMpGAozyJJNoEexcyxQzQVqjyYa3a9eu+Pe//+369y+//IIuXboEtVCEENIawc61TDETpDWaHOMtKSnBrFmz0KdPHygUChw/fhwpKSmYOHEiAODjjz8OeiEJIaQ5gp1rubUxE+112If4p8mGd/HixaEoB4ky9MPTNoiiAEGpaJcLAVitEnAx37IvLXn/zmtXUHdA2u1LwIkqSBaz32tLU0pJ4rPhPXXqFHr27AmdTuf17zT3lrQU/fC0Dc4pN3nvHMLxwnKk90jC4zOHQBQRFd9DS96/KArQCQ2u3eyFMEr+X7uUUpL4jGp+4IEHsG7dOqSnp6NTp05uE5FNJhO+++67kBWyPorqDF4EYyCfQht7kgh0RKjz82is/G3tya4tRDVrdCq8WG/KDQAM6JmMZbOHNvqUGG4pKbGorjZ6fNcA/Lp+ndcCz3N4/u8Hm/X+E2IE6AvyPK7d1NuXgDH/6k5ysg6Fy3MAud7feQE9cjeipsbcousyVFHNgfyNiOaoZp9PvHl5eaiqqkLPnj2xYcMGMMbAcRxsNhtmzJgRyjKSEAjkU2hTTxKNRoS2cN5jY+UHENVPdr5oNUocLyx3e+14YTm0GmWbbngZkz2/6+yFAK+AvmBFo9dv/WvzLw8Ob/b7F9Rqr9euoFLj/HvP+lV3nIFZHiklK0ugU6rbbM9Pe++peu6551BWVoZVq1a5Xtu3bx+efvppbNu2DTExgcuT7jOq+bHHHsOwYcPw22+/ISMjA8OHD0dGRgZuuukm9O/fP2AFIG2DVmSOQJGio4Asubq/tGLzn64EpQIr3j2MI6fKIMnMlbxAUDru84IREdpY+ZsqT7QK9pSbYGFWi+d3vXUlmLmuyeu3/rVwtqS22e+fWS1er11mtfhdd7xlwkrJmoeKbza2uM6FQiB/I9qixx57DEePHsWePXsAAEajEc888wxefPHFgDa6QCMN7/r163Hy5ElkZ2fjxIkTrv8dPXoU+fn5AS0ECb9Azkts7EkKCE4u28bK31R5olWwp9wECyd6f+pUxKd6vtbg+q1/LXz45S94ePqgZr1/GUDKhPnujeaE+ZDM7kk5Gqs7zpSSHe/IRY8l/0TyuLmo+Pp9GI7va9NzgdvK3GVZZjCZ7ZDZxf8P0NCLTqfD888/j+eeew5GoxGrVq3C6NGjodFocOedd2LKlCmYM2cOiouLAQBvv/02Jk2ahOzsbDz11FPNOleTt/wvvfRSy94FiSg+u79a8BTqfJKqP3ZW/0nCWwo+fyNCW1J+C1M2Wp5oFewpN8HCrGbv33WV3m07b9ev89pMjBMx8+YeSEvQ4Nk/DYKg0sBotjf5/g1mBp2oQcr4B6GIT4W9Sg9OpUHN97uaPHd9VqsESeRR+v5zrapzzvFqmTFodKqgfn+B/I1oKVlmqDZY8NcNh13DRotmDUEHnQo83/r0t8OHD0dmZiaWLl2K06dP4/3338ddd92FtWvX4rLLLsPevXvx5JNP4q233sK6deuwd+9eCIKAZ599FiUlJUhLS/PrPE2mjGxrKLgqOIEUrvGbhvMSW5Dc3TmOtuLdw25jqgILTrYsZ7CNr/IDCGl5/C1zS9D17whOkuqq3b9r5xjv5hWNXr+iKIBXClBY61C5Y5Xb/gY/I5MbBhhZnXmbm1l36tc5ISYBiTdOhyIhDZLZDIO16fiDUNezQP5GAC2rAyazHX/5+/95BMQ9Oed6aNSBGTqqq6vDqFGj8PrrryMhIQHTp09Ht27d3P7+5Zdf4qGHHsIff/yBMWPG4NZbb0Xv3r39Pgc1vBEo0qOaA42imqNLa6OafUUmtybPckvrjigK0Kk5wGaGfmvzGrRwRKWHO6pZZsxnDm6eC9yCL6NHj8Y//vEP1NXVYdGiRa5EUZIkoaysDGlpaWCM4ccff8S3336LgoICrFixAtddd51fxw/5eryk7QpkLmfrxcQF5WV1MBksIWnkGit/OMpDgsfbd+3v9esrMrk1Y5VWqwSjlYPdbHLEFYjMryUIrVYJTJYdjW4zg5bCEbsQ7nzvFovkNSDOYglOOa644gpUV1fj+++/B+BYVvDxxx9HRUUFbrvtNvTu3RuPPPIIRowYgZ9//tnv40Z3WCchJOoEY6yyNVNtWjq9rqlYivZIJQpYNGuIxxivqgXrLPtDFEW8+uqreOGFF2CxWBATE4O8vDwkJiYiJycHt99+OzQaDTp16oQpU6b4fVzqao5AkbgEWDBF4udBXc0t19rvO9BjlUDrksK0dN9Qj/EGWkvrgCwzWKwSVCoBFosElSgEJLAqlOiJlxASFoEad2/JuKOk0iHt9iXgVRrIFhPMEg+rueVPiq1JCtPSBRciNSq9tXiecwVSBSqgKtQis9SEkIgWqDzRze3idUY1y8ZalDSIara3IgNTa7qvWzO9zrkQRIxWbNPZxog7Cq6KEKIoQKNTISk5Biaz3a/AjWCVIz6GR3KyDvExfNjKQSJboLKJNTebkqBUwGo0OaYSNch81ZoMTK1NChPuoCUSWvTEGwHayioy7T1XKwkdnxG5agVUnM2vbmNRFCDwHDrNeAq2snOo3F/gnv3JSxevVqOEVh2HMwHOFR6MpDCk/QrbE29eXh5yc3PDdfqI0lZyDbf3XK0kdLzlic4Z2xuysRqlBS+jcHkOSgteho63ePSqyDJDTKwKOsGCC5uWozDvTpR9vh6Jo2ZAl57ZaBev0WRDZUVNwHOFA/TUSvwXlife7777Dlu2bMGoUaPCcfo2w1dwSf1gEcliBi8q8MDUAfjwi1/w7Q/ncOPgzvivm3u75usFMqCisUCVYKwqRNq21gZA+drfmSd6xbuHkRinwoxbrkJanICSTcsbXadWFAVUGyyQLWZYdrmvaVv6yRqkjH8QnFINiyxAo1N6Pa+o1UA74WGYjuxBzFXXQ5nUBbLVBLMkQBS5NpVoxfmeA5W0grQNIW94q6qqkJ+fjwcffBAnT54M9enbDF/dx1ot70g/V687t0PWAnz3Uxlm3dYXV3VPwND0jlj1wY8B73Zuqiu5LeRqJaHT2iGOpvYXReCJOdfBYpPw1w2H8fyDGU3e2AlKBfLeOYTnH8zw3l2ckAaLxQaLlWHFuz7OC4DXxiJu8M3u2aKyF0JWavFiG1o+koZ32qeQdzU/9dRTePTRRxEXFxfqU7cpvrqPVYLs0Z1b/clrGHV1ClZ98CNGDemKVR/8GJRu56a6koOxqhBpu1o7xNHU/larBFlm+OsGxzZ6fWWTXcDOsWGf21aWQGE34vN/nWn0vLxk88wWtXUlrEZT2Id06qPhndA6e/Ys+vTpg/3797u9Pnr0aJw9ezZg5wnpFbVp0yZ06tQJGRkZ2Lx5c4uOkZQU2HURw0VmzGtwiaDy3p17eWoCjheWQ9dImrgYrdiqMjHGfDxxaJGi4S5uo0bHO3LBiWowqxmcqEIHLvzB8S2djB9pQnn9+7pG/b3W/Nm//jbvfnEaD41fAPWxr9y6gCVBhaQkR5IEk9mO9B5Jrm2x8zXXk2BK1jxUfP0+JEMVRt38MN777Gev52VMBrNavAZldUyMa7S8oeZPnXSKljrg/P7q/wZxAfwNUiqVePLJJ7F9+/aAr8PrFNKGd+fOnSgtLcXkyZNRXV0No9GIF198EcuWLfP7GO0lc49Gp/Ka7k2yeO/O1esrkd4jyfXD4y1NXGvn8cXH8D66ko1eMug41x8N/9qtlLkqOHxdo/5ea03tL4oCdCpgc94E6PWVePeL0/jqWBVuHXSzWzKJhAkPwyLGQLY5uladKQPXfnoGC+/IBa8UYSs751rTFryAy1MT3MriPK9ks3tkrUrJmgcAkAxVqKyo8bpfIOfINmfc3N86GS11gDEZkqEG+q359YYIHoWgiwtY45uamorhw4cjLy8Pf/nLX9z+tnbtWmzfvh2CIGDEiBFYtGgRBKH5UyqFZ5555pmAlNYP2dnZmDFjBu68807ExcVBFEU8++yzzTqGyWRFZCW59I7ngIyBnXHqbDXKq03of4VjEW6AQ4c+18Jy4TTsteVQd+uHDlkL8PkPZZg1Ph0CxzDs6svwW3GD/SQJktS6D0YGj4S+Q93OnTp5IYx2RauPHUw6nQpGozXcxWgWnU7Vov1Cef37vEb9vNYa218QeEcDuOV/ULZzLYTy08jMugXdO8ahcnu+o6FhDPZqPez6QnDdr4VSrYLFbENCBy2G9e+IG6/pAma3oeSDF1GxZwNspb8DANTd+kHbZxiOF9WgvNqEGeP6YH72VVCpRShhh37L/7gd36ovQvLY2YjplwkmavHL71UBr1tOrnHvf3yP1Zt+xMmiSmQM7AylwHk9h791MlrqALOaUbJ5hdv3Z7lwGjFXZYBTtH5xiJqaGmzZsgWvv/468vLy0KtXL3Tr1g3/+7//i8TEROzatQsbN27EjBkz8M9//hM1NTW4+uqrm32esOVq3rx5Mw4ePIjly5c3a7/28sQLNCeqWe22SHdSUgyMZltQIi8jMYIyWu72gdBf/8GKavaVn7jTXU+jcHkOINc7By/g8iUbAY5DeVmd2/ftK++yhdeAcTy0agVkY7UriKrHko0ozPM8fo/cjaipMQNAUKOaW7KUnz91MlrqAGMMhcune/n+PgAXgGUBz549i7vvvht79uzBvn378NRTT2H79u2YNGkS+vfvjyFDhuCee+4BAHzxxRfYunUrVq9e3ezzhC1qYOrUqZg6dWq4Th9U/v5YOdO9ObvdtCJDXJzuUuVyTdFxn6rD85pNcI0AACAASURBVBxMBktQUsQ5llcDTQ8iANyv0UDuX39qmi49E4mjZ0JQ6wAAXR94FRXfbHR0G8PRtWqorYNGpUBysg6yxQRRFKBQ8FAJMngxzi3vMngeWqUKksUE2XZpyT1deiZkiwE9lmyEreysa2zXGcBltV7sum3F+21KY0v5+TpnKOpkW1uv2hdmNXvtemdWMzhVy5d19CYzM9PV5QwAsuy5YIXd3rKhNspcFWDNnYLhthA2TRkgEaQ1vSPOqWmCLh5JY2eD2W24sCnv0rjrhPkAx0Gqq0Rq9kJA4KD/KM9t6g94BWoO7UJs/xtR+skat33Lvn7fta8Qk+Bo3EfNQEnBCrexXWVyF8QNutnnvN9A8xWjYTKHL1airWTG8wcnqpCa/ajHGC8ntmzopim5ubmYOHEiSktLMWfOHGzfvh3Tp0+HQqFAQUEBhg0b1qLj0rKAAdacriRnNxmzmVG6c63fy4JFYrdSMEXi5xEpXc2+tHZpvfrXPgCv13/aHbkorTRCq1WhbvtfPf8+bRE4nnc02A3+ljxuLs6++aijHo1/EMxuQ9nn6z2PcfsSmCUeFgkhWV4vMUmH0kqT2zz8h6cPQkqCBhXlLX+ibU0daEn3dyC0tA4EM6q5flez0759+zB37lx8+eWX2L59Oz755BPY7XbccMMNyM3NhULR/OdXeuINsOZ0JWlFBn3BSnSa8ZTPKQPxMEbEOCuJLs5rt7EsU41x5jaOS+gA+Jgyw4sqvPvFUfx5xhCUefu7SgvA+77KlC7osfRD2MrPQYhPBQfO+zlUajCTHSvevdTwOOfvLps9FAhwvTOZ7fj6cDEemDIAXdJicbakFl8fLsaEzCsCep7maEn3dzhxHO/qVg5093KXLl3cGl3A0eX888+OqWnz5s3DvHnzWn2e8E/AbGe85aB1TkloyDnOZSs75zUZgK2s2Ge+WkLCqdH0oV54W9XKmQ3NXqX3mQzjofE9YKit8/736lKfdcdeWeLI4fzZesjGGsgWo8/kHI01PM1VfxUxjU7lUW8lmx3jhl2OdVuOYNqSj7FuyxGMG3Y5JFv4upqb85tFAiOk04kCoa1PJ/J3CoYoClDADsu5n2G5UIjkcXNg1Re5pgykZM1D5bcfwvTb97BcOI34ASNgtjr2j8SpA8EUiZ9HJEwnaozIS7Ce+wX2ar3rNXW3ftD0vt51nbq2vditXHpx6pD13C9ISB8KXYdY2GQOgkKAtudgj+u/4pt/wnT8W8QPGgVdL8cUO1WXPuh4+2J0uC4L4HhYSosRN3CM+74T5qPi63/Cpi9yTTfRXnkNdL2uddvONS1HBk4WVaLv5fF4YtZA3DtlIMYN6QhBIcBqaV4Ed8OpQjcM6QqVSoG4OA3AcWCyDB4MI4d0xczxfTGsf0dAklrdo9WaOtDaaWMt1dI60B7QGG8Q+BMhqNGpsGPfaUy8NhnVO1+DEJOAxBunQ5HQEbayYlTuK3BFdTqnO5SVOcaAInFMM5gi8fOIhjFet+CryhL3SOXu/cHf/DBWbT6JJ+YMhYqXwTEGTlTBXlXqlgyjR+5GSFYLYDUBHOeeX3nyI6g78R10V14DRUIamNWC0k/XwXBs76XC8gJ6LPkn9NtWISFzGpTJXWE3XxrCEUUBvFKAwlrnWKe3XgCXhdPAaPR88vNWxwWlwm2s9MbBnXHP+HSs3PhD0MeOW1sHwhHVHC2ZtryhhjcMRFFAjJoDp1ShpqoGjOPRoUMM9PpKpCRo3VZoARw/UqkXp0sYTTZo1UqUl9d5jSoFEHHzcFuLGt7waCyqWRQF6JQSmLkOivhU2Kv04DQx4AUlOKUIe3UphLhk1Bpt0HBWcBaD23aw28DrOoBZLeBVashWRxBWyaY8CLp4JIyYBmVyZ8f2ShXAcbBwGoi85HV+sFuwlZegxcRYASUfeQZpOeudyWwDx3FQqxQwW+wwWyWPYKwOMSKmLdkB6eL3s/rxm7Buy5FWBy05G0WNWgGzRYJGrfBoHIM5tz9Yornhpa7mEHM9KWxegbKda8H0v0HX61q8tvk4vv6xBJmDuyCu1xD3TDXZC/HRvj/w5LrvcLKoEkP6pkItCtDA7NF9Jyo4lG7+66XX+g4FL6qgUwExcVqIvAQZfJvORNVc1NUcHpLEYLYyGI02mK3M7ZqK0wlgFgNKP/mb41rUF0HbczAgSyh6ZTasJWeg7TkYoqgEGmyn63MdTGd/hqBUQb9tJcp2roXl7M/Q9R4Kxhg6XHMLyna9cWn7vhk4eMqAhA5acBzvkfktZcJ8VO79EII2zmcmNl2cDmU7/4b6H669thwJI3MwdckOnDxTiWv6pGLt5p/Qq2sCVm78AUdOlYExQF9pxKmz1Rg+4DKcPFMJfaURAHD/lKvx+qYf3b6v8moTZo7vC5Of16uz+/rTA4VITdBixbuHPTJeCQIPs132OxtWWxHNXc3U8IZYrIZDaYOUdVLpGVx7axZGDO4GZpdgYwrEDxiBpFF3QttnGD7a9wfe++xnMAb0vTweg3p0QFwHLWRDNSx//OY+ltXjalR88Y7r2JxKC13Hbu4NdN+hkHllm66UzUENb9ujU/GOuZYNUjPGXj0KVfsLXNdrbHqmx3aWC6eRMDwb+m2veryeOGqG99evzsSXh/9An8uTIGo00PYZhsRROdD2HgZOVCG23whoel8Po13h9UlQJUiwnPvZY8zamDYQ2/b/Dn2lEYV/1ODu8em4LCXGe4N6W19cc1Wqa6x01DVdUPhHjashBoD+VyRjWP+OsNv8exoV1SLy/vE9skdeiTUf/eTR2I8c0hW84BhX9vY3f88TDtHc8FJUc4j5igZNTIpzjf1YrRKq6mSUlRnAqzTYuPsXAMDIwZfhofE9YNmVj8LlOSjduRaJo2ZAl57pOo4iPtXt2DFXXe+5/BktK0aCjBNVXq9zTlQ3+Lf37Xi1rlmvp6UmYNSQrnjh7YOYumQHnvr7D6istcJgBSpr7CgrM6CqzvfYqkXikZrtvuRlh6wFePeL065tjheWu6YA+YoCFpiMZbOHYvPLExEfq8LjM4dgQM9kCDyHAT0dQUvNiWB2Rlx3SYv1GXkdyKhsEho0jzfAmsrm42sxecls9kwZaZVcof5HTpVh5s1XoHrnKre5k6WfrEHyuLmXUt9V6d3Ko0zq0uTi4oQEivP6B7ynfrRXlbq2VXft61qNq+G4rWw2eq0nstng9XWb2eRapxpo/lxco9EGaDVIvX0JBJUGksWEj779Hd/88Idrm/QeSThbUosPv/wFC3MGewRNucZV66WcFEUBy2YPbfHYq7P+Oxt7bys9Of/b199I20NdzQHkddpEg25dr6uNZC8EOM+xWZlXgsmyK9R/4sheKNu51mMcKmncn2AuPoHU7IXglGpYzv/mOrauz/Ww+DntI1JRV3Pb4HH964uQfMtcSMYax/hq9kLU/vSVI2q4Wz8kTXwENl6NDunXQ9O1L8o+XXdp3DZ9uGMKUUnhpXoyaQHqThxAfEa227SgxAkPQ6mLxepN/2nVeKrNJl8cs7ZCBo8ruia4TbFZmDMY//z8JCprLBh1bVeMHNwZM29rfEqQJDHYbRJMRivstuZPz3FO9fnm38WYPrYPzvxR4zHlh8kyhg/qHJQVy4IpmruaKao5gHytuNIwirLhUzHH89B7iWR27ueKahQkrxHPHe/IhSTLXqOarbIAlWxqVWq/tp48naKag8+fvMy+rv+0O5aAyQAEHvzFKUOy1QIbpwCTASVsjjzMDff7r1yAMfCiGrLFDPA8eIUIe205IMtQdEiGvUoPPiYBZknAC28f9BpBLNnsLYr0r3/t149qDnU9oKjm9oe6mgPg0o+S1q/Uj44K4UigoVFrwflIe+fsDnZ2X0migNTJCz0a0Vozu7SyCtBgJRMZdlGFlGmLXT88hmb88ERK8nQSPK5I/PqLeGQvhBirg0rl+KFX8AwKldJH6kc1JKsFBpNzjNU5xun4/+RkH+O5ChWYzeJqLOPiRK9LBvbI3Qi7yYzHZw7xmOLDMdmz7H4uQOJtZSVDGO7vGpbDWOe5TXNXLIuEG+r2jIKrWsnVvVbwMmxlxX6lfnQ2aC+8fQhTF3+MivIan+ns6rNaJRhkFTrekYseuRuRMm2xX0+u9YO1GgswaUhQKrDi3cM4cqoMksxc42aCku7XoolWZI6bvfoBeltXwlhnxNTFH+OnX/VQ2I2wV5b4TN/IDFUeqU+daSSZ1eK93pSfBadUueqOVG87XXomutyXjx5LNjqehgG3wKZls4dCYDJEXvIse5QHFzp/f158x/H78+I7hyBxPKWlDSFqeFup/o9S5b4CpGTNc4uMTMmah8p9BW4VvmGD9vauX5Ew4WG3/VInL3R1HddntUrgVZpmN6Item8ULUngOxI/ITEOkswwtFcC9FtXouKbjV6v/4pvP4AiPtWtwat/w1r66TqkTJjvsV/dyf+DbDG46g5khtTJCxF/Yw4SR81A2efrUZiXg5KP8qDjHU96JoMF5WV1MBkssFqlZueUjgZ0Qx1+9Em3gigKUKjVrortjN5MvmUulMldYSsrvpT6DpcqvAAOxwvLMXLwZZh58xVITU1ATVUN0v5rKXilCnaz0e/u4GCqH1HtRNGS0cdXJL5eXwkAUGguDrFc7AJOHjcXyuTOYDYLSneug2Sogq3snNvwScPVjcAYUsY/CEVCGmxlZ1F79FvE9r8RnErrWmWIV6lQawU6DM1yyzLV2MpIvsresDcpmkTaakTtET3xtpDzjr1h95rh+D7HiigWE8o+W38p3zIuVXijyYacsb3x0PgekL9YhTN5OTDuzIdsMcFssQX9SdZfks3e6nmIJPIZrRxSJ7vPcU2Y8LBrjqvddGnlH8PxfTj75qM4//5zsNeUQTJUOXp99he4rn/HDav7k6jh+D4Ur3sEAKBM6oyYPtej9ui3kKr0bqsMAQCv0kCISXB0NS/9EF3uy4cQk+D1KdZb2X31JkULWo0o/CiquYWcEZyCLh6Jo2ag9JM1bsEbFl7jM5oYAHQqeI3kTJ22BJV1jTe6TUXx+hOB6q9ICMKgqObgq39NSWYzTEzAS+98j+OF5Vg88xpc11PnvnhB9kLw2jhIVXpUfPsBpLpKx7Q5pQZgMjgmo6TAc3H7lPEPonjdI1B37etYZeir99wWVkiZthiCIEAy1qB0x+uu86VMmA9OE4vKGs+bwkDWh7aqOXXAOcbbMBAtGIs3NCaao5qp4W2h5GSdK8JSl57pmvzPbFaY7ByMRlujFb7+/i4NViHypbFK5s+qMe0NNbyh1/CGTFQAnGSDQq2FbDEBogrVtRZ0UAO8qHasTuRsgCcvhOnsSag7XuF+w5q9EEyyQxGbCGazel9lKHcjmNWCC94WEvHjprW9am4daAs31NHc8IZljHf16tX49NNPAQAjR47E4sWLw1EMAP7dDYuiAJVaASUk8KIKssUMyWZD1wdedayoUlsByDIADowxaDQiVIIMzjHvBgAg8Dx0akChUEKp5CFbzEEZe2o4dtbY+Bch3viqE95+rMsvjglqk3TQV9QiVaUGYww8gA6qeo1uvQxW+m0rkTLx/4HjBXS662kwqwUMDJxSxIX3/wJz0VF0uS8fUl2lW7niM++AbDGDV3kPmBLUaqDO4FFOMBkcz0OjUoBZzeBVakhmMwxWz2lx3t4j4LniFwAoRAU0aiXMFsc2NostYm5uvU2VIqET8ob3wIED2LdvH7Zs2QKO43Dvvfdi9+7dGDt2bKiL4n1+YoM5fs61OpmpFiUN1uqsPbYPtvJzHl3NKVnzYL5wGpquV7l1v6VMmA+VSgPYgerDu5CSNc+ji9rQyrGnRqM4KUUkaYKvOqHQamCR4Dane9GsIYjtoIRCtoHjgGQdB6m2ArU/fY3Y/jd61AnAMZYrxCSAExQedYOTNUi9Ywn0m/JQeWAzUibMd3Unx2fegbjBN6Pkozwk3zLX502rr7nnJ3/TY2A3Nao/ec2tDjes6w33XTr7Wmhko8ccZhOvxQtvX9puYc5gqNUKiKA57qRpIU8ZaTabcf3116Nz584QBAFHjhyBIAgYNGiQX/sHMmWet5WCLBdOI+HqTOjidADHQVDwsBhNqNvpuSJK/PUTXanuGq7CkjA8G/otr3i8ru1xNWC3Ql/wMiRDNZJuugtJ4+ZA12cYDD5WTmmosRSJIi/B2s5TRDZEKSMDx1ed