From f5eb2a80926e26990bfd75898ef8479592ce458c Mon Sep 17 00:00:00 2001 From: mateensa Date: Thu, 23 Nov 2017 13:17:04 +0530 Subject: [PATCH] added examples for pandas, matplot lib pyplot, seaborn, plotly and cufflinks --- ML_Training_Pandas_Class2.ipynb | 480 ++++++++- Matplotlib.Pyplot.ipynb | 612 ++++++++++++ Plotly_N_Cufflinks.ipynb | 603 ++++++++++++ Seaborn.ipynb | 1603 +++++++++++++++++++++++++++++++ 4 files changed, 3277 insertions(+), 21 deletions(-) create mode 100644 Matplotlib.Pyplot.ipynb create mode 100644 Plotly_N_Cufflinks.ipynb create mode 100644 Seaborn.ipynb diff --git a/ML_Training_Pandas_Class2.ipynb b/ML_Training_Pandas_Class2.ipynb index 133c046..e271fc1 100644 --- a/ML_Training_Pandas_Class2.ipynb +++ b/ML_Training_Pandas_Class2.ipynb @@ -4,12 +4,12 @@ "cell_type": "raw", "metadata": {}, "source": [ - "Libs used are xlrd, openpyxl, lxml (for excel), sqlalchemy (for sql), BeautifulSoup4 for (html)" + "Libs used are xlrd, openpyxl (for excel), sqlalchemy (for sql), BeautifulSoup4, lxml and request for (html)" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -27,7 +27,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -36,9 +36,9 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 14, "metadata": { - "scrolled": true + "scrolled": false }, "outputs": [ { @@ -2253,7 +2253,7 @@ "28 NaN " ] }, - "execution_count": 17, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -2264,7 +2264,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -2273,7 +2273,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -2282,7 +2282,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -2480,7 +2480,7 @@ " [554 rows x 7 columns]]" ] }, - "execution_count": 1, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -2492,35 +2492,473 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ - "html_link = \"http://jobcard.zensar.com/eJobCard/monthlyAttendanceReportAction.do?method=getMonthlyAttendance\"" + "from sqlalchemy import create_engine" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "engine = create_engine(\"sqlite:///:memory:\")" + ] + }, + { + "cell_type": "code", + "execution_count": 27, "metadata": {}, "outputs": [ { "ename": "ValueError", - "evalue": "No tables found", + "evalue": "Table 'my_table' already exists.", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread_html\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mhtml_link\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[1;32md:\\python\\python36\\lib\\site-packages\\pandas\\io\\html.py\u001b[0m in \u001b[0;36mread_html\u001b[1;34m(io, match, flavor, header, index_col, skiprows, attrs, parse_dates, tupleize_cols, thousands, encoding, decimal, converters, na_values, keep_default_na)\u001b[0m\n\u001b[0;32m 904\u001b[0m \u001b[0mthousands\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mthousands\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mattrs\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mattrs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mencoding\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 905\u001b[0m \u001b[0mdecimal\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdecimal\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mconverters\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mconverters\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mna_values\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mna_values\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 906\u001b[1;33m keep_default_na=keep_default_na)\n\u001b[0m", - "\u001b[1;32md:\\python\\python36\\lib\\site-packages\\pandas\\io\\html.py\u001b[0m in \u001b[0;36m_parse\u001b[1;34m(flavor, io, match, attrs, encoding, **kwargs)\u001b[0m\n\u001b[0;32m 741\u001b[0m \u001b[1;32mbreak\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 742\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 743\u001b[1;33m \u001b[0mraise_with_traceback\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mretained\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 744\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 745\u001b[0m \u001b[0mret\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32md:\\python\\python36\\lib\\site-packages\\pandas\\compat\\__init__.py\u001b[0m in \u001b[0;36mraise_with_traceback\u001b[1;34m(exc, traceback)\u001b[0m\n\u001b[0;32m 342\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mtraceback\u001b[0m \u001b[1;33m==\u001b[0m \u001b[0mEllipsis\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 343\u001b[0m \u001b[0m_\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0m_\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtraceback\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msys\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexc_info\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 344\u001b[1;33m \u001b[1;32mraise\u001b[0m \u001b[0mexc\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwith_traceback\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtraceback\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 345\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 346\u001b[0m \u001b[1;31m# this version of raise is a syntax error in Python 3\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mValueError\u001b[0m: No tables found" + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto_sql\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"my_table\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mengine\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m;\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;32md:\\python\\python36\\lib\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36mto_sql\u001b[1;34m(self, name, con, flavor, schema, if_exists, index, index_label, chunksize, dtype)\u001b[0m\n\u001b[0;32m 1360\u001b[0m sql.to_sql(self, name, con, flavor=flavor, schema=schema,\n\u001b[0;32m 1361\u001b[0m \u001b[0mif_exists\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mif_exists\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mindex_label\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mindex_label\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1362\u001b[1;33m chunksize=chunksize, dtype=dtype)\n\u001b[0m\u001b[0;32m 1363\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1364\u001b[0m \u001b[1;32mdef\u001b[0m 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473\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32md:\\python\\python36\\lib\\site-packages\\pandas\\io\\sql.py\u001b[0m in \u001b[0;36mto_sql\u001b[1;34m(self, frame, name, if_exists, index, index_label, schema, chunksize, dtype)\u001b[0m\n\u001b[0;32m 1148\u001b[0m \u001b[0mif_exists\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mif_exists\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mindex_label\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mindex_label\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1149\u001b[0m schema=schema, dtype=dtype)\n\u001b[1;32m-> 1150\u001b[1;33m \u001b[0mtable\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcreate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1151\u001b[0m \u001b[0mtable\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0minsert\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mchunksize\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1152\u001b[0m \u001b[1;32mif\u001b[0m \u001b[1;33m(\u001b[0m\u001b[1;32mnot\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0misdigit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mand\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mislower\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32md:\\python\\python36\\lib\\site-packages\\pandas\\io\\sql.py\u001b[0m in \u001b[0;36mcreate\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 586\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexists\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 587\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mif_exists\u001b[0m \u001b[1;33m==\u001b[0m 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115000117\u001d", + "5013518\u001d", + "82\u001d", + "SZLT OU\u001d", + "675018927\u001d", + "43\u001d", + "GPA\u001d", + "20...LTD.\u001d", + "408755\u001d", + "TAIWAN\u001d", + "SZLT-SUZHOU\u001d", + "SZLT-SUZHOU\u001d", + "US...Nancy\u001d", + "APPROVED\u001d", + "\u001d", + "\u001d", + "0\u001d", + "Y\u001d", + "Y\u001d", + "\u001d", + "121\u001d", + "20029154\u001d", + "301-0000...1.0UF6.3V10%X5R0402T=0.5MM\u001d", + "121\u001d", + "2015/03/23 03:01:35.000000000\u001d", + "EE.3...
225000117\u001d", + "5013518\u001d", + "82\u001d", + "SZLT OU\u001d", + "675018927\u001d", + "43\u001d", + "GPA\u001d", + "20...LTD.\u001d", + "408755\u001d", + "TAIWAN\u001d", + "SZLT-SUZHOU\u001d", + "SZLT-SUZHOU\u001d", + "US...Nancy\u001d", + "APPROVED\u001d", + "\u001d", + "\u001d", + "0\u001d", + "Y\u001d", + "Y\u001d", + "\u001d", + "121\u001d", + "20029154\u001d", + "301-0000...1.0UF6.3V10%X5R0402T=0.5MM\u001d", + "121\u001d", + "2015/03/23 03:01:35.000000000\u001d", + "EE.3...
\n", + "
" + ], + "text/plain": [ + " index \\\n", + "0 0 \n", + "1 1 \n", + "2 2 \n", + "\n", + " 5000117\n", + "5013518\n", + "82\n", + "SZLT OU\n", + "675018927\n", + "43\n", + "GPA\n", + "2007/10/07 00:00:00.000000000\n", + "12603042\n", + "56374\n", + "SCOPE TECHNOLOGY CO. \\\n", + "0 5000117\n", + "5013518\n", + "82\n", + "SZLT OU\n", + "675018927\n", + "43\n", + "GPA\n", + "20... \n", + "1 5000117\n", + "5013518\n", + "82\n", + "SZLT OU\n", + "675018927\n", + "43\n", + "GPA\n", + "20... \n", + "2 5000117\n", + "5013518\n", + "82\n", + "SZLT OU\n", + "675018927\n", + "43\n", + "GPA\n", + "20... \n", + "\n", + " LTD.\n", + "408755\n", + "TAIWAN\n", + "SZLT-SUZHOU\n", + "SZLT-SUZHOU\n", + "USD\n", + "Tang \\\n", + "0 LTD.\n", + "408755\n", + "TAIWAN\n", + "SZLT-SUZHOU\n", + "SZLT-SUZHOU\n", + "US... \n", + "1 LTD.\n", + "408755\n", + "TAIWAN\n", + "SZLT-SUZHOU\n", + "SZLT-SUZHOU\n", + "US... \n", + "2 LTD.\n", + "408755\n", + "TAIWAN\n", + "SZLT-SUZHOU\n", + "SZLT-SUZHOU\n", + "US... \n", + "\n", + " Nancy\n", + "APPROVED\n", + "\n", + "\n", + "0\n", + "Y\n", + "Y\n", + "\n", + "121\n", + "20029154\n", + "301-000085\n", + "0402 SMT CAP 1 UF \\\n", + "0 Nancy\n", + "APPROVED\n", + "\n", + "\n", + "0\n", + "Y\n", + "Y\n", + "\n", + "121\n", + "20029154\n", + "301-0000... 1.0 UF \n", + "1 Nancy\n", + "APPROVED\n", + "\n", + "\n", + "0\n", + "Y\n", + "Y\n", + "\n", + "121\n", + "20029154\n", + "301-0000... 1.0 UF \n", + "2 Nancy\n", + "APPROVED\n", + "\n", + "\n", + "0\n", + "Y\n", + "Y\n", + "\n", + "121\n", + "20029154\n", + "301-0000... 1.0 UF \n", + "\n", + " 6.3V 10% X5R 0402 \\\n", + "0 6.3V 10% X5R 0402 \n", + "1 6.3V 10% X5R 0402 \n", + "2 6.3V 10% X5R 0402 \n", + "\n", + " T=0.5MM\n", + "121\n", + "2015/03/23 03:01:35.000000000\n", + "EE.301\n", + "Capacitors\n", + "Each\n", + "\n", + "0.00057\n", + "N\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "0\n", + "0\n", + "\n", + "NON CUMULATIVE\n", + "\n", + "\n", + "\n", + "2007/10/08 00:00:00.000000000\n", + "2025/12/30 00:00:00.000000000\n", + "\n", + "\n", + "\n", + "2017/11/14 00:00:00.000000000\n", + "2017/10/19 21:33:41.000000000\n", + "2016/05/19 00:53:05.000000000\n", + "N\n", + "\n", + "CL05A105KQ5NNNC/\n", + "5235926\n", + "102\n", + "23\n", + "\n", + "2015/07/01 00:00:00.000000000\n", + "2015/09/30 00:00:00.000000000\n", + "0.00061\n", + "OPEN\n", + "OPEN\n", + "OPEN\n", + "N\n", + "N\n", + "N \n", + "0 T=0.5MM\n", + "121\n", + "2015/03/23 03:01:35.000000000\n", + "EE.3... \n", + "1 T=0.5MM\n", + "121\n", + "2015/03/23 03:01:35.000000000\n", + "EE.3... \n", + "2 T=0.5MM\n", + "121\n", + "2015/03/23 03:01:35.000000000\n", + "EE.3... " + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sqldf.head(3)" ] } ], diff --git a/Matplotlib.Pyplot.ipynb b/Matplotlib.Pyplot.ipynb new file