6NB/BF7433+7rYCjVSnQr5PoShEZN3gsSj9Zg/jrJ6Js1xse137STXeh5t+foePti1H68WqvdYNTqGDqPASp14xCrVmG5qrhSBszA6q0K6Df7CiXZDIgedwct7SRzuX+BKXC60o9M8b0QOV2z1WQ4geMcNUL50pA9fedOKwzanas9NiP634t3th+wrVd4R81GNQrBRq1MiwrAkVTHWgPQv7E26tXL9d/nzlzBjt37sTGjRv93j8pKSZgZWHMe8YoXlRj6uKPkd4jCc8/NBxaVRwKvWynTO7s+m+PY/hYRaX+6kGG4/sc3W+8gB65H6CD2v+nXV/jI4zJSM1+1LHUmusO/VEIag1SNO03iD1axosCef1746tOCCqNxxSUUVenoHTbpWENRXyqq154O4YyuTPU3ftDkZDmu25wPO574gvX6wLPYfPLE926lxtO22NWMzhRhQ4cD5kxr1NllBrfWeVSNI56523fhMQ4nPGyX8fEOI9zpCXpwHFAjFZEOERLHWgPwjaP99dff8UDDzyAJUuW4PLLL/d7v0AGl8TH8D7nJzonlhuMFmgFGT2WbISt7Cwq9xe4VgKylZ1z7eO5ior31VUarh7k2t5iQkWtf3fKTUc1i54pIpsI2IpkFFwVOL7qhGQxeczpTk1NcGuUbGXnXPXC2zGYzYLkcXNhryr1WTc4XTzeXJSJ1NQE6PWV+PqnUhhNNqg4m9s+huP7HFOVxj8IaOJQdfH61uhUXuee20w+6qPZ6Mqj7m3fyooar/tVVtS4fW7pPZJQUm5AnE4My7hpNNWB9iAsqxMdPnzY1ehOmjSpWfsGsqvN20pBHbIW4O+fFaLoQi1GDr4MN/SJg9652kpZMZLHzQGviUXiTTNQe3QvDL8cRPK4ue7dXpMWgBPVjtVV6h07ZcJ8cGodOIXotoJQavZC2Hn/o46b6laSJHZxlRUbzFbWplcoCYRo6mYLdlez19WzJi8EE9UYMygNM8b3x/SR3TC0Xyd0UHOw1ls8XjIbkHzLXNQd34+EzNs96kTZ539H+WdvQjJUI2X8/bBcKHSvG9o4wGZB3c5XUbZzLYTy0xg69mZIUMBiAxLSh3rWJ5UORhvvusadq/nUX1Xo8ZlD8NOpCnQfOgKS/oxbvTPaFY3uO2pod8T3GeKxmhgTtfjl9yq3lYu0WiVkmz0s9S2a6kB7EPLpROfPn8eUKVOQn5+PjIyMZu8f6Dt+t/mJFjM++vZ3vPfZzwCANxdlQv5ilce0hbRpj4NTaSDbbODhWPRbNhvBqdSQqsvBKUXot66EEJOApNEzIcQmglktkAFY7ByUSh6CbAev0kC2mGCDgNpa/ytNJN7dBlMkfh5t9YkX8IxqZoISvNXgMU+3Thahks2orB90OO1xcJwATlSBWS3gVWrIVjOYLEFfsMJ9O14AL6odUc0cBybLXue211+lSycCglrtqk8GM2syMjkaopqjqQ60ByHval6/fj0sFguWL1/uei0nJwd33nlnqIsCABdXC4JrGsK4YZfjp9/Kcbyw3KMrDbg4fqvSQbJZAKsZF+rNl03JmgfwvOMHytkldmyv7zmGtc5lRigKkrQd9esEACR2kCFbzeg04ynYys6hcn8B9FtXIu32Jaiz66Ad/yg6xseB2SyoczWERsfBah3HEEUBqdOWgFepIFnMEFQaVFTUQNQKkG0MVqvd5ypF9VfpslqBFA2PMi+JMuqX39tUGWOdxa1MzdnXfcWvS9u6jklIM4S84X3iiSfwxBNPhPq0PjXMyAMBeOGhDMdduM37XFvZZgbHgJJt7vNlSz9Zg4535DY6x7A15at/t01IIPlKqKDVKsGsJpTuXOua1pN8633gVVowmwWigodK1wFWmx1KxhAXp/Y6H95qlSCqVEBNldsTctzkhZA0MbBapbDlVY6GzFakbWm/Ya5+qL9CSuHyHOgL8sCMNdBvW4ULm5aD2axIzW6Q53XSAjCbBbyo9trAcqLK6xJnsrX5d8YNy+dcHo0xuemdCfGTr2XitFol1ILk6sHRXZWB2P43oqTgryjMy8GFTcsBcy0+3X8azFiDko/y3K7ThsvMiZzkaHTrLdFXum0lFLIjy1s48ir7qmO0RB4JprAEV7VGsOfxWvVFSBp1Fyr2bIDlwmno+lyPmAGjkDgqB5qufQGOR+n2VVB3uhLWsmKP+bK6PsMgXjEEdv2lwJGECQ9DUqibdRctigJiVICgiYG605WQTLUw/fY9LBdOI+aqDJgs1Pg6RVNgSTCCq7zNXz11thpjh3SEIGpQtnMtwBjSsh/1mJ9r1xfi6tG3oHzbK43OkQUAXeylYznZa8uRMDIHEgMsZhtkXon4ASOQNOpOaHpfD6OXue2B/L59zVtuWPa2LprqQHsQ1csC+sryVH9+rqCLBy7ecBevewQ9lvwT5uITqNxf4DXzlFniIYsxUN36KDomxqGyogZ2UQPZ4v+KPs678JKPGowfAzCc/A6cqAZQ1/hBCPGTr2XieFEN2eKYhiPo4qHokOI2zms4vs8xButzjqx7tjTJ7H3oRq+vRGpaomsNXW/jqcFCmd5IOER1w+trTKn+/FzZYgTjBTBZdpuj6JrEP24ulMldIFvNqLMAVrOj20yl1QIcB5VW2+wE5N7yLZd+sgbJ4+ZCMlSBWc0B/BRItPO17jKzmlH9/aeO1Iqy5FiYoMGNoGSoci0L2NTYrMEKpGYvdIuO7jB+AT7+vhQTMsMT4RrMceW2sBABaZuiuqvZ25zFlAnzUbn3QwjaOKRkzUPNj19C1akXjFYOCX2HovbYXtccRdPpH2AtK4b2isFu6R4licFuk2AyWmG3Sc2e1xcTp/XaJZc0bg60VwwGr9HBaKS1M52iqZstGF3Nvua+arUqXHj/OcRdc4sjZ3KDIZnksbMRk56Jz38sRXrmSLfhldTshbBChM12aUhEkhh4UYUO/UcgYWQOjGkD8fkPZRg37HJA8r+eBPL79jVvuf783pZw5X3+x/dYvelHnCyqRMbAzlAKXFDm+UZTHWgPon5ZwPoRjbLVDNlsgCI28VJ32snvXEv1ObcVVGrXHMVgREE61/r1mD98+xLUWYAOHbQRN2cvmKJpDmOw5vF6ezrTigylBS+j04ynUJh3p9clLBljAMfDarNDIdvAi2pXxqlxwy73usZra58EA/19ByOqWaNT4cV3Drn1IgzomYxls4cGJbNVNNWB9iCqu5oB9zmL8TH8peTtF6m793d1O13a1n2OYqA5ozsbrqlbZ6GVT4h3/jRmjSeHcNxE1tbU309A6uSFsFfpvXfHVpY40jXWydDFqqGvlZGWxMHClCjW12HFu4exbPZQoEE5Gs6VFUUB8TF82KbzBGNc2de4uVajpKX4CDW89flq8Fq7VF9zWa0SIKo88y1To0u88LUUnmM56GYueVdvWUzndajTqT3GZlMmzAcnamCwchBFARabhNWb/uM69sPTB+HdT0802dD4szRnJPI1bm400RARoa5mD5EwmT4Su5WCKRI/j0B2NfvTreltm3eWjoRlV77PFI31NZau0df5/98dA5tcNMDXsIq3MjhFwvftvNFZ8e5ht5shb13vgRAJn0lD1NVMXEI9nYGQ1vKnW9PbNr6WvPM2laaxeuHr/B2TdaitaTw6uL1O57FaJYgisGz2UIpqJh6iOnMVIe2Bs1uzvobdmt62cS55V19LptL4Or/J3PSiAc7pPK0tQ1tkvTiOXV5W55qjTAhADS8hEU+y2fH4zCEY0DMZAs9hQE/HdCBn8JSvbUStxjMlagtSNPo6v93adNKYcKSJJCTcaIw3AkXieE4wReLnEejpRK2Pam5dTENrpgg1N64iEr/vYIvEz4TGeAkhEc3Xcnb+bBOImAZ/zt/YvhRXQaJJxDW8PE9dUAB9Dg1Fy+cRLe+zKfQ5eKLPJHJEXFczIYQQEskouIoQQggJIWp4CSGEkBCihpcQQggJIWp4CSGEkBCihpcQQggJIWp4CSGEkBCihpcQQggJIWp4CSGEkBCihpcQQggJIWp427jVq1cjKysLWVlZePnllwEABw4cwMSJEzFu3Djk5+eHuYThkZeXh9zcXADAiRMnMG3aNNxyyy347//+b9jtTa+KQyIH1QHvqA5ELmp427ADBw5g37592LJlC7Zu3Ypjx45hx44dWLZsGdasWYOdO3fi6NGj+Oabb8Jd1JD67rvvsGXLFte/Fy1ahCeffBKfffYZGGP48MMPw1g6EkhUB7yjOhDZqOFtw1JSUpCbmwtRFKFUKtGzZ0+cOXMG3bt3R9euXaFQKDBx4kTs2rUr3EUNmaqqKuTn5+PBBx8EAJw7dw5msxmDBg0CAEydOjWqPo/2juqAJ6oDkY8a3jasV69ersp05swZ7Ny5ExzHISUlxbVNamoqSkpKwlXEkHvqqafw6KOPIi4uDgCg1+vdPo+UlJSo+jzaO6oDnqgORD5qeCPAr7/+ijlz5mDJkiXo1q2bx985LjqWA9u0aRM6deqEjIwM12veFteKls8jmlAdcKA60D5E3Hq80ebw4cN4+OGHsWzZMmRlZeHgwYMoKytz/V2v1yM1NTWMJQydnTt3orS0FJMnT0Z1dTWMRiM4jnP7PEpLS6Pm84gWVAcuoTrQPlDD24adP38e8+fPR35+vusOd+DAgSgsLERRURG6dOmCHTt2YNq0aWEuaWi8/fbbrv/evHkzDh48iJdeegkTJkzA4cOHaCNfsQAAA2dJREFUMWTIEGzduhU33nhjGEtJAonqgDuqA+0DNbxt2Pr162GxWLB8+XLXazk5OVi+fDkWLFgAi8WCkSNH4tZbbw1jKcNvxYoVeOKJJ2AwGJCeno6777473EUiAUJ1wD9UByILx7wNEBBCCCEkKCi4ihBCCAkhangJIYSQEKKGlxBCCAkhangJIYSQEKKGlxBCCAkhangJIYSQEKKGN8LNmTMHFRUVrd7m//7v/zBhwoQmz9enTx+vx/ryyy/x/PPPAwBmzZqFXbt24ezZsxg8eHCTxySkNagOkEhDCTQi3P79+wOyTWuNGTMGY8aMCfp5CGmI6gCJNPTEG8GWLl0KALjnnntw8OBBzJo1CxMnTsSkSZOwdetWj23Onz+Pr776Cjk5OZg6dSpGjRqFlStXNvu8K1euxJQpUzB58mR89dVXABzp6x544IEAvTNC/EN1gEQkRiJa7969WXl5ORszZgz77LPPGGOMXbhwgd1www3s3//+t9s2siyzmTNnssLCQtd2ffv2ZeXl5exf//oXy8rK8ut869atY4wx9vPPP7PrrruOlZeXs4KCAnb//fczxhibOXMm+/TTT1lxcTEbNGhQEN41IZdQHSCRhrqa24FTp07BYrFg3LhxAIC0tDSMGzcOe/fudRtf4jgOa9euxddff40dO3bg1KlTYIzBZDI163x33nknAKB3797o2bMnfvjhh8C9GUJagOoAiSTU1dwOeFt7kzEGu93u9prRaMSUKVNw7NgxpKenY/HixVAoFF7X82wMz1+6bBhjUCjo/o2EF9UBEkmo4Y1wgiCgc+fOUCqV+PzzzwEAJSUl+OyzzzB8+HDXNna7HUVFRairq8PChQsxevRoHDx4EFarFbIsN+ucW7ZsAQAcO3YMRUVFGDhwYGDfFCHNQHWARBq6TYtwY8eOxaxZs7BmzRo8//zzeO211yBJEubPn49hw4a5tpkxYwZWr16NUaNG4bbbbkNcXBy6deuGK6+8EkVFRRBF0e9zFhcXIzs7GxzH4ZVXXkF8fHyw3h4hTaI6QCINLQtICCGEhBA98RI3b731Fj7++GOvf5s7dy4mTZoU4hIRElpUB0iw0RMvIYQQEkIUXEUIIYSEEDW8hBBCSAhRw0sIIYSEEDW8hBBCSAhRw0sIIYSE0P8HTgSwaKJ2w4UAAAAASUVORK5CYII=\n", 