mode 100644 index 0000000..bfaac0d --- /dev/null +++ b/Matplotlib.Pyplot.ipynb @@ -0,0 +1,612 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Matplotlib" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "%matplotlib is magic this will make sure that the plots are embedded inside the notebook. " + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "x = np.linspace(0, 5, 11)\n", + "y = x **2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Functional method" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(x, y, 'r-')\n", + "plt.xlabel('X Label')\n", + "plt.ylabel('Y Label')\n", + "plt.title(\"Title\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.subplot(1, 2, 1)\n", + "plt.plot(x, y, 'r')\n", + "\n", + "plt.subplot(1, 2, 2)\n", + "plt.plot(y, x, 'b')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Object Oriented API Method" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Title')" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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Wr2IeuKw/LZs3jbosiciBHtMQkTywfXc1oyfNZcaitYwYegS3ff04mjbR6HQ+U2iISIMq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\njEecljwAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "\n", + "axes = fig.add_axes([0.1, 0.1, 0.8, 0.8])\n", + "axes.plot(x, y)\n", + "axes.set_xlabel(\"X Label\")\n", + "axes.set_ylabel(\"Y Label\")\n", + "axes.set_title(\"Title\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Smaller Plot')" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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ezxxCm2aneV2WeEThf4qCOTV0tNqxYwft27cHqkJy586dHlcUWtnZ2SxdupRB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\nSOEvIuJD/x+1UXZSRHbxkAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "\n", + "axes1 = fig.add_axes([0.1, 0.1, 0.8, 0.8])\n", + "axes2 = fig.add_axes([0.2, 0.5, 0.4, 0.3])\n", + "\n", + "\n", + "axes1.plot(x,y)\n", + "axes2.plot(y,x)\n", + "\n", + "axes1.set_title(\"Larger Plot\")\n", + "axes2.set_title(\"Smaller Plot\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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kHq9B7vEaX4+fRubRkzytQhcsmCP0iQCyVfUwAIjI2wBuAdCupveHdq4/sH2h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\nRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(nrows=1, ncols=2)\n", + "for ax in axes:\n", + " ax.plot(x,y)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Second')" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "axes[0].plot(x,y)\n", + "axes[0].set_title(\"First\")\n", + "\n", + "axes[1].plot(y,x)\n", + "axes[1].set_title(\"Second\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Figure size and DPT" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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LnoT0Tn4nkhims7tFRNrKttXwz3O8a6Iv/S907Ol3IolxKmkRkbaw5mN4/EJo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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "\n", + "axes = fig.add_axes([0, 0, 1, 1])\n", + "axes.set_xlabel(\"X Label\")\n", + "axes.set_ylabel(\"Y Label\")\n", + "axes.set_title(\"Title\")\n", + "axes.plot(x, x**2, label=\"X Square\")\n", + "axes.plot(x, x**3, label=\"X Cube\")\n", + "\n", + "axes.legend()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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b8BE8/jUoGBiarCTd70QSo1TSIiIdadsa+McF3iQlFz8BmV38TiQxTGd3i4h0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\nKmkREZEo9f8B6t0eRx8nTNoAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "\n", + "axes = fig.add_axes([0, 0, 1, 1])\n", + "axes.set_xlabel(\"X Label\")\n", + "axes.set_ylabel(\"Y Label\")\n", + "axes.set_title(\"Title\")\n", + "axes.plot(x, x**2, label=\"X Square\")\n", + "axes.plot(x, x**3, label=\"X Cube\")\n", + "\n", + "axes.legend(loc=10)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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gkhYRkX2rr/IOc3foAaf/zu807YYOd4uIyL7N+gVsXQ6T/gNpHf1O025oJC0iInv3xesw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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "\n", + "axes = fig.add_axes([0, 0, 1, 1])\n", + "axes.set_xlabel(\"X Label\")\n", + "axes.set_ylabel(\"Y Label\")\n", + "axes.set_title(\"Title\")\n", + "axes.plot(x, x**2, label=\"X Square\")\n", + "axes.plot(x, x**3, label=\"X Cube\")\n", + "\n", + "axes.legend(loc=10)\n", + "axes.legend(loc=(0.1, .1))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Setting colours (Plot Appearence)" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "axes = fig.add_axes([0, 0, 1, 1])\n", + "axes.plot(x, y, color='orange', linewidth=2)" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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fgNXfhCd/sqet4GD2eR0c9Xcw7T2Q6dU1ae0S6GqHSbMGTpXJZGHGYjjwXXD3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\nUpkYqpIklcn/B8xftkHtAWX3AAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "axes = fig.add_axes([0, 0, 1, 1])\n", + "axes.plot(x, y, color='orange', lw=5, marker='*', markersize=20)" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "axes = fig.add_axes([0, 0, 1, 1])\n", + "axes.plot(x, y, color='orange', lw=5, marker='*', markersize=20, markerfacecolor=\"yellow\", markeredgecolor=\"green\")" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0, 1)" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plotly_N_Cufflinks" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "cufflinks allows to link plotly to pandas" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "from plotly import __version__\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2.2.1\n" + ] + } + ], + "source": [ + "print(__version__)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "import cufflinks as cf\n", + "import plotly\n", + "from plotly.offline import download_plotlyjs, init_notebook_mode, plot, iplot" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + 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iKhlXrhTOI3RxFRnWSiNS9cbhoMd+4QkoN2Hqzv4DfIOyDS9Kte49/5z8w5mH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\nzp49e4tv/FUQ1YPyz7Wn5J93iLGDtP4No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37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2.iplot(kind='bar', x='Category', y='Values')" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.sum().iplot(kind='bar')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.iplot(kind='box')" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "df3 = pd.DataFrame({'x':[1, 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[], + "source": [] + } + ], + "metadata": { + "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": "3.6.