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## FaceGrid example\n", "# https://seaborn.pydata.org/generated/seaborn.FacetGrid.html\n", "#sns.set(style=\"ticks\", color_codes=True)\n", "tips = sns.load_dataset(\"tips\")\n", "bins=np.arange(0, 65, 5)\n", "g = sns.FacetGrid(tips, col=\"time\", row=\"smoker\")\n", "g = g.map(plt.hist, \"total_bill\", bins=bins, color=\"r\")\n", "g = g.map(plt.scatter, \"total_bill\", \"tip\", edgecolor=\"w\")\n", "\n", "g = sns.FacetGrid(tips, col=\"time\", hue=\"smoker\")\n", "g = (g.map(plt.scatter, \"total_bill\", \"tip\", edgecolor=\"w\").add_legend())\n", "\n", "g = sns.FacetGrid(tips, col=\"day\", height=4, aspect=.5)\n", "g = g.map(plt.hist, \"total_bill\", bins=bins)\n", "\n", "#palette=pal\n", "kws = dict(s=50, linewidth=.5, edgecolor=\"w\")\n", "g = sns.FacetGrid(tips, col=\"sex\", hue=\"time\", palette=\"Set1\",\n", " hue_order=[\"Dinner\", \"Lunch\"],hue_kws=dict(marker=[\"^\", \"v\"]))\n", "g = (g.map(plt.scatter, \"total_bill\", \"tip\", **kws)\n", " .add_legend())" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "6OBu_6kO6Wsp" }, "source": [ "## Seaborn line plot (replot)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "colab_type": "code", "id": "Ea5XsDAQvjuq", "outputId": "53cdc701-3dba-4af0-c28d-c124b7e1a8f4" }, "outputs": [ { "data": { "text/html": [ "
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alignchoicetimecoherencefiring_rate
838saccT22806.427.583979
839saccT228012.828.511530
840saccT228025.626.470588
841saccT228051.230.813953
842saccT23000.028.384913
843saccT23003.233.281734
844saccT23006.427.583979
845saccT230012.828.511530
846saccT230025.627.009804
847saccT230051.230.959302
\n", "
" ], "text/plain": [ " align choice time coherence firing_rate\n", "838 sacc T2 280 6.4 27.583979\n", "839 sacc T2 280 12.8 28.511530\n", "840 sacc T2 280 25.6 26.470588\n", "841 sacc T2 280 51.2 30.813953\n", "842 sacc T2 300 0.0 28.384913\n", "843 sacc T2 300 3.2 33.281734\n", "844 sacc T2 300 6.4 27.583979\n", "845 sacc T2 300 12.8 28.511530\n", "846 sacc T2 300 25.6 27.009804\n", "847 sacc T2 300 51.2 30.959302" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dots = sns.load_dataset(\"dots\")\n", "display(dots.tail(10))\n", "sns.relplot(x=\"time\", y=\"firing_rate\", col=\"align\",\n", " hue=\"choice\", size=\"coherence\", style=\"choice\",\n", " facet_kws=dict(sharex=False),\n", " kind=\"line\", legend=\"full\", data=dots);\n", "\n", "sns.relplot(x=\"time\", y=\"firing_rate\", col=\"align\",\n", " hue=\"choice\", size=\"coherence\", style=\"choice\",\n", " facet_kws=dict(sharex=True),\n", " kind=\"line\", legend=\"full\", data=dots);\n", "# hue=\"choice\" (line con colori diversi)\n", "# style=\"choice\" linee con stili diversi (diritta vs tratteggiata)\n", "# size=\"coherence\" dimensione della linea\n", "# facet_kws=dict(sharex=False) mette a fuoco il contenuto del grafico " ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "kSZZD3kB_5Lh" }, "source": [ "## Seaborn Statistical Estimation and error bars (replot)\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 545 }, "colab_type": "code", "id": "JXVmfp7n6l8T", "outputId": "caa48d3c-f1b5-4bb0-836d-d5f507143556" }, "outputs": [ { "data": { "text/html": [ "
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subjecttimepointeventregionsignal
0s1318stimparietal-0.017552
1s514stimparietal-0.080883
2s1218stimparietal-0.081033
3s1118stimparietal-0.046134
4s1018stimparietal-0.037970
\n", "
" ], "text/plain": [ " subject timepoint event region signal\n", "0 s13 18 stim parietal -0.017552\n", "1 s5 14 stim parietal -0.080883\n", "2 s12 18 stim parietal -0.081033\n", "3 s11 18 stim parietal -0.046134\n", "4 s10 18 stim parietal -0.037970" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Average Line statistical estimation\n", "fmri = sns.load_dataset(\"fmri\")\n", "display(fmri.head())\n", "sns.relplot(x=\"timepoint\", y=\"signal\", col=\"region\",\n", " hue=\"event\", style=\"event\",\n", " kind=\"line\", dashes=False, markers=False, data=fmri);" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "gmChwh_RB3Wj" }, "source": [ "## Seaborn Statistical Model estimation (lmsplot)\n", "\n", "* [Seaborn lmsplot](https://seaborn.pydata.org/generated/seaborn.lmplot.html#seaborn.lmplot)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 545 }, "colab_type": "code", "id": "6gon09VgAj9v", "outputId": "9de4d8b5-e503-4412-94b8-dd87127459ce" }, "outputs": [ { "data": { "text/html": [ "
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total_billtipsexsmokerdaytimesize
016.991.01FemaleNoSunDinner2
110.341.66MaleNoSunDinner3
221.013.50MaleNoSunDinner3
323.683.31MaleNoSunDinner2
424.593.61FemaleNoSunDinner4
\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" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# logistic = True # logistic regression model\n", "# robust = True # Robust regression model\n", "# fit_reg = True # linear regression\n", "# scatter = True # plot also the points down\n", "tips = sns.load_dataset(\"tips\") # same as pandas.read_csv()\n", "display(tips.head())\n", "sns.lmplot(x=\"total_bill\", y=\"tip\", col=\"time\", hue=\"smoker\", fit_reg=True, data=tips,scatter=False );\n", "#sns.lmplot(x=\"total_bill\", y=\"tip\", col=\"time\", hue=\"smoker\", robust=True,data=tips);" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 465 }, "colab_type": "code", "id": "w0c5CSskSIpS", "outputId": "9db84c8d-bbe5-4dc1-edf8-c98e7d111c10" }, "outputs": [ { "data": { "text/html": [ "
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datasetxy
0I10.08.04
1I8.06.95
2I13.07.58
3I9.08.81
4I11.08.33
\n", "
" ], "text/plain": [ " dataset x y\n", "0 I 10.0 8.04\n", "1 I 8.0 6.95\n", "2 I 13.0 7.58\n", "3 I 9.0 8.81\n", "4 I 11.0 8.33" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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Df246wnMvf05Fd6orXhwvbyGgauHA0Nbpoa0zGBiS7BYc6YloGpyoaLncbYaF0OlwpdXteLz6FkD27sg62DUHCQ5iRFNVjRe3HOMvn1cBML84h8e/Oo+MVLuu40pKsHLPkkn85MEFXDU5ODM5WdnK//mvT/j9uyfocHrP+/5QA8Bt+yti2gCw0+VDVTU0TaOt00NrZ2jGYCE7PQFFUQioGh3OwZ9lbBRTx6WjKBBQNU5VtV75gihy9jo7WiqkhRigUGDYdbgWgFuuGce9SyfFVeomNyOJR+6azZHSZl7+4CQ1TU7+8nkV+47W8aUbxnPT3DH89WhdeDFYQUFDi1kDwJREK4oCze0eOl09C6CO7sAAYDYppCbFR2FYNCUlWCnITaW8toPj5a3MHJ+l21h6H/RjqAXpTZs28Zvf/AaAG2+8kccff1yPYehi//F6Nu8uw+0NYLWasFnMjMlO4s4bJhiybbFRqarG77YcY3d3YFg2fxxfuTm+AkNvM8Zn8n++dS0ffVbFWztLcXr8vPzBKf60pxxN00hJCjb+CxVj+QMqm3eVAXDD7DFRG9e43BTaOr14/SoQbGOdPaonMPgDKiaTMqx3KvU2rSAjGBx0TqOF0ko2qwmzaXAJopgHB5fLxTPPPMPWrVtJS0tj7dq17N69m0WLFsV6KDHV4fTy0vsn2Xesvs/flda0s/9EA2tumMDSq/MxmeLzDWq40DSNP354KhwYbr12HF9eEr+BIcRiNnHL/HEsmJHLhu1n2VFSHV749fhVMlLsWC2m8PdiC261vXZablQWg0tr2vnNO0fDgSE1yUpGqv28wHCxmo/hrLgwg637Kiir6cDl8Q+6r9FQOT3BWVxywuBnbDEfeSAQQFVVXC4XSUlJ+P1+7HZ987vRdqS0md++c4T27rzrzAmZzJviwOdTcXn8bPu8ivYuL3/88BR7jtTy0OoZ5GQYrwjKKN7/pJIPPz0HwBevyTdEYOgtLcnGN28rZlxOMq9/dAavX8XjDVDb7CTJaSEt2YbdGtw95Pb7OVHREpEdVSE+v8qmnaX8eW85mhZsIbJo5mhOnWvD4w0MuOZjOJmcPwqToqBqGicrW5kzKXLPfSBCaaXBrjeADsEhJSWFRx99lNtuu42EhASuvfZa5s2bF+thxExjm4t/33gItzdAot3MvTdPZvHs8/PAS6/J542/nGH7gWrKajv4v68c4Idfu1r3RdHhaP/xel7ddhqAa6Y6uHfpZEMFht4SbMFAYDIptHZ48PpVnG4/TrefBJuZtGQbgYAascVgTdM4UtbMqx+epqqxC4CxjmQeuH0aRaPT8PgCQ6r5GA4S7RbG56Vyprqd4xUtugWHUFopKcFAweH48eO8+eabfPTRR6SmpvL3f//3rF+/ngcffLBf12dlpUR5hJGjqhq/eKMEtzdAeqqdnz9640VnBA7g7+/PZNnCBv5p/V4a29z824ZD/PPDiy/b4dHhMH7L40jpz7M4VtrMbzcfRQOmFWXyw79ZEC7aMqKxo7uwWs0kJ1hITbLS5fbT3O7G61NxewO4vS7MJoXKRieK1UL2IFtXqKrGJ0drefWDk5zq7jFlMincffNk7r1lynm9kvLHxH777+Xo8Tsyb1ouZ6rbOV3drtvvqNadms5ISxz0e2bMg8POnTtZuHAhWVnBlfw1a9bw8ssv9zs4NDV1ol6qV3Kc+WB/JSXd/eu/futUFH+AhoZL71PPG5XA9740k399o4Symnae/vVu/u4rcy7aqMzhSL3svUaS/jyLlg4PP31xHz6/Sm5GIg/dMZ22VmeMRhgdeekJoGm4PH4sZhN2q5lxOSm0d3npcPpwd6d43ttbznt7yxmfl8a8KdlMHZfBuJyUyx604w+onKho5cDpRg6ebqSxzR3+u+KCdO5ZMonxeWm0tsTvM9Trd6QgOxmAs+faKKtsHlLef7CamoP/XcxK8D1zMAEi5sGhuLiY559/HqfTSWJiItu2bWPWrFmxHkbU1TY7eeMvwf71i2fnMbef08tZE7L41opp/HbzUU5WtvLbzcf4X6tnGDb1EQ/8AZUX3jpEu9NHot3CD+6ZMyxaZNutZpYvKAjuSrIFF6EVRSEpwYrNasbp8pGbmURlfSddbj+lNe2U1rQDoAC5mUnkZCRis5qxW4LXNne4aWpz09TuDlfYhsyemMXKhUVMyh8V+x/WQCblj8JsCtZ3bNpRyozxmRQXxjbFFlpzSDZSWmnx4sUcPXqUNWvWYLVamTVrFt/5zndiPYyoUlWN9ZuDuziy0uysXTqwc3IXzhxNu9PLq9tOs/94PTsnZEZ1O+Jw98qHpzhTFXxT/Paq6YbseHopFzYAdHsV0DRMJoUv3TiBxbPyCKjBxdFPTzZQcrqJpnY3GsEPMLXNl/7krwDjx6QxZ1I28yZnM9ZhnJSuXjRNY9+xunBw2HmohpKzTTGrOwkJFcEZas0B4Dvf+c6wCwi9fXaygTPVwTejv1kxbVDb2ZbNH8eZ6nb2H6/njx+cYlpBxqBzxiPZ7sM1bPssWP18x/VF/Z7BGcWFDQAVixnNHzhvMdhiVphelMn0okxYFqxqrqjroKKuk9ZOT3i3k6ppZKTayR6VQFZaAkV5aYwyQFfYeBJqQmi3mfH6VQKqRqLdErO6k5Bw0z0jbWUdCT7o3iY5Z2JW8BdyEBRF4f5lUzhV2Upbl5f1fzrGP9x3VVz0iTeKqsYufr/1BBBM192hczO0aAo1AOxPnj0l0doTLETE9G5CaDIpdDh9+PwqAVWNSd1Jb5FIK0lvpQirqOsInxr2xWvGDeleqd372QFOVLbywSeVQx7fSOHzB/j1psPdqb0Evr1qugRWEVW9mxDaei32e7zBIkGL2YSqajFpQhiJrawSHCIsVFyVl5XE9KKhtwyYMymbG+cE88pvbD9LTVPXkO85Ery27QznGrowKQrfXT0jbg59F8NXqAkhgElRsFuDb68eb0+fo1g0IfQH1HDjxaEUwUlwiKBOl4+/Hq0DYOnV+RFbePrKzZPJHpWAP6DyP++d5MCphph33zSSA6ca+fCzYJBevbiISWNld42IvpRE63mtb+y24Buzu9fvaCyaEIbWG8Bg7TOGsx0Hq/H5VRLtZhbNHB2x+ybaLaxdOpl/23CIY+UtVDd2kWCzxLT7plG0dHj43ZZjQLCF8u0Li/QdkBgxigszMJuU8LnioXUFr09F1YLHp8aiCWHvsxwkrRQHAqrKtu5Pq4tnjSHBFtm42+HyYutuqtbp9pGcZCHRbsFkUti8q4ydh2oi+npGpGkaL/75GJ0uH8kJluA6gzQxFDESqjvxegP4A+p5RYYutx+vN8DyBdE/8lWCQ5w5cKqJpnYPCnDz1WMjem+PL8C7+ypJ7+61FAhotHZ4AMKLX1v3Voz4FNP2A9UcPtsMwDeWF0sLdBFzi2flsfL6IlRVw+cLYO7+cOLu7k4biyaEoRoHs0kZUiCS4BAhuw8HP7nPnJBFboQ7qoZ2QSTag43WAFraPfj9sd8FEa/qW5zhhnrXzcjlmuIcnUckRqJQ3clT35zP2i9OZnJ3Nfm4nBRumD0mJqnfrl47lYbyerLmEAFeX4AjZcFPrAumR/5NqfcuiFHJNrpcPgKqRkuHB0dGsDBupBzF2JvHF+B4eQuUNvP6Byfx+AJkpNr56i1T9B6aGOFCdSddbj/HK1o5W9NOQFUHffDOQIQL4IZ4loQEhwg4WtaC16diUpSI9s0P6b0LwmRSSE+109Tmxunx4/EGsNvMI+YoRgiuLew8VBM+GtPp9oePqJxf7BjyL4UQkTIlP9il1uMNcK6+i8LR0e/S2tM6Y2jvB5JWioDPTzUAMGXcqKjsp++9CwKCVY+hXGJLhxufPzCijmIMtSgwmRQsZoUuV+jUKwufn2yUxXkRN7JGJZCZFlwrPHmuNSavGYnqaJDgMGSqqnGwuy333MmOqLzGhbsgFEUha1RwsdXjU+l0+mKyCyIe9G5RYDYpNLYFm8iZzQqZaQmyOC/iTmj2EDoLI9oiUR0NEhyG7Gx1e/j4z6smR6+pW+9dEG6Pn4CqYbP2/Oe7bnpu1F47nvRuUdDh9OH1BWdTWWkJ3TMJWZwX8SW0KH3qXBuaFv2zaCKVVpLk7BCFUkr5jmQcUeyaerHum43NXfzPeydpd/r4+GANS6/Oj9rrx4vQ4rzPr4a386Yl287rfDsSF+dF/JrcPXNo6/JS3+qK+G7GC0laKU58fiq6KaULhXZB3HxNAUuuyg+3/920sxRXr7L54Sol0YqiQFMonWRSyB51fj3DSFqcF/FvjCM5vEniZAxSS+1OLwCpQ1z/lOAwBDVNXeHDUqKZUrqcL90wHpvVRKfLx5/3lusyhlgqLszA4w2E1xSyRiWcVwXtD6gjanFexD+TooRPzzt9ri3qrxeaUYeKZgdLgsMQHOieNWSk2imKwRa1i0lPsXPr/AIA3ttXSWunR5dxxEp7l7fXQSaW89JJ/oAasxYFQgxEaN3hdFV0g4PXFwinlTIkOOgnnFKalK1r07vlCwpITbLi9ats2lmq2ziiTdM0/uvPx/EHNJLsFlITrbg9fjqcPtweP6qqxaxFgRADEeoMXNPkDNfkRENLrw+HGSlDCw6yID1ITrefM9XBTwFzdD56MtFu4Y7rx/PS+yfZcbCGZfPHkZeVrOuYouHjg9UcKw/uQnpw1XSmFWZc8mhMIeLJ+Ly08LnSp8+1MTdKaeiW9p7gIGklnZyuakXTgoufU8el6z0cbpo7hpz0RFRN442/nNF7OBHX3O4+r3fS3EnZ5y3Oz56YLYFBxC2b1Ryujo5maik0c0hLsgaPJh0CCQ6DdKJ710Hh6NTzWvPqxWI2seamCUAw3XUqRtWYsaBpGv+99QRub4C0JCv3fVF6JwnjCaWWTkfxdzNSi9EgwWHQQlvSQtWP8eCa4pzwwvir207HpOAmFnYequHQ2SYAvrZsqhz5KQwptChdWtsRboUTaS3dwWGo6w0gwWFQPL4AZTUdAEyJg5RSiElR+MrNk4Bg5fa+Y/U6j2jomtvdvPJhMJ00vzhHWnELw5rU/UHS51cpr+2IymuE0kpD3akEEhwG5WxVGwFVQwEmj4uv84mnFmQwb0qwIO+Nv5zB5zduj6FQOsnl8ZOaZOWryySdJIxrVLKNnO4uCqeiVO8gaSWdhdYbxjpShnSAd7Tc84WJmE0KTe1u3t9/Tu/hDNquQ7XhdNL9y6aSlmTTeURCDM2kKNc7hGcORk0rbdu2jTVr1rB8+XJ++tOf6jGEIQmtN8TDLqWLyc1MCvdZ2ry7jPYur84jGrimNjd//PAUEFxLkXSSGA56KqVbI74mqKoabZ3B33VDppUqKyt5+umneeGFF3jnnXc4evQo27dvj/UwBs0fUDlT3Q7AlIL4DA4Aq64vIjnBgtsb4C2DFcapmsb6Px0Np5O+JukkMUxM7t6x1O70Ud/qiui9251eAt0nRhoyOLz//vusWLGC0aNHY7VaWbduHXPmzIn1MAatrKYDX/fZzVPy42u9obfkBCt3LB4PwPbPqyirbdd5RP33wSeVHK8Izs6+eVuxpJPEsJGX3dOEL9J9lkI7lSAywSHmFdLl5eVYrVYeeOABGhoaWLJkCT/4wQ/6fX1WVkoUR3dlfykJnjI21pHMpPH6VkY7HJfv5/TlZcXsPlxLeW0Hf/zwNM9//0bMJv3afPRHeU07b358FoBlCwpZtmhCv6670rMYSeRZ9IjHZzF9Qhb7j9VxrskZ0fGdqesEwG4zU5CfMeSWPjEPDoFAgP379/OHP/yBpKQkvve977Fx40bWrFnTr+ubmjpR1djv3w8dZr/tkwoAikan0tAQne1o/eFw9O/11y6dzLMvfcapylY2fHCCL1w1NgajGxyfX+W53+/H51dxpCewelFhv37G/j6LkUCeRY94fRYFjmT2H4OSUw0RHV95VXC2nZ5so7GxM/znJpMyqA/VMU8rZWdns3DhQjIzM0lISGDp0qWUlJTEehj9pmkaO0qq+af/+oSXPzhJVUMXAIdLm9lRUh33hWZTxqVz/czRALy5/Uy413s8enP7GSrrO1EUeHDl9PM6rgoxXIRqo2qanHRE8PcxXAAXgZQS6Ek3J78AABoSSURBVBAclixZws6dO2lvbycQCLBjxw5mzJgR62H0W+/D7M1mE6FQkGAzs3lXmSEOs79nySSS7Ba63H7e+Cg++y59frKB9z6pBOD2hUXh07OEGG7G56ViMQdTPpGsd4hkjQPoEBzmzJnDgw8+yH333ceKFSsYM2YMd911V6yH0S+9D7O3mE14vMGCMrNJIcFmMcxh9mnJNu7q7ru081ANx8qadR7R+RrbXKz/0zEg+Klq9eIifQckRBRZLWYm5KUBkT0ZLpI1DqBTncPdd9/N5s2beffdd3nqqacwmeKzFq/3YfYQPEgDCHf/NNJh9jfNHcuEMcH/IddvORY+hFxv/oDKf246grN72+p375iBOU7/fxAiUiZ3p5ZORDI4GH3mYCShw+xDvN1bWG3WnsdmlMPsTSaFB1dOx2Yx0dzu4aX3T+k9JCDY4uNsdTsK8O1V0yOWLxUinoUKaCvqOiJ29nsoOGRKcIi+lERr+HxiVdXC9Q22XucGGOkw+9GZSdyzJNiYb8+RWvYf17cx346D1eF1hhULC5k5PkvX8QgRKxPHjkJRQNPgTARaabg8ftzdaW+ZOcRAcWEGZpMSPJu4VwO7UHAw4mH2N88by4zxmQD8/t0Tup05faKihd+/ewKA2ROzuPOG/tUzCDEcJNotFOQGaxxORuB8h9YIHg8aIsHhMuxWM8sXFOD1BnB7gsHBYlZ6AoYBD7NXFIVvrZhGcoKFTpePX286ErXe8pdS3+Lk3zceJqBqjMlO5rt3zAjP0IQYKUJnwZysGHpwCKWUFAVGpUSmo4AEhytYPCuPldcXhXckmUyK4Q+zz0i1843lxUBwQeyl90/GrF6j0+Xjl2+U0OnykZJo5dG7Z0s9gxiRQvUOZ2s6htxaPxQc0pJtEdvQIcHhChRF4YbZYxiVHIzGcydms/aLk3nqm/O5YfaYIZeo6+Wa4hzuuL4IgO0Hqvnw0+i39u50+fi/f/ycmiYnZpPC366ZhaO7v70QI03oLBh/QKW0ZmiV0q0R3sYKEhz6xeXxU9cS7KD4havGDpvD7O9YPJ5rpgYPBvrjh6c4XNoUtdfqcvv4+SsHqKjvxKQofPeOGXF1ip4QsZaWZCMvKwkY+pbWSFdHgwSHful9pF9oEWk4MCkKD9w+nYLcFDQN/n3j4agUyDndPv7l1QOU13UEA8PqGXI+gxD0pJZOGTE4PPLII+zevTtiL2hEZd3BITcziaSE4ZUft9vMfP+u2WSl2fF4A6x7/SCfnWyI2P2rG7v4ye8/pbSmA0UJ1jLMl8AgBNArOFS1EVAHvzGkNYJnR4dcMTgsW7aMF154gVtvvZX169fT2hq5ij6jCJ2FMH708Jk19JaZlsAPv3Y1eVlJ+AMa/77xEDtKqi/5/R5fgIOnG9l1qIaDpxsv2T7ks5MN/OT3+6lrdmIxK3x71XQWTM+N1o8hhOGEdix5vAHKazuv8N2X1hyqjo7gmsMVPwavWrWKVatWcebMGd58803uuece5s6dy/3338/s2bMjNpB4Fpo5FA3T4ADBAPHEV+ex7rWDlNV28OKW45yqbOPLN08iJTFY5KdpGjsP1bB1bwUBVUNVtWBDQpPC8gUFLJ6Vh6IouDx+3tlVxtZ9wfbmGal2Hr5zVrh9hxAiKGtUAjkZidS3uDhS2jSo35GAqoaPAo75moOqqpSXl1NWVobf7ycrK4sf//jHPP/88xEbSLzqcvuo716MLsob3m9uqUk2/mHtVUwvChb17TxUw5O/+St7DteGA0OoQ22i3UJyopVEuwWTSWHzrjI+Phjc9fTEr/eEA8OU/FE89c35EhiEuISZ3UWph0sHt97X1ukltBM9ksHhijOHdevWsWHDBsaNG8d9993HL3/5S6xWK06nkyVLlvAP//APERtMPAotRitAQa6+p9DFQqLdwv/+8lw++ryKN7efodPl47ebj7JpVyldLh9JCZbzTpNTtWBbEZfXz/+8dzJ8hq3NauK2BYXcvrAw3LhQCNHXzPFZbPusijNV7Tjd/gGva1bWB9NRZpNC9qiEiI3riqNobm7mt7/9LcXFxef9eVJSEj//+c8jNpB4FUop5WUnk2AbXovRl2IyKSy9Op95Uxy8/MFJPj3REJ49dbmDTcJC5R0X1s4pwA1zxvClG8ZHNP8pxHBVXJiO2aQQUDWOlbdwdff28v4KvUflO1KwWiK3xf6K73Y/+clPLvl3ixcvjthA4lVZTXAxejivN1xKaK2gvLaDt3ac5XBpc3hmcGFQsFlNmE0KKxYUcvuiotgPVgiDSrBZmJw/iuMVrRwpbRpwcCjtfo8anxfZ96iR8VF4CCq6p2zDqb5hoApHp/KFq8ZS0+zEYjbhD6jdwUEDFOw2M+butiLjRkDqTYhImzE+k+MVrRwubUbTtH53XtA0rWfDTITXRCUZfBlur5+G7nTKuJyR/aYX6lCrKMF1iaQEC0kJ1vAahBE71AoRL0Lt6hvb3OFuDP3R0uEJ71SKdHZDgsNlVDV2hc+Mznck6zoWvfXuUHthF1ejdqgVIl6My00hrftcmMNn+9/GJjRrsFpMjMmO7HuUBIfLONedUkpPsZGaFJk2uEYW6lCrqhpuj58ul8/wHWqFiAcmRQmfszKQLa2h9YaCnJSI7wo03JrDsfIWikanxuQT6rn6LgDG5Yzc9YbeQh1qr52Wy4mKFjqcPlKTrEwtyJAZgxBDNHN8FnuO1HG8ogWfX8VqufKbfU+BbuTriAwXHN7eVUprh+e8itxoqWwIzhzyc0Z2SulCdquZ2ROz9R6GEMNKaObg9amcrmpjWuHl1+80TevZTRnhnUpgwLRSgq2nInfnoZqovY6maeG00jjHyF6MFkJEX1qyLVxoW3Km8Yrf39jmDtcdRWOrveGCA4DFbMJmM7N1b8Ulm74NVUuHB6cn+ODzR/hOJSFEbMybHKxx2HOk7orH94bWG+xWM3lZkc9uGC44qN3VVxazCVXVOFHREpXXqehVkj46MykqryGEEL0tnp2HArR3eSk5c/ldS6H1hsLclKicwa5bcHjuued44oknBnydqvaU5gZUjQ6nL5LDCgullMZkJ0tvICFETGSmJTBjQnDt4eODl26bD726N0SpIagu73p79uxh48aNg7pW7dW3wWxSSO3eGxxp50KL0bLeIISIoRtnjwHg0NkmmtvdF/0eVdMor4vuUQIxDw6tra2sW7eOhx56aFDXh2YO0a7IDXU6HOmV0UKI2Jo7OZvUJCuaBrsusemmrtmJyxNcbx0/XGYOTz31FI899hhpaYP7gVRNi3pFrs8foLbZCcg2ViFEbFnMJq6fGSwo3VFSc162JCS03pBot+DISIzOOKJy10t4/fXXycvLY+HChWzYsGFQ9/AHgqePrV1ezBfnF0SlzuH0udZw19G5xaPJSItcj/RIcjikOC9EnkUPeRY9jPos7vjCJLbuq6CxzU1tq4c5U3o6tQZUjY8PBmcUUwszyM2JzswhpsFhy5YtNDQ0sHr1atra2nA6nfzsZz/jySef7Pc9po4bxapF47FbzTQ2Dv7M1cs5dKIegNQkKz63lwZPdBa9h8LhSKWhoUPvYcQFeRY95Fn0MPKzSDDBpPxRnD7XxlvbTzMmo+cD6rv7KsK7NJddnX/Fn9FkUsjKGnh6PKbB4cUXXwz/+4YNG9i3b9+AAgNASqIt6q0aei9GR7MCWwghLuXG2WM4fa6N/cfreWvHWVYvHk99i4sNH58FYMlVYym+QhX1UBiufYaruzAtmmQxWgiht+tm5LL/RD0lZ5p4e1cZbV1eahq78PlVstLs3P2FiVF9fd028K9Zs4Znn312wNc5PdGpiA7RNE2CgxBCdxazib9dM4vrZ44GYPuBak6eawPgG8uLSbRH97O94aq7XO7o5v/bu7x0uoKvITUOQgg9WcwmvnX7NG67riD8Z4tn5TFzQlb0XzvqrxBhrijPHM41Btt0KwqMyZa2GUIIfSmKwj1fmES+I4Xy2g5WLx4fk9c1XHBwRnnnUFVDMDjkpCditcgZBUKI+LBwxmgWzhgds9czXFrJHeWZQ3X39tixklISQoxgxgsOXv9FKwYjpao7rRTp81iFEMJIDBccNKK3nVXTNKq7g8NYCQ5CiBHMcMEBCJ9+FGktHZ7wgvdYhwQHIcTIZcjg4IzSdtZQSkkO+BFCjHSGDA7RmjmEdirlZibJAT9CiBHNkO+AzmgFh8ae09+EEGIkM2Rw6IpSWkkWo4UQIsiQwSEaMwdV06huDB7wI8FBCDHSGTI4RGPm0NTmxuOTnUpCCAEGDQ7RmDmEdipZzAo5UTp2TwghjMKQwSEau5VC6w2jM5Mxmwz5WIQQImIM+S4YjTqHqoZQTyVJKQkhhCGDQzRmDlWyU0kIIcIMGRwiPXNQVY2aJtmpJIQQIYYMDl2uyM4cGlpd+PwqAGMkrSSEEMYMDi5PZNt2h1JKNosJxyjZqSSEEIYMDpFu2x0KDnlZyZhMSsTuK4QQRmXI4ACRXZSWnUpCCHE+wwaHSC5Kh3cqSXAQQgjAgMEhlPSJ1MzBH1CpDe9UknOjhRACDBgcEu0WIHItNOpaXATU4OK2bGMVQoggix4v+qtf/Yo///nPANx000384z/+Y7+vTbCbgcg13wutNyTYzGSm2SNyTyGEMLqYzxx2797Nzp072bhxI2+99RZHjhzh/fff7/f1iXYrELmZQ+j0t7GOZBRFdioJIQToMHNwOBw88cQT2Gw2ACZOnEh1dXW/r0+K9Mwh3DZD1huEECIk5sFh8uTJ4X8vKytjy5YtvPLKK/2+PiHiMwfZxiqEEBfSZc0B4NSpU3z3u9/l8ccfp6ioqN/XZaQlAODXwOFIHdIYPL4A9a0uAGZMdAz5frFmtPFGkzyLHvIsesizGDxdgsOnn37K97//fZ588kluv/32AV1r7v5nS5uLhoaOIY2jvLaDUBeOZJtpyPeLJYcj1VDjjSZ5Fj3kWfSQZxFkMilkZQ08bR7z4FBTU8PDDz/MunXrWLhw4YCvTwyvOQw9rVTVGEwppSRaSUuyDvl+QggxXMQ8OKxfvx6Px8Ozzz4b/rN7772XtWvX9uv6njqHoS9Ih3Yq5ctOJSGEOE/Mg8OPfvQjfvSjHw36+qQIFsHJTiUhhLg4w1VIh4rgnO6ht+2WnUpCCHFxhgsOSd1bWTXAPYS23S6Pn6Z2DwBjpG2GEEKcx3DBIbQgDdA5hNRSKKUEMnMQQogLGTA49CyTDGVROpRSyki1k5wgO5WEEKI3wwUHu80ckbbd4Z5KklISQog+DBccTIpCUsLQdyzJAT9CCHFphgsOQDg4DLb5nqZpnOtOK8litBBC9GXI4JCSGFwj6HAOLji0dnrD1xbmSu8VIYS4kCGDQ1Z3872mNtegri+vC/ZbMZsUmTkIIcRFGDI4ZKcnAtDQ6h7U9RW1weAw1pGMxWzIRyCEEFFlyHdGx6jgzKFxiDOHAkkpCSHERRkzOHTPHJraPARUdcDXV9QFF6NlvUEIIS7OkMEhlFZSNY2W7hYY/dXp8tHUHkxHSXAQQoiLM2RwyEpLCBfCNbQNbN2hojulpAD5ObIYLYQQF2PI4GC1mEhPtQPQ2DqwdYdQSik3M4kEm26npAohRFwzZHCAnkXphgEuSodmDoWjJaUkhBCXYtjgEFp3aBzgdtaenUpywI8QQlyKcYPDIGYOHm+A2mYnINtYhRDicgwbHByDKISrbOgkdHic7FQSQohLM3xwaO/y4vEF+nVNaL0hK80e7s8khBCiL8MGh1BaCaCxn9tZK6QyWggh+sWwwSE91Y7FHKx26O921vLubawSHIQQ4vIMGxxMikLWqNC6w5WDgz+gho8GlZ1KQghxeYYNDtC7Ad+V00rVjV34A8HVaFmMFkKIyzN2cEjv/8zhZGUrAKOSbWR0V1cLIYS4OF2CwzvvvMOKFSu45ZZbeOmllwZ9n+z07lqHfmxnPVbeAsC0ogwURbnCdwshxMgW8+ZCdXV1rFu3jg0bNmCz2bj33ntZsGABkyZNGvC9HN1rDo1tLjRNu+SbfkBVOV4RDA7TCzMHP3ghhBghYj5z2L17N9dddx3p6ekkJSVx6623snXr1kHdK5RWcnsDdLn9l/y+spoOXJ5gLcT0ooxBvZYQQowkMZ851NfX43A4wl/n5ORQUlLS7+uzsnp2GiUm96wd+BUFh+PiC83bDlQDwWNBp050XPR7jOhSP+9IJM+ihzyLHvIsBi/mwUEL9a/oZSBrAE1Nnahqzz0S7RZcHj8nS5tIT7j4j7P/aC0AU8al09DQMcARxyeHI3XY/CxDJc+ihzyLHvIsgkwm5bwP1f2+Lgpjuazc3FwaGxvDX9fX15OTkzPo+11pO6vHG+B0VRsg6w1CCNFfMQ8OixYtYs+ePTQ3N+NyuXjvvfe48cYbB30/R7h198W3s54614o/oKEoUFyYPujXEUKIkSTmaaXc3Fwee+wxvv71r+Pz+bj77ruZPXv2oO/Xs5314sHhaPcW1qLRqSQnSLM9IYToD13OyVy1ahWrVq2KyL1yM5IAKKvtwOMLYLeaz/v7o2XNAEwvkpSSEEL0l6ErpAHmTXFgMSt0uf3sPVp33t91OL3hM6OnF8oWViGE6C/DB4e0ZBvzi4ML2ts+PXfebqhQVbTVYmJS/ihdxieEEEZk+OAAsPTqcQBU1Hdy6lxwZ5Kmaew5HNzCOjl/FFaL+ZLXCyGEON+wCA4TxqQxPi9Y7LLts3MAfPR5FQfPNAFw/aw83cYmhBBGNCyCA8DSq/MB+PREAyVnmnjlw9MALJiey3XTc/UcmhBCGM6wCQ7zi3NITbISUDV++cZB/AGVnPREvn7rVOnCKoQQAzRsgoPVYubGOWMA0DQwmxQe+tIMEu267NYVQghDGzbBAWDJVWMxm4KzhC8vmUTR6DSdRySEEMY0rD5WZ6Yl8IN75tDa6WHRzNF6D0cIIQxrWAUHgBnjpRJaCCGGalillYQQQkSGBAchhBB9SHAQQgjRhwQHIYQQfUhwEEII0YcEByGEEH0YbiurySStMELkWfSQZ9FDnkUPeRaDfwaK1vsABCGEEAJJKwkhhLgICQ5CCCH6kOAghBCiDwkOQggh+pDgIIQQog8JDkIIIfqQ4CCEEKIPCQ5CCCH6kOAghBCiD0MFh+eee44nnnhC72Hoatu2baxZs4bly5fz05/+VO/h6GrTpk3cfvvt3H777Tz33HN6D0cXnZ2drFy5knPnzgGwe/duVq1axbJly1i3bp3Oo4utC5/Fq6++ysqVK1m1ahU//OEP8Xq9Oo8wdi58FiEvvfQS999/f7/uYZjgsGfPHjZu3Kj3MHRVWVnJ008/zQsvvMA777zD0aNH2b59u97D0oXL5eKZZ57hD3/4A5s2bWL//v3s3r1b72HF1MGDB1m7di1lZWUAuN1unnzySV544QW2bNnC4cOHR8z/Hxc+i9LSUtavX88rr7zC22+/jaqqvPzyy/oOMkYufBYhp0+f5te//nW/72OI4NDa2sq6det46KGH9B6Krt5//31WrFjB6NGjsVqtrFu3jjlz5ug9LF0EAgFUVcXlcuH3+/H7/djtdr2HFVOvvfYaTz/9NDk5OQCUlJRQWFjIuHHjsFgsrFq1iq1bt+o8yti48FnYbDZ+/OMfk5KSgqIoTJkyherqap1HGRsXPgsAr9fLU089xaOPPtrv+xiiK+tTTz3FY489Rk1Njd5D0VV5eTlWq5UHHniAhoYGlixZwg9+8AO9h6WLlJQUHn30UW677TYSEhK49tprmTdvnt7DiqlnnnnmvK/r6+txOBzhr3Nycqirq4v1sHRx4bMYO3YsY8eOBaC5uZmXXnqJf/7nf9ZjaDF34bMA+PnPf85dd91Ffn5+v+8T9zOH119/nby8PBYuXKj3UHQXCATYs2cPzz//PK+99hqHDh0asam248eP8+abb/LRRx+xc+dOTCYT69ev13tYurpYg2VFGdktq+vq6vjGN77BXXfdxYIFC/Qeji527dpFTU0Nd91114Cui/vgsGXLFnbt2sXq1av513/9V7Zt28bPfvYzvYeli+zsbBYuXEhmZiYJCQksXbqUkpISvYeli507d7Jw4UKysrKw2WysWbOGffv26T0sXeXm5tLY2Bj+ur6+/rzUwkhz5swZ1q5dy5133snDDz+s93B0s3nzZk6dOsXq1av50Y9+xOHDh/uVcYj7tNKLL74Y/vcNGzawb98+nnzySR1HpJ8lS5bw+OOP097eTnJyMjt27GDp0qV6D0sXxcXFPP/88zidThITE9m2bRuzZs3Se1i6mjNnDqWlpZSXl5Ofn8/mzZsH/GlxuOjs7OSBBx7gscceY/Xq1XoPR1e902l79+7lV7/6Fb/4xS+ueF3cBwfRY86cOTz44IPcd999+Hw+rr/++hH7y7948WKOHj3KmjVrsFqtzJo1i+985zt6D0tXdrudZ599lkceeQSPx8NNN93E8uXL9R6WLt544w0aGxv53e9+x+9+9zsAbr755gEtyI50chKcEEKIPuJ+zUEIIUTsSXAQQgjRhwQHIYQQfUhwEEII0YcEByGEEH1IcBBCCNGHBAchhBB9SHAQYpA2btzI0qVL6erqwul0ctttt/HWW2/pPSwhIkKK4IQYgr/7u78jNTUVr9eL2WzmJz/5id5DEiIiJDgIMQSdnZ2sXr2ahIQENmzYMOLOlBDDl6SVhBiCpqYmPB4P7e3t1NfX6z0cISJGZg5CDJLP5+Pee+/l3nvvRVVV3njjDV5++WWsVqveQxNiyGTmIMQg/cu//AsOh4N77rmHr3zlK6Snp7Nu3Tq9hyVERMjMQQghRB8ycxBCCNGHBAchhBB9SHAQQgjRhwQHIYQQfUhwEEII0Yc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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ans = sns.load_dataset(\"anscombe\")\n", "display(ans.head())\n", "ax = sns.regplot(x=\"x\", y=\"y\", data=ans.loc[ans.dataset == \"I\"], # II\n", " scatter_kws={\"s\": 80},\n", " order=10, ci=None) #ci=10" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "_OQRVxPAHJDb" }, "source": [ "## Seaborn Categorical Plot (catplot)\n", "* [Seaborn catplot](https://seaborn.pydata.org/generated/seaborn.catplot.html#seaborn.catplot)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 545 }, "colab_type": "code", "id": "6Dejb1i5DFf0", "outputId": "310be52f-55d8-4670-b13b-564b27701940" }, "outputs": [ { "data": { "text/html": [ "
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total_billtipsexsmokerdaytimesize
016.991.01FemaleNoSunDinner2
110.341.66MaleNoSunDinner3
221.013.50MaleNoSunDinner3
323.683.31MaleNoSunDinner2
424.593.61FemaleNoSunDinner4
\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" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tips = sns.load_dataset(\"tips\") # same as pandas.read_csv()\n", "display(tips.head())\n", "sns.catplot(x=\"day\", y=\"total_bill\", hue=\"smoker\",\n", " kind=\"swarm\", data=tips);\n", "\n", "# kind swarm perchè si vuole raffigurare tutti i total_bill (conti) del giovedi\n", "# by drawing a scatter plot that adjusts the positions of the points along the categorical axis so that they don’t overlap\n", "# Domanda: perchè ci sono più punti a total_bill=10 day=Thur. Perchè ci sono stati molti conti a total_bil=10" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 364 }, "colab_type": "code", "id": "CYc3GhAwHTuz", "outputId": "32447991-ed7e-470a-a180-7a9526b625a0" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Se la granularity non ci convince nell'esprimere la quantità di conti a un certo valore\n", "# possiamo usare il violin plot (kernel density estimation)\n", "sns.catplot(x=\"day\", y=\"total_bill\", hue=\"smoker\",\n", " kind=\"violin\", split=False,inner=\"box\", data=tips);\n", "# slipt = True, False\n", "# inner = box, quartile, point stick None\n", "# box plots show data points outside 1.5 * the inter-quartile range as outliers above or below the whiskers whereas violin plots show the whole range of the data.\n", "# box plot risponde in modo rapido a quali sono per giorni i total_bill più comuni" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 364 }, "colab_type": "code", "id": "MfeGmVWOJECH", "outputId": "e4331d6d-d565-450d-bc3c-9788bcdcd306" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Mostriamo solo il valore medio e l 'intervallo (Box plot per vedere gli intervalli medi)\n", "sns.catplot(x=\"day\", y=\"total_bill\", hue=\"smoker\",\n", " kind=\"box\", data=tips);\n", "# kind=bar" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "yA2EBbHsO2KC" }, "source": [ "## Seaborn with Matplotlib\n", "\n", "* [MatplotLib Scatter Plot paramters]( https://matplotlib.org/api/_as_gen/matplotlib.axes.Axes.scatter.html#matplotlib.axes.Axes.scatter\n", ")" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 364 }, "colab_type": "code", "id": "79_DtBWQPNIq", "outputId": "27ccd810-1dc6-4c49-f952-8096f04536ae" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.relplot(x=\"total_bill\", y=\"tip\", col=\"time\",\n", " hue=\"size\", style=\"smoker\", size=\"size\",\n", " palette=\"YlGnBu\", markers=[\"D\", \"o\"], sizes=(10, 125),\n", " edgecolor=\".2\", linewidth=.5, alpha=.75,\n", " data=tips);\n", "# palette=\"muted\"" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 256 }, "colab_type": "code", "id": "n1EYHHRVO8BF", "outputId": "804ab57f-6e79-4641-fafd-b2b83b64e3a2" }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.catplot(x=\"total_bill\", y=\"day\", hue=\"time\",\n", " height=3.5, aspect=1.5,\n", " kind=\"box\", legend=False, data=tips);\n", "g.add_legend(title=\"Meal\")\n", "g.set_axis_labels(\"Total bill ($)\", \"\")\n", "g.set(xlim=(0, 60), yticklabels=[\"Thursday\", \"Friday\", \"Saturday\", \"Sunday\"])\n", "g.despine(trim=True)\n", "g.fig.set_size_inches(6.5, 3.5)\n", "g.ax.set_xticks([5, 15, 25, 35, 45, 55], minor=True);\n", "plt.setp(g.ax.get_yticklabels(), rotation=30);" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "QrJRY8eUSwoq" }, "source": [ "## Data struncture\n", "[Seaborn jointplot](https://seaborn.pydata.org/generated/seaborn.jointplot.html)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 982 }, "colab_type": "code", "id": "NqWsjLCyS1mh", "outputId": "9d8300d4-dfc4-4c09-d35f-5367dc98e603" }, "outputs": [ { "data": { "text/html": [ "
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sepal_lengthsepal_widthpetal_lengthpetal_widthspecies
05.13.51.40.2setosa
14.93.01.40.2setosa
24.73.21.30.2setosa
34.63.11.50.2setosa
45.03.61.40.2setosa
\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" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "iris = sns.load_dataset(\"iris\")\n", "display(iris.head())\n", "# kind=\"reg\" (regression)\n", "# kind=\"hex\" #hexagonal bins\n", "# kind=\"kde\" # Replace the scatterplots and histograms with density estimates and align the marginal Axes tightly with the joint Axes:\n", "sns.jointplot(x=\"sepal_length\", y=\"petal_length\", data=iris, kind=\"reg\",space=0); # on histogram mostra kernel density , color=\"r\"\n", "sns.lmplot(x=\"sepal_length\", y=\"petal_length\", data=iris, hue=\"species\")" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 747 }, "colab_type": "code", "id": "jQqMgc-tS-wB", "outputId": "b3e19da2-50c9-447f-cedd-cbf14755e660" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Confusion matrix\n", "sns.pairplot(data=iris, hue=\"species\");\n", "# palette=\"husl\"" ] } ], "metadata": { "colab": { "collapsed_sections": [ "JMB-gepa5ZG7", "6OBu_6kO6Wsp", "kSZZD3kB_5Lh", "gmChwh_RB3Wj", "_OQRVxPAHJDb", "yA2EBbHsO2KC" ], "name": "Seaborn.ipynb", "provenance": [], "toc_visible": true }, "kernelspec": { "display_name": "Python 3", "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": "3.6.9" } }, "nbformat": 4, "nbformat_minor": 1 }