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Seaborn.ipynb b/Seaborn.ipynb new file mode 100644 index 0000000..6361008 --- /dev/null +++ b/Seaborn.ipynb @@ -0,0 +1,1603 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Seaborn" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "Stastical plotting lib build on top of matplotlib, it uses pandas dataframe object, can be installed using pip install seaborn" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Distribution plots for seaborn" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "import seaborn as sns\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "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" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tips = sns.load_dataset(\"tips\")\n", + "tips.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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D66ZPn04tqYzuvPPOsIsAIAQVPc1QuZoegTDw+wxUcFAaO3as3n77bf6QURVsfD2lYpM5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\n9w8qVmDHUq7suw+NHqXD/YM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HqnpEVbep6u3AK8Cs3McxVa1a9ElErhaRp0Vkn4i8lNvHhYjMFZEnROS13O2c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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.distplot(tips['total_bill'], kde=False) #KDE = Kernal density estimation" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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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" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tips.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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3N/Pmm+m3JKiU4r1332WICAMTePkShGOVYv3GjUkXXRgvMbgtTsdJWlatWkVd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\n6tDSlwn1aRgnIrtE5FrgQWCaiGwCpoV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zCyE2AXnAUmAvUCKlrHlHMoE6UyCEEHcIIdYLIdaHSyD29y1b8EYn12mOC7+H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\n34I9Fn98h5DtGQpGtPMwtK2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+pqRj+3bNJhFA/buJbquj7fYGjKNZcNNrWXTfEB4aE82MQW1ZcN8Q+kT6QcKv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\n3q68dEVX+kZW28u827Razzl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yKTVZ6dksCDdNw1l4Irmm30795tBeenopWpXWfhMZYG3KWt7t/i5LkpaQV5rH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\nQiwBxgCZiqJ0tezzAlYAwcB54AFFUfLqsx1/1Jd7EqyBAGB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dpaSkBLfLhSc0xm9/mCmcsLDWrT6mJTpRpGTr1q19JWK/5M033+SWW25Br9cT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C4X1123EPu5I0ht4y9+V+8BTapvThjUcr/Gbw/FcazcwkPrN4S0sF00cTqd/OTxx0lMiMd98CPw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\nf0a1TZmw83HIAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.violinplot(x='day',y='total_bill', data=tips, hue='sex', split=True)\n", + "sns.swarmplot(x='day',y='total_bill', data=tips, color='black')" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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oJzBl7ATH0bBKpoK/nOefz86E8oGBAXbv2c1F5alFHBd7lVmlFts++MAmy1JD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\nHj9M1JaFCxfaut8VK1YQVKX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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": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "flights.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [], + "source": [ + "tc = tips.corr()" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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OlXhFpOi4R1PekqgABphZXzNrC5wNTEtsYGY9E3ZPAeYl61SlBhEpOpm6gcLd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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.heatmap(tc, annot=True, cmap='coolwarm')" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": {}, + "outputs": [], + "source": [ + "fp = flights.pivot_table(index='month', columns='year', values='passengers')" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 93, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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ucRvf+XCWuI0S7tmYmVlurTLTrAwnGzOzivIwmpmZZdeZaYg9BycbM7OKqk6q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\nKnFflLRd2n+GYkYeFMnGv1u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8TNLmwA+BkcCzwF4R8aSkKcA00qRvKwF7kyrG7Qu0SfoscBBpRudzgLfmzzk0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\n+huvIe7VwAxgJeCdef03wIe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44x5dR2ixvOsAi4JlcYwkOYG5/c1eOc9RJEmSAMviuFleVau3dpC/yFuSJI2K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\nLGXfv9m+N3B7Vf0b8IZNxwA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qyKi1ZiRhMTKlKSbAH/7tS5MSLLTWDCctxlM2Kft8lbLfvHI9v3PNRhqnxLlL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\noNnroJy2XZRWZUuCkPikIFSH4tO7fMRyXUxD8Zt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xfYmIqBSEItrI6GItkmaATES6NuQLYcBbWA3miYiKWSkcWjBAJiJdGmkVVIyX7oiICtWA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\nV4hiWcvxNls86fD9V/v53a+9x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TZ7KuZJ1zSTDdrkphK+tqrlqy5DBWELnuuzkIpQeQjZPwubUsr7Ukv7m09XKz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\n11or1MJaslQw7xndVv876S2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LPPX3akdWLVNS2+XUcjm1ra+mKaqZn1E7ihVESfh8Oa3Q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\n5AOllKdXVbVdR50A40wvBaZCuz8arnjhdC2fXi8F2B99FICDUteO6tc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qZbHCUMa3pNZ5d21XToR9XP5RB65FC1d/TYkcbegCfbJq2KVs9mqXO95CYVWhsFK7WB\ndD6Un12c6qUgtBouhHVtOMoBdOU0FzTcW7XMkVXKCdXiWLXEp658rWp19eYXbFF/XAmdWtReq+NC\n5Liy2agaOLtx6z4Th9KOE13fdYyiawIr17xV7q3aquypozpWcFTyQzmOUdIWNeCslbW28V6msSC0\nlS/uPL+6uGHlSJKaPtG+V9SxsYIGR/PqMxmNjPryrat86KgQOPKsI6lVf/L/Bk77mF0po/VxRXS5\nRcfGuCJ6XWeicgRH/7f/XG7nKSlRs0aKn1DXI19cOkG1tTJ+Tk4xLcfLVCqaXT8675Si/U4pLScO\nmE0pI1OKWmmY+f4iOdVRDZVTXVJrHDKXz6e6quFza7y/pTu6zG2Z/vATFk+ftVn3HT4DTRfqn+7y\nRo8Oqa3KHst7OpkpquiHesc//0yf+vXnzD2sDnzpsreq/Zl3qhj4kly1qqCU8XQosVU3p/6Prtxr\npHuiADpIH9flQV6Xl2/vSRpr4HHaeqsVzzaUjj0ieXlZaxW9tTIKO9ZJiYTC1n6lf/HjlUroSvgs\nG1ddh5pJBbRVbQWzU1fR7FujnG+VKUVbFCzXBs1h1Cqj5CkzLyFz4xwT/Wrc8lF4jpG1UnvK1TXn\nrp02ZG5PJeQ6vG9d6ni1AqTo0PrRw/UhdHlBw5Fnpq94aOmp6RU9rm90S9fpbwtgZRvXk1TpY9HP\nwV9GC6N4uaiCeinx8vWLFs6iRYeXWqXDYZ+OhKuVad2gnTt3a8c5u6Mwum115QN1bSDt+VZ+PpTn\n5xXMZ6XZOLlSWNcDenwQfSoX6lQuUDDDdnu9rU5dG47y+dp2HDd87SF1tbh14a6VVbZU0IXrZ/7l\nZVSpXA2YjZFcE4XHlcrl+POHU3NdE4fM0Rt+3rCjiab7Im+GZhsql2+38cQP9FvmG9qRPKW2NWdr\n71lv0g33989L5d7es96k/qffJ0cJuaZVyTCvhHx9ueXVGs17U1YQlquhPd9WFjT0g1BBaCthdBiU\nNJzJa2A4p4Fx7TmOpqN5LqzMacl4myjlqm6xwtrWHBu6EupqaaxPdCI7IJvqHrezVYns6YPwGQu8\nOEwuB8rRacKL+jc7cUsNpxSFzOVTE/dsNotW1Vz+uTM+LV8W/5zq5GjKJWw2veAlzfv8Nt8Won3G\ndKH+VJc/f/tqve62exsaS7kqeyzvacfYj/QR5w5tTh7XoXCNvvyV10ivfuPUzyMMo6KL/HBUYDE2\nEAJ9CIQAACAASURBVK0flTkWvUfPHpcyUVuOPo3IHRf+vii4R8pLery6b/z/3LTp1LDpUTbRq3N3\nbJft6FfY3q+wrU9hW7kFR69Ck6y03fBDq+ShH6nzgVuUHDko6yTlt/ZJxpXxShq+6NdULHmVx4iq\nmV3JuLLGRPOHceVbo3sPjOgrDw5qMFNST3urLt/er/W97eNCZl+ZYqFa2RwHzNmSr1xpYULm1qRT\nExxXK5rLIfL4CufOlprL4uv99Klh3fTdx5VwjFqTjgpetO7M9S/eqcu2r16QcWPxEVTjzGFtdLhN\nbd/ocs/ooQNSME1VRKI1btOxvdqmo1wh3d5HE00sf6Ef9VY3RpKpHL5VWQXZOPX7nTN7UaOGlXuS\nJtuiL73cpBSUpB9+TFpzW3PGZG30Bn18CF3+OXdq+vswjtS1YdKq6J8MtekTdx1RMmnUknBV9AN5\n+0O9bf1GXdTXLS/vyQ+jhbrmM5D2Q6vhfDhhQcLxldC5Bg9hL2tNmJq+z05lEcL+mgUJ+9pdJRuo\ngl7X1aKRXEktierHmlIQam1ni1IJNwqPVe7XHP/3i0Nm16mGzJUWG4TMWM6m+iJPH5tVmFN7OHjR\n83XfwVP60YFTak+5euuV2/WOa3ad9nZXhA/o+uCzKlpXT3st2nLqqNYfer+uSL5F+9qiWrm5LKL2\n4Se2aGvLdXqd/zWtC4/pmLtOX0y8Sk+vukJ3vfnyaAHDINRIrhQF0n7UusMGnkzoKZ0raGAkp8GR\nvAbGasPoQIMZX41kC46R1na46kpK+UJBNvDU3+7oml2r9cIdPeprm5+WQn7HBrn58RXVBfkdG+qv\naK2Mn69ULTu1obKXiRcMLFc8x/vLLTRKaRl/nr/oTXVUK5rL1cqp2pB5srYa8WWJVj4PrGCNVvtW\nzPP8Nt8Wqn3GVKG+pEoQ3ZlyZYypfEH3/O2r9aUHjjQ8lnJV9rMy9+r97j+opKRG1Kk1ZkTvLt2i\n//jmkK42V0rpgajAIjMYBdGZE9X+0A0cATgxgO6S07lG7b3rZdv7Fbb3KWzv16fuHVEp1aths0qj\npluBSSgMrbIlX3998UWymvi+0xaNZMK6nsy5LS/SwPoXyXvmx7KPfkP5zJhGWjfr+NaXaLj4LGUf\nDZUphcqWAmWKxQZCZldHcp4eOTn3LwhbE86ESuWZhszzUcl82fbVul479c8/OaTBsbzWd7fp15+7\nZUFCalM5ulDVAhCqsRcFQTVWnvxI/cKFtaF0KX362xpX6t1a3y+6vJBh9yaCOaxsYRAF1TNRTtEa\nCbbL153yspr9K+X/ml+Shg5GH2aDkiqLoyRaowqOhTS+RUddGN1gi45Ea7VFR13P6C1RH2l3YkWe\nH4b6v9/ZK8dICceRH9hKH+Iv/PgZbe2feT9Ha62yno36PY+vhK4JpIfzYU3F4PSMpN42p64P9GSV\n0J0pM8PgZmLPZtdx5Brp1y7dor+760kFNlRLwlUpCCUZvfH527Suq3WGvxlgmRu3uKBS7dGRy/fc\nNKsgp3w4+Fje04lMtfIsVwp003efkKRJw+ry7V5X+po8JeQ5rTLW6ljBkRO4ep35mt5fPai7oUXU\nJqtUPDSc01jbc/WQuUzWRnNbaK3SJ8b01PFhFQtFHRvJamA0H21jJQ2MlTSY9jWQ8RtuNdTb6kys\niO5ytbEzobWdrhLz/UE79GsqmqOwudR/rjqfuEO2OCpjHCmMFmY0yRat/8+3VCubSxmZRhbSbZTj\n1ofHta00altm1LXSqKludvh4jHkyz/PbfCnPTQ88MywjaX1Pq4wxc/oSbrzxof74UDyqog71p688\nX1fvXqvX3Xbv1Asw7uqLPqPs+7p0783S6GH9Q+goWyiqx0T9NQK5MpISJpAjq98e+7T0xU83PuC2\nXtn2ftn2PtmONQrb+hW0R9XPXmufwrbV8lpXK1BCobU6ZaufW6xx9Oi+/TqZ85RwE/JDI886yvqh\n2lIt+uYht9o6Iw6Zo6rmOGCOw+bRvKdiZUGTHkn/Kzo7KumYJD01679HuVXGxlVtdcFx+Xxny/gK\nZ7cmaI76Nifcxf1sNllIXC7WuPJZa3TV7jXV/fGTLBdvlI8orNy+Zn2USe+z5n5MzVoraB5eibE8\neYWoCnpokr7R2RPT375rY317jnIwvWqrlEhNf3sAkeiTdvzDPB8mNpNg25zusvH7F+iNR+BHR2YE\npWhVby8X7etaJ2VPScmaENIvSN0bpr6vRpVbdExWFZ0eiN7YT6etd2Kf6HIgfZqjRfwwlOf58oNo\nlfZyj1QrqyOjeXWmXIU1qXEq4ehEZuKRK35odSpXHzqfzIX1LTlyjS/kVXlaCVPXhqO2/Ua5Krqv\nfbrApqYfc7kXXk1LDRN/p1KtdjZKOKdfIPCqZ61Va9LVP99/SMdG81rX06Zfv3SLLt/eN6PnBywl\nsz58fNzigpKio09GnpnVOMqHgx88mZVUM33ZqJL4sz88OGlQXb7duuwxpdUpKfo/XvJDpRJtWhvU\nr0lyfu7H+l/h16VPXj/p4fx37j+uD3z9YSVco66WhAZGcvrAV3+mLteqkM3KVTSHlgKrvG8VyNVr\n/u4+DeUbO8KkLWkqfaErPaK7XG3sSmh9p6u25AwDhbqq5rii2ctMqHJ24irn8aG08fMNP5Qz9Pj0\nV0q2T9E6Y4pFAmvPU9WMpWKe57f5UBsYh9bKSNox+iP9fv6b2hY+o6TxVUonpM9dGM1r0pStS6ad\n9x/7toa/8zF5pw6qxevTdv8V+oGeo9aE0bqOhNpdq8/duU9Xb/DUcfJBXZ0cU19hWKuDIfXaYa0K\nh9WVGZJuKkXV0DVHP7fGW/mgssQUiwPaSgAdt91o71fQFi8+2L5Gpba18lv7VHJSynlWWc8oHfdl\njhYBtMpm4t7MxVCZUimuXA7GhcwpFf3x0ZojKdBffOupOf3NWsqVzKnJK5XHh8yf+M5j6mxx4wKJ\nKHSVkdIFX5/7refOagynC42d2n3l604WCjvVy+9+7IT+/u6ndGQkqrh/8wvP1lW711ZuQ9UyCKqx\ndAW+NPrMJIsYPhn1TZ3kEJo6bavrQ+hKdfT26LA+AEtbJQSf517F5Q+wMwm26y4z8diCqJWHX4wC\n46lC4ee8SbrrI9HCKonWKKQOvWj/dKZq0VE+P4MWHaPJtbp/pF0nnTXqNAXt9h5Rl02rpe0s9Tz3\nd6RtL5j48IoOQ/eDqP+bVz6NA+mprO1s0XC2JNd1VQwdFUNHWd/Kddv0sbuH4zA6CqaH8+F0s3kd\nx0ir25xKu421HfUtOMrhdEdqYlBj4kC5Ejqb6oKAMw2c5+Ly7X0E01gx5nT4+Kqt0eHwqZojLby8\ntOqsWY2lM+XqiROZ6pEV8Wn0oVnK1hwSXRuyDGVKOj5W0EG3T2s0orxaZIxRKuFoXZvV/uy6Sj/V\n83M/1h8Ub9Wqzk6ptVdh+pj07+9SvvAXym66QifG8vrkv++VUywpkNFwIBVDo1xgdDh0or6ikqRx\nc5RXfa0zsmp1QqWcUCkT6Ipt3bp4c2elMrqnZZL2HOWq5nxazli04F95kcAJYXNdEB0Fz/Ne1Ty+\ndUZl8b/OySueazeqmrESzPP81qjTBci1ixCmXEfPDx/QDe4/KBH46jRZydooAB46IH39bZKM1Noz\noXXJneGeyrzf2+pqaCytP/v6A3K9Z+kXdq6WHv8v5b/5/6mQ9xXI0Q4d1k2Jm/Wg3aHAJtSXHdNa\nd0yrMmPSJ4r6rDT1OoCjE3fFSwjKSAqsUUkJZdWmo1qrtG1Vpm2zjl7yx0oHrjKlaO7PlEJlh0Nl\nj5WD5kCZoqds6bByxWBG70UbNT5kLgfMneNaZvzrTw7pVKZUraexUSvtrX3t+vvfnDpcdmpCYSm6\n7dcePKJTmaJak9XGJeXFKle1p6rBchwcO6Z2/ZL60Ll2XZP5cuf+4/rz/9gf/dtpT+lkpqgb//1R\n3eg6c18EEysG7wKwMBpdOMLa6ND02r7RQwfi04NRmHM6yfb6XtGrawLpdprpA5hEuQLcBpr3KnBJ\neupu6Wefl8aOSt0bo0D6yvfG+waiSurnvKkaDId+VCkyOklV9OgRyctO/5iJFql7s4YTa7U33akD\n3ip5HZt0+UV7dNF550puUh/61wc11FrUJfZRvSj/RflylVGHwpFj6v7+R1QK36PSxufLC62C0FbC\n6cm+FPQCW2nBUQ6co0UIo/NHxrp0KhcqnKR/8mP7p34+rQlpXWdiQuhc25pjVZtTqYKuhsxR5bMx\nNRXQ4887hn7OwAKoDT6kxns437n/uO4de4neMPQ3sm5ePV3d6nI9qTAatRX65AU6ZNfqT4ev0bdK\nF8oYaVN3i/7sly+M7vexb0vf+aA09IRkpXTnNu1Kv0aPeedXHqM8eyUdR6G16khFH9z3fvff1PXD\nm/TX9pgOa41uDl6u74cX6e/sK3Rj4nOykvI2pURQlBM6cl/wXq17zNXgSFqv8b+hgeQ2PRhs0OGh\nHh0OVumw161D/3ZKh+19KvjlRz3dEXpWSROqMynt6mvReevbtKHT1d0PH1DKG9EL9LCuDn6oXjui\ntDp04Ngu7Vm1Q85QRqPDQzo1fEpJP6Mep6DVblEtYVbODKqaG1Kpap6ksrncOqOyf1xl8yyrmu87\ncEr/fP/DGhzNa31Pm56zpUc/OzRa+ZmjT7CsXHF9FOyWFFVSe3kpLFUrlefB+FD6+dtX65kf364/\nDr6mDfa4Bo6t1T995VWVxQXLR49IUn9ni34n8w2VbEKrzVhlvkwokMaOKJSRJ0dPpFskFeRI6nI9\ndf7njfqBXq+XhMe0TqNa5Y2qx46qyx9W/+1pqaMgjR5Smw1V6VAffy93lR6qDn6SZHhEXTqlHh0L\nu3XCrtKw06uT6tVq/4QOa40GbZ9O2S4Nq0tp26aMos2O/+KvJOm7gxMfYAZSCacuYO6cImTuSCV0\ndCSvbz48oKTjqDXpyAuitk5/eM0uOZK++JNDGhjNqz3l6lV7NumKc/orlc6OMfrMXQfkOlGbOCna\nHyjUkZG8Nq6KfouVtUmmaU3xjhfv1A2375MXhJXFKq2V3v6ic7S6Y+rXpYVYWHMys33PgDOLsXYh\nvjtaXJdeeqm9//77mz0MlNUuHFF+Ufbz0uW/F4XHde06DkwfwjgJqffsmjYd51TPd23g8D4sB8vi\nH+mlF11g7//OV5s9jOXtqbuj6mknWV89/YJ3Squ2TKyIHj0crTTeSIuO1lWT9IqOt/Z+3XdwSDd9\n93El3ZoFDAOrP3jxObpk62q94e/vU1dLQu/O/bW6w1GVTEtUsWGttnQZBW19OnHNJzVWDHUyF9YF\n0LWLEZ7MBRouzKzK3ciqp8XRxu5kpQWH75X00KEhtbmhOpKSCX1ZK/3WFdt0ydm98eGKk1c7u3Ew\njTNI/znL4g9+Jr4nfeFHvqtVbcm6D83WWo3mPf3gvS+e9Da1VdgvsD/TL+e/rHXhMXV196rLH5Za\nV+lYwVE6PaakfN3g/6a+H14kSepqcfV/r0prz0//RMoPReuLWCs/DDSiLv2Rd52+F+ypezw3Pv74\n+hefo3ec9bSO/cvblQ9dFdQiNygoJU83+m/Qj8Lz9UKzVy9zf6xAjh7XVt2fvFhd63doIO1rYLSg\nUW/88lo1j6NAXcqpx2S12qS1xsmqz8lotZNRjzJam8jreRtdddqsXH9ipfO8VjUbp3paqVA20sbn\nRMUdp2ujkeqcdA2ChXTfgVN1r2HDuZKGsp76OpJa1Z6qvKZd/+Kdyz+srhzZFSdVtefHn055mabY\nd5rrG1dKtTOXLqZK8dYzUSX1VMVbs1A7j5YDybNH7tGH3M8pNAkV1aIWFZW0nr7Ye53e9Zbf1Zs/\n/2MNpXPqSDlybKiPjLxLI7ZNZ2tAMqGSitqBVCqWrZRTKur/rFAJBXLMzPOjMdumIdutU+rSwXCD\nBtWrY3a1jtleHbO9Om57dVI98uapjjKVcJRynf+fvTsPk+yu6z3++Z1T+9L7NluWSWYIZA9DgCRC\nxERILsvjFZWojxchBERJUPGCgnjlyiMIVxGuornI5vWaKwIKEbgJICQs0YwJCQlZSDJJZulM791V\n3bWdc373j1NVXb1ML9PL6c68X8/TT+3Vv0lmvnXqU9/6/lSq+XKNWjbxM3r+aR06qy83J4DOp8LT\nXDKmtkxc+WRMyZg7u6F1YyRF/dhU9W/pNDqOX//JuzVcLCuTiDXf9M1UPSVcRzO1YM7/o5pv9b5X\nnzsnlH3Oe74qa+1sUC3JDwIZY/TIH12z6j9/I3Ru3cxyuQ+O5/9dWmyd6+Fkjhm2oG1RR7czOqqx\nfqozYQh9+3ukckFS/SvxXiXsXLzt95Z4sAnDlkYA3eiQ7j5Laj9NcvmrCmALs1YqT0j/9hdhzVMl\nDFD8Wjiz+qvvWP45jCPlBuaE0UF+p4K23QradsnGs7L1YDmQbU5GCawUlGr627uekmQUOEkVA1e+\n46joW33srim9f9eZ8nM79GihpqdqnXranqNRtWkkaNOY2lSY7NDx0ayOf2awvrnfyuUSjnqzseYm\nhGE3dDgDui/jqj8fU3fGVTLmzI7UcKR3f+EB7crUlI6H9d2YhMo1T7c9dFzXnL8O87sBbIo9nRkN\nFcrN7ihp9mvGrVq7taZKNWUSrtrTKd2rF+je5As0U/X056X36rx8h5TIaGR0Sr6SSkt6s3ur7rAX\nydrwK9zuXR+TgkIYvNXf2PuBVcbO6E3Ol/Xt4MLwgzhJjgLFjdWNLz1db728T97fvU2HvXYd0YCO\n+B16xnZq3OY1YfPKaUbfsefrfu9stZkZtWla7cGg2p96TKebGbVrWm2x8PpOU1CfmVSHKarNzCij\nihJa5puAnqRVjKcNZBTIkZVRPJHSAzpLk0FSZSenGZNRyWQ0EaTkptv0xpddOLfr+da3hxskt+6P\nUCuHc14vu3Hli9gktxw8rLhrlKq/JkxXPDlGKlY8dWaT9es93XLw8MqC6vlh8LIh77zTRtDfvLzE\nfVd6ygesp579V88Nph+9Xfr0K5f/1nEQhOPlGmPmbBA2NdhAeuyb0r//lc49+rj+Qj26LXWtHnDO\nk+MEeqs+L99aWcdVXJ4CubK2qleOf1bFHw7opp4nde/wY+oqT6pLU0qqoj0qyJWV29Li3PyYxEjZ\nE87kkIZtm4Ztp47bDg3ZTg2pox48h5ePn2QA7ZrZvUFcY5TzRnXAPKysU1VeMxrQiPKakXUS2p2X\n8rYo9/LfUHbfS5VPhSHz9Z+9WyOFitKN8NhIpaqnWmD1+698Xhg6r9Ms5GOTpQXhayYR04+Hitrd\nmV62e/jM7oweG56WCWxzwmBgpbNPYgNyaeFmlsvZzC7nlR4z4NRG+ofV8WvS+FPzRnXU50ZPHV3+\n8dne+niOs1vmRu+Tus4Mu68BYLMsNqJjkTnNTYE/d0TH/A0MVzCiw7pJBW27FOR3yW/58fK7VMv0\nyzqx2TDaSs3vRZYlW65IxpV1YpITl3XikuMqcGKaqFh9f6Jdybgrr6zm2A4vsKpOeXrN//qBpsrh\nRjNv0SJfOW028c2G1K5j1J1NqCeXVE++fppNqCefVH8+pb62pAba0sqlYoo5Rq47O9c55jRGbaj+\nBsvOvtGygSSrHxWfUGcqr5oJO64dBbJxq8enquHc0tbHqPXxrRt4Aojam1+yV+/90oPNGc6NTqw3\nv2Rv8z7fenhIt37hs82vox8KuvW/Zl6lx2MvVlv9a+jpuKuu4qAUDz+oamzGWlJcu82Q4vJkFOgl\n5j7tqz4oNTbPsnH5chRYyZWn0zSo/fYpZUxJeZWVNmXlTFXePXfo4/8+I1PpUU5ZtZtpnW8O6Qrn\ngWYXdJumlTDr19Xsy9GM0iq7WaVzHcq1dbaMzpjXzZzI6YHRQAPfe6+Kykgmpnr1U38uqbhm9P7q\nm5TPLuxEK5ZreuOuS+b+8sKglGyfe10sFY6gWqslQ+CWkLc1FD7h/cPbH5mKqS2VUaV+26AfdjMG\nvlHWaZOVkU1YHZ3ypPZds49fsKnyOoXBKx1jCCwl8GUDT9b3ZR+7Xc5t7wmP3xL5cLzbrTep+tLf\nk7/n8vB+QRD+1I8FrZU+d/Bpfen+YyrXAl0Wf0S/Ff8nKdWmQ363XBvoyuKtygU/VkUxOSZQwaaV\n8SvKqaQ2zShl6h+gfeXXdZ6k8+avcZF/Mo0AesiGwfNx1YNo29HsgB5Wu7x5cVLMMWF3slNVW+mI\ndtgxnalB5TWjNjOju/1zNJLcpZjj6Gcu3qVLz+xSPhVTPh1XWyqmjnRcb/7bezRS706eKtU0Uqxo\nxHZo2qT0hvg3tdsMq2hTsjLanfGU7j1Tuuy3Fvz7HJwsLxoeH5soKeaucsPZZZwofJXC17ZW6bir\nI+Mzc6571zXP1Tv+8T4VK578wMp1jDqScb3rmueu6zpPpHUkzFLrXA8rOWYACKqxUBCEoXNzRMfj\nsxsajj9Zn+u6BOOGXzGMp8O5q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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.lmplot(x='total_bill',y='tip', data=tips, col='day', row='time', hue='sex', aspect=.6, size=8)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Grids" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "metadata": {}, + "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" + ] + }, + "execution_count": 114, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import seaborn as sns\n", + "%matplotlib inline\n", + "iris = sns.load_dataset('iris')\n", + "iris.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 116, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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Fu+NnXSbKc4eoSca4N0XkowCUiDQB6EEmNIIQUj5WMcDrnu7HTRdPz04p2REM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DSze3Gih61DVqW96naSPz6Zga/EmBTuluHrh0eKvPx/0XF8ofSwnGqB2cvzZx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UdNHz+8XD04cqUiJnb6+x9z8WkYJx5e4sOG73Ao9jLXkx/zWeD7GOroseXRaU7G3KREXYan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\nHz7BbzFLxKcMAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.PairGrid(iris)\n", + "g.map_diag(sns.distplot)\n", + "g.map_upper(plt.scatter)\n", + "g.map_lower(sns.kdeplot)" + ] + }, + { + "cell_type": "code", + "execution_count": 124, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 124, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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j12Qd7zI1NQ6Ak6fsPJQxZvKyAhUk+6uamZ975t1z/ZGVFEOUR6xAGWMmNStQQdDS0c2x\n+jYWjKJ7DyBChJzkWCtQxphJzQpUEBxw7um0YOroChR4u/kqmzrosxkljDGTlBWoINhf2QyMboBE\nv7zUODp7+mho7QpUWMYYE1asQAXB/soWUuOjyEke/hYbQ8ntHyjRZN18xpjJyQpUEJRUNTN3ShIi\no7/pYHZSDBECVc0dAYzMGGPChxWoAFNVDla3MjdndCP4+kV5IshMjKGqyQqUMWZysgIVYCdOtdPa\n2TPmAgWQmxJLpRUoY8wkZQUqwA5We0fwzZ0SiAIVR1N7N21dPWPeljHGhJuRT3NgBvXgluMAvFJS\nA3jn4jtY3TqmbeakeAdZWDefMWYysiOoAKtu6SQlLorYKM+Yt5XrFCjr5jPGTEZWoAKsurmDKckx\nAdlWUmwUCTGRNpLPGDMpWYEKoD5Vals6mZI0+uufBspNjrUuPmPMpGQFKoAaWrvo6VOyx3CB7kA5\nKbFUN3fYvaGMMZOOFagAqm7xHukEqosPICc5lp4+5Wj96YBt0xhjwoFfBUpErhaREhEpFZFbB1kf\nIyKPOOu3iEjhgPUFItIqIl8PTNjuVN3svcFgVlIAC5QzUOJAZUvAtmlCx3LJGP8NW6BExAPcBVwD\nLABuEJEFA5rdBDSqahFwJ3DHgPV3As+MPVx3q2npIC0+ipjIsY/g65flTHl0oKo5YNs0oWG5ZMzI\n+HMd1AqgVFXLAETkYWAtsM+nzVrgNufxY8D/iIioqorIdUAZMOH7qGqaO8kO4AAJ8E55lJEYw347\ngpoILJeCpP86RH99fGVBkCIxgeRPF18eUO7zvMJZNmgbVe0BmoAMEUkA/hX47tneQERuFpFiESmu\nra31N3ZX6e1Tals7A3r+qV9Ociwl1XYENQFYLhkzAv4UqMGm5B44pGyoNt8F7lTVs06poKp3q+py\nVV2elZXlR0juU3+6k94Aj+Drl5sSS3lDOy0d3QHfthlXlkvGjIA/XXwVwDSf5/nAySHaVIhIJJAC\nNAArgXUi8kMgFegTkQ5V/Z8xR+4yNc4AiewADpDo139fqYPVLSybnh7w7ZtxY7lkzAj4U6C2AbNF\nZAZwAlgPfHxAmw3AjcAmYB2wUVUVuKi/gYjcBrRO1ISqcYaYB/ocFPxtJN/+SitQYc5yKQiO1J3m\n+X1VNLV144kQpmckMD83ifhom2o03A37G1TVHhG5BXgO8AD3qupeEbkdKFbVDcA9wP0iUop3b299\nMIN2o+rmTtLio4iODPylZSlxUSTFRtpIvjBnuRRY3b193P6Xfdy/+RgRAslxUXT19FF8rJHoyAhW\nz8zg0rlZAR1Va8aXX7sYqvo08PSAZd/xedwBfHSYbdw2ivjCRk1LR1COngBEhPk5yXYt1ARguRQY\n7V293HTfNt48XM9n1hSSkxJLcmwUfapUnurgtdJaXj1Yy86KU3x4ST5F2YmhDtmMgs0kEQA9vX3U\ntXQFZQRfv3m5SRyoaqHPpjwyk5yq8u0ndrOprJ4fffRcbrt2IcmxUQBEiJCXFsf68wu4+eKZREVE\ncO8bR3hmT6VNFxaGrJM2AI7Wt9GrwRnB129+bjKtnceoaGynICM+aO9jjBuc7bqmzWX1bNh5kivn\nZ9PV0zdk2+kZCXz5siKe3l3Ja4fqOFp3mhtWFJAaHx2ssE2A2RFUABxy7qIbjBF8/ebnJgOwr9LO\nQ5nJq7m9m2f3VjE7O5FL52YP2z46MoLrluSx/vxp1LR08rONpew7aTkULqxABcDB6laE4Izg6zd3\nShIRAvutQJlJ7Nm9VfT2KdeeO5UIGeySscEtzk/llsuKSEuI4oEtx/j2E7tp6+oJYqQmEKxABcDB\n6hbSEqKDMoKvX1y0h8LMBDuCMpNWeUMbO8pPcfHsTDISR95bkZEYw5cunsVFRZn8fstx3v/T13nr\nWEMQIjWBYuegAuBgdQtTgti9129BbjI7yk8F/X2McaOXSmqIi/Jw8ezRz5AR6YngmkW5zMlJ4o/b\nK1j3i01cUJTJlfOnDLuDafP3jT87ghqjrp4+jtSdDuoAiX7zc5OpaGyn2aY8MpPMyVPtHKhq4YKi\nDGKixn5d06ysRL56+WxWzEjn9dI6frrxEEfqbA5et7ECNUZH60/T06dBHWLeb8FU70CJ/XaS10wy\nrxysJSYygtUzMwO2zZgoD2vPy+PzF84A4NevlfHMnkp6+voC9h5mbKxAjVFJlXcE35RxOIJa6BSo\nvVagzCTS1N7N3pNNrChMJy468LNCzMxK5CuXF3F+YTqvHarjV6+U0djWFfD3MSNnBWqMDlW3ECGQ\nOYqTtiOVnRRLdlIMe042Bf29jHGLrUfqUYWVMzOC9h4xkR6uW5LHJ1YWUNfayV0vlVJWd9aJ4804\nsAI1RgeqWpiRmUCUZ3y+yoVTk9l7wo6gzOTQ09vH1qONzM1JIj0h+BfYLpyawpcvKyIhOpLfvHGU\n3SdsZzCUrECNUUl1C/Nyksft/c7JS6G0tpWO7t5xe09jQmVfZTOnO3tYFcSjp4EyE2P44iUzyU+N\n4+Gtx23kbAhZgRqDtq4ejje0MTcnadzec+HUFHr7lANVNnGsmfjeOtZIalzUuE/2Gh8dyWcvmEFh\nZgJ/KC5njx1JhYQVqDE4WN2KKuNcoLxHa5YwZqI71dZFaU0rS6enjWjWiECJjozg06unMy09nkeL\ny+2i3hCwAjUGJc79meZOGb8ClZ8WR3pCNLsqrNvBTGzbjzeiwLKCtJDFEBPp4VOrppMSF8Xn7yum\nvKEtZLFMRlagxuBAVQtxUR4K0sdvdnERYXF+CjvL7QjKTFyqyvbjp5iZlUDaOAyOOJuEmEhuXFNI\nT5/yd79/y87/jiMrUGNwoLKFOVMSiYgY3+6Hc/NTOVTTwulOm+zSTEzHG9poON3F0mmhO3rylZkY\nw0+uP489J5r57l/2hjqcScPm4hslVWV/VTPXnJMz7u997rQU+tR7HiqY14YYEypvl58iyiPvnHN1\ng+rmTi6Zk8VDW8sBYVFeylnb29x9Y2dHUKNU2dTBqbZuFuSOfwItzk8FYFeFdfOZiaerp4/dFU3M\nz00OyLx7gXTl/Cnkp8XxxNsVnLLZJoLOCtQo9d/0bEEI9vAyE2PIS43j7fLGcX9vY4LtpZIa2rt7\nWTItNdShnMETIVy/fBp9ffD42ydQtdvIB5MVqFHqv3Hg3HG8SNfXsulpvHWs0RLETDgbdpwkIdpD\nUfb4jY4diYzEGK5ZlENpTStbj9rQ82CyAjVK+yqbKcyIJzEmNKfxlhemUd3cSUVje0je35hgaOno\n5oX91SzKT8UzzoOPRmJFYTpF2Yk8s6fKuvqCyArUKO2rbA5J916/pc61IduPWzefmTie21tNZ08f\n5+WffQBCqIkIHzovDxSesK6+oLECNQpN7d0cq29j4dTQJdG8nCQSoj0UH7UCZSaOP+84wbT0OKaN\n47WFo5WWEM17z8nhUE0rbx+3C+eDwQrUKOx1phkabphpMEV6IlhSkMY26wM3E0RNSwdvlNax9tw8\nJARTG43GyhnpTE+P56ndlbTadYkB51eBEpGrRaREREpF5NZB1seIyCPO+i0iUugsf4+IvCUiu51/\nLw9s+KGxywUFCrzJcaCqhYbT1gceDiyPzu4vOyvpU7huydRQh+K3CBE+tCSPrt4+ntx1MtThTDjD\nFigR8QB3AdcAC4AbRGTBgGY3AY2qWgTcCdzhLK8DPqiqi4AbgfsDFXgo7T7RxLT0uJBPwbKmyHv7\n681l9SGNwwzP8mh4f95xgnPykl07em8o2cmxXDY3i10VTRyotHu1BZI/R1ArgFJVLVPVLuBhYO2A\nNmuB+5zHjwFXiIio6tuq2r9bsReIFZHg33o2yHZXNIX86AlgcX4KCdEe3iitC3UoZniWR2dxuLaV\nXRVNXHdeXqhDGZWL52QxJTmGP+04YXP1BZA/BSoPKPd5XuEsG7SNqvYATcDAOXg+Arytqp0D30BE\nbhaRYhEprq2t9Tf2kGhq6+Z4QxuL8kJ/EWGUJ4KVMzPYdNiOoMJA0PMIwiuXfP3p7RNECHzw3PDp\n3vMVGRHBh5fk09LRw7N7qkIdzoThT4Ea7GzlwDGVZ20jIgvxdld8cbA3UNW7VXW5qi7PysryI6TQ\n6Z+94VyXDINdMyuDsrrTVDTabQBcLuh5BOGVS/36+pTHt5/ggqJMpiTHhjqcUZuWHs8FRZlsPdrA\n4drWUIczIfhToCqAaT7P84GBZwPfaSMikUAK0OA8zweeAD6tqofHGnCobT9+igiBc10yDctl87IB\n2HigJsSRmGFYHg1h69EGTpxqZ92y/FCHMmbvWTCFjIRoHt9eYaP6AsCfArUNmC0iM0QkGlgPbBjQ\nZgPek7cA64CNqqoikgo8BXxTVd8IVNCh9PbxRubmJJMQohkkBpqVlcjMzARe2G8FyuUsj4bw+PYK\nEqI9XLVg/O8MEGhRngjWLcvnVFs333tyX6jDCXvDFiinL/wW4DlgP/Coqu4VkdtF5Fqn2T1AhoiU\nAl8D+ofQ3gIUAf8mIjucn+yAf4px0ten7Dh+iqUF7jh66nfF/Gw2H663PTYXszwaXFtXD0/vruJ9\ni3KJi3bXzOWjNT0jgYvnZPHwtnKe32vno8bCr8MAVX0aeHrAsu/4PO4APjrI674HfG+MMbrGoZpW\nWjp73plmyC2unD+F/33tCC+X1PCBxeF5knkysDw601O7vBe4fuz8acM3DiNXzM+m/nQn3/jjLhbl\np5CbEhfqkMKSzSQxAsXHvLM2LJ3urgK1vDCd7KQY/rzDLhQ04eWRbeXMzEpguctyaqwiIyL46fol\ndPX08dWHdtDd2xfqkMKSFagR2FLWQHZSDIUZ7ponzBMhrD1vKi+X1NBos0qYMFFa00LxsUauXz4t\nbKY2GomZWYn8x4cXsfVoA//5zIFQhxOWrED5SVXZXFbPqpkZrkym65bk0d2rPLm7MtShGOOXh7aW\nExkhfHhp+I/eG8ra8/L4zJpC7nn9CH98qyLU4YQdK1B+OlJ3mpqWTlbNHHjdpDssyE1mfm4yv998\nzKb+N67X1tXDo8XlXLMol6ykCTUpxhm+/f75rJ6Zwa2P77KL6kfICpSfNpd5zz+tmpke4kgGJyJ8\n9oJCDlS18KYlgXG5P719kpaOHm5cPT3UoQRdlCeCX35yGQXp8dx8fzF7nMmmzfCsQPnpjcN1ZCfF\nMCMzIdShDOnac6eSmRjNr14tC3UoxgxJVfndpqPMz01m2QQbHDGUlPgo7vvcCpJiIvn0vVspqWoJ\ndUhhwQqUH3p6+3jtYC2XzMly5fmnfrFRHj5/0UxePVjLmzaBrHGp1w7VcaCqhc+uKXR1PgVaflo8\nv//CKiIjhOvv3sTOcrvJ4XCsQPnh7fJTNHf0vDOtkJt9Zk0healxfP/p/fTY0FbjQr969TBTkmNY\nG0b3fQqUGZkJ/OFLq0mKjeTj/7uZF/dXhzokV7MC5YeXS2rwRAgXOPdfcrPYKA/fet989p5s5n9e\nKg11OMa8y+6KJt4oredzF8wgJnJizBwxUtMzEnjsS2uYmZXI539XzM9fLqWvzwY2DcYdE8q53MYD\ntSwrSCMlLipkMTy45fhZ1398ZcE7j9+/OJcX9+fx0xcPcW5+KpfNyx729f5ue6yxmcntpxsPeY8e\nJvnfxJTkWB794mr+5bGd/PDZEt462sgd6xaTmTixRzSOlB1BDeNI3Wn2VzZz1cIpoQ5lRG6/7hwW\nTE3mSw+8Zd0IxhV2lp/ir/uq+cJFM0mKDd3OnlvERXv42Q1L+O61C3ntUB1X/+RVm7tvACtQw3ja\nufD1mkW5IY5kZBJjIvnd51ZSlJ3ITfcV89Suk7R32Z0+Tej86PkS0uKj+NyFM0IdimuICDeuKWTD\nVy4gKymWm+9/iy8/uJ2alo5Qh+YK1sU3jKd2VbK0IJW81PCb7DE9IZo//t0a/v3JfTy45ThvHW9k\naUEaS6alMTU1dlKNoDKh8+CW4xysbuG1Q3Vcc04OGybJnJEj7Vb/85cv4FevHOZnG0t5taSWf75q\nDp9cNZ1Iz+Q9jrACdRYHq1vYV9nMv31gQahDGbXYKA/f/9Ai0uKjefVQLVvKGnjzcD1p8VEsnJrC\norwU8tPirFiZoOnp6+PJXZVkJESz2qUzsbhBdGQEX7liNu9fnMt3/ryX2/6yj0eKK7jtgwtYOUm/\nNytQZ/HQ1uNEeYTrzgv/4bA+FlmbAAAgAElEQVRTU+NYf34Bbef2sO9kM3tPNrOprJ7XS+vITIxh\nxYx0lk9PIzZqco6sMsHzZmk9da2dfHr15D4a8NfMrETuv2kFz+6p4t+f3Mf1d2/m/YtyufWaeUxL\nd9dE1cFmBWoIHd29PL79BO9dmEPGBBpZEx8dyfLCdJYXptPe1cvek00UH2vk6d2VbDxQzZpZmVxY\nlGmFygREaU0rL+yvZn5OEvNykkMdTtgQEa5ZlMulc7P51auH+eUrh/nr/mpuunAGf3/prEkzyMQK\n1BA27DhJU3s3N6yYuMNh46I97xSrisY2Xi6pZeOBGjaX1XPZ3GxWzkwnMsL2eM3o9PT28S+P7STK\nE8F1S/JCHY7rDXXOKjsplq9eMYfn9lbxi5cP87s3j3LF/Cn8v4+dS9QEPyK1AjWI3j7lF68cZuHU\nZNbMmhx9v/lp8Xxy1XRONLbz7N5Kntpdyeayeq5amIOq2jkqM2I/fK6Et4+fYv350ybNHn+wpMRF\n8bHl01gzK4Nn9lSxYedJdp9o4utXzeWac3KIiJiY+Tmxy+8oPbnrJEfqTnPLZUWT7j/mvLQ4PnfB\nDG5cXYgnQnho63E+8LPXeWZ3pU2dZPz25K6T3P1qGZ9aNZ3F+amhDmfCyE+L5/MXzuDTq6YT5RG+\n/OB2PvCz13lhX/WEvM2OHUEN0NHdyw+fLWFeThLvXZgT6nBCQkSYm5PE7CmJ7Dh+iuJjDfzd77eT\nmxLLB8+dysWzszgnL5nU+Oh3XtOnSmtnD83t3bR29NDW1Ut3Xx8eEe9diDPjmZGZiGeC7umZv9l0\nuJ6vPbqTpQWp/J8PzOePb50IdUgTiogwLzeZ/3vtQv684wQ/eeEQn/9dMQunJvPly4p478KcCZNn\nVqAG+PnLhzlxqp2HvrBqwh42+ytChKXT07hj3WL+uq+aR4vLuff1I9zt3M4jPtpDfLSH0529dHT3\nMtT+2+Nve/+DSoqN5MKiTD6weCpXLsietHOxTWRvHWvg5t8VU5Aezz03nm+/4yB6ZFs5AF+4aCY7\nyht5uaSWv//9djISormgKJMlBalnfP/hNsWUFSgfbx1r4K6XSrnuvKmsniTnnvzhiRCuPieHq8/J\nobWzh7eONVJS1Ux1cyft3b2U1Z4mLiqCxNgoUmIjSYqNIj7aQ6Qngr4+5YLZmZTWtFJ8tIGNB2p4\nZk8VGQnRfGLVdG5cPX1CjZKczDYeqObvf7+d3JQ4fve5FaQlRA//IjNmnghh2fR0lhSksfdkM68d\nqmXDzpM8t7eKpQVpnF+YTk5KbKjDHBUrUI6Tp9q55cG3yUuN4/brzgl1OK6VGBPJJXOyuGRO1jvL\nhrti/rxpqZw3LZV1y/Lp7VNeL63j/k3H+OmLh7j71cN8YuV0vnjJTLKTwjOJJrvePuWnLx7ipxsP\nsXBqMr/97Aqb9DQEIkRYlJfCOVOTKW9oY1NZPVuPNrCprJ681DiWFqTy3oVTwmqH0AoU3uL0yV9v\nobWjh4duXkWyjTgKGk+EvFPgSmta+PnLh/ntm0d5YPMx1p8/jZsvmRWW00pNVrsrmvjWE7vZfaKJ\njyzN53vXnUNctHXrhZKIUJCRQEFGAh/o7GFH+Sm2H2/kL7sqeXpPFWtmZfC+Rbm8Z8EU1+9ITPoC\n9VJJDV9/dCedPX385rPnc05eSqhDmjSKspP48cfO4x8un81dL5Xy+y3HeWDLcd63KJdPrZrO+YVp\nk24UZbjYWX6Ku18t46ndlWQmRvOzG5bwgcW59vtymYSYSC4oyuSCokyqmjvo6e3jqd2VfPPx3Xzr\nid2cNy2Vy+Zmc/GcLM6Zmuy6mT78KlAicjXw34AH+LWq/ueA9THA74BlQD1wvaoeddZ9E7gJ6AX+\nQVWfC1j0o9Tbp2w6XM89r5fxUkktRdmJ/PKTSynKTgp1aJNSYWYC//XRc/nH98zh3teP8GhxOX/Z\neZKC9HiuWZTD5XOzWVKQRnSku5JnNMI1l3r7lH0nm3nlYA1P7a5if2UzCdEevnJ5EZ+/aGZI75Vm\n/JOTHMvHVxbwL++dy/7KFp7fV8VLB2q484WD/PivB0mKiWRZYRpLC9JYnJ/CgqnJZCXGhHSnY9gC\nJSIe4C7gPUAFsE1ENqjqPp9mNwGNqlokIuuBO4DrRWQBsB5YCEwFXhCROao6Lvd96O7t40jdaRpO\nd1Hd3MHx+jb2nmxm69EGGk53kZ4QzTeunstNF07eu3u6SV5qHP/2gQX881VzeHp3FX/ecYJ7XjvC\nr14pIzoygvm5ycydksj0jASmpsaSmRhDalw0CTEe4qMjSY2PcvUUTW7Jpb4+pau3j54+pbfX+7ij\n2zsSs7Wzh1Pt3TS0dlHV3EF5QxulNa3sr2zmtHO7liUFqXz32oV8eGmeXYAbhkSEBVOTWTA1mX+8\ncg71rZ28ebieTWX1FB9t4OWS2nfapsVHMSMzgYL0eHJT48hOivHmXXwUiTGRJMREEhvpISYqgihP\nBJEeITJCiBAh2hMx5pHQ/hxBrQBKVbXM+XAPA2sB36RaC9zmPH4M+B/xlt21wMOq2gkcEZFSZ3ub\nxhS1n2paOrnqzlfftawgPZ5L5mRx5fwpXDE/29X/oU1W8dGRrFuWz7pl+TS1d7OlrJ7iY43srmhi\n44Ea6lq7Bn3dbR9cwGcucPW9hlyRS9uPN7Lul/69LDMxmhmZCaxbls/S6WmsnplBdrINZplIMhJj\n+OC5U/ngud5JsZvau9l3spn9lc0cqmnhaF0b2442Ut1cSc8Ibk3/4BdWsmZW5phi86dA5QHlPs8r\ngJVDtVHVHhFpAjKc5ZsHvPaMSblE5GbgZudpq4iU+BX9KBwDXgN+8rdFmUBdsN4vgM4a5yeC+MYj\n2PagMQYzNl+fvQM+O3yzsf6+n1XVq0f52rDLpWPAW/43D4dcmtQxBjgXzxrnBXec9bV+5ZE/BWqw\nY7SBZXSoNv68FlW9G7jbj1gCTkSKVXV5KN57JMIhTotx+LcfZJnl0jiyGANnPOL056xzBTDN53k+\nMPCWmO+0EZFIIAVo8PO1xkwWlkvGjIA/BWobMFtEZohINN4TtRsGtNkA3Og8XgdsVO/MhRuA9SIS\nIyIzgNnA1sCEbkzYsVwyZgSG7eJz+sFvAZ7DOzT2XlXdKyK3A8WqugG4B7jfOXHbgDfxcNo9ivck\ncA/w5fEawTcCIekOGYVwiNNiPAvLJVewGAMn6HHKRJyi3RhjTPgL/ysfjTHGTEhWoIwxxrjSpC5Q\nInK1iJSISKmI3BrqeABEZJqIvCQi+0Vkr4h81VmeLiJ/FZFDzr9pLojVIyJvi8iTzvMZIrLFifER\nZyBAKONLFZHHROSA832uduP3GO7cmEdguRTg+EKSS5O2QPlMO3MNsAC4wZlOJtR6gH9W1fnAKuDL\nTly3Ai+q6mzgRed5qH0V2O/z/A7gTifGRrzT9oTSf+O9IHAecC7eWN34PYYtF+cRWC4FUmhySVUn\n5Q+wGnjO5/k3gW+GOq5B4vwz3rnbSoBcZ1kuUBLiuPKdP8rLgSfxXkhaB0QO9v2GIL5k4AjOQCCf\n5a76HsP9J1zyyInNcml08YUslybtERSDTztzxtQxoSQihcASYAswRVUrAZx/s0MXGeCdLeobQJ/z\nPAM4pao9zvNQf58zgVrgN07Xya9FJAH3fY/hzvV5BJZLYxSyXJrMBcqvqWNCRUQSgT8C/6iqzaGO\nx5eIfACoUVXfadrc9n1GAkuBX6jqEuA07ujKmWjc9ns/g+XSmIUslyZzgXLt1DEiEoU3oX6vqo87\ni6tFJNdZnwvUhCo+4ALgWhE5CjyMt2viJ0CqMz0PhP77rAAqVHWL8/wxvEnmpu9xInBtHoHlUoCE\nLJcmc4HyZ9qZcScignc2gf2q+mOfVb5T4NyItz89JFT1m6qar6qFeL+3jar6CeAlvNPzQOhjrALK\nRWSus+gKvLMwuOZ7nCBcmUdguRQoIc2lUJ4cDPUP8D7gIHAY+Hao43FiuhDv4fwuYIfz8z68/dIv\nAoecf9NDHasT76XAk87jmXjnhysF/gDEhDi284Bi57v8E5Dm1u8xnH/cmEdOXJZLgYstJLlkUx0Z\nY4xxpcncxWeMMcbFrEAZY4xxJStQxhhjXMkKlDHGGFeyAmWMMcaVrEAZY4xxJStQxhhjXMkKlDHG\nGFeyAmWMMcaVrEAZY4xxJStQxhhjXMkKlDHGGFeyAjUEEblURJ4M0XvfJiJtIpLts6x1hNv4rYhc\nOsjyS0Vkjc/zL4nIp8cU8BgF+7t2vot1w7c0gWQ5NH6cmJqcO96WiMirzs0QXRPjaEQO38SMlIhE\n6t9u1zxadcA/A/8agJB8XQq0Am8CqOovA7x9Y8bMcmhUXlPVDwCIyHnAn0SkXVVfHI8YRcSjqr2B\n3OaEOIISkQQReUpEdorIHhG53ll+VER+ICKbRKRYRJaKyHMiclhEvuS0ERH5L+d1u/tfO2D75zt7\nJjOd97pXRLY5y9Y6bT4jIn8Qkb8AzwfgY90LXC8i6YPE8zUn3j0i8o/+blBECoEvAf8kIjtE5CJn\nT/PrzvqXReROZ+9rv/O5HxeRQyLyPZ/tfFJEtjrb+JWIeMb8aQeP96iIZDqPl4vIy87j25zfwcsi\nUiYi/+Dzmk+LyC7nb+F+n81dLCJvOu3taGoAyyH/hEsOqeoO4HbgFuf9BsZ4h/P+B0XkImf5Z5xY\nn3Xi/aFPvFc5fwPbnd9RorP8qIh8R0ReBz4ayM8AE+cI6mrgpKq+H0BEUnzWlavqahG5E/gt3lss\nxwJ7gV8CH8Z7M65zgUxgm4i82v9i8R7K/wxYq6rHReQHeO96+TkRSQW2isgLTvPVwGJVbRgYoIi8\nBiQNEvvXVfWFQZa34k2wrwL/12c7y4DPAisBAbaIyCuq+vZZvyFAVY+KyC+BVlX9kbO9KwY061LV\ni0Xkq3jvkLkMaAAOO99hNnA9cIGqdovIz4FPAL8b8HnvBC4bJIyHVfU/h4vVD/Oc7ScBJSLyC2AO\n8G0ntroB/zHl4r2B3Ty8dwJ9LAAxTCSWQxMvh7YD/zLEukhVXSEi78P73VzpLD8PWAJ04s2rnwHt\nwP8BrlTV0yLyr8DX8BZAgA5VvdCPeEZsohSo3cCPROQOvHekfM1n3QafNomq2gK0iEiHkxwXAg85\nh6bVIvIKcD7QDMwH7gauUtWTznauAq7t3xvBm6gFzuO/DpZYAKp60Sg+10+BHSLy/3yWXQg8oaqn\nAUTkceAiYNjk8pPv97VXVSud9ykDpjnvvwzvf0IAcUDNwI2o6j8FKJ6hPKWqnUCniNQAU4DLgcdU\ntc6Jwfd38SdV7QP2iciUIMcWjiyHJl4OyVnWPe78+xZQ6LP8RVVtcuLdB0wHUoEFwBtOvNHAJp/X\nPDLGOIc0IQqUqh509oreB/yHiDyvqv3VvdP5t8/ncf/zSM7+S6zEmzxLgP7kEuAjqlri21BEVgKn\nh9rQKPb+UNVTIvIg8Pe+mzpLvIHgz/d1n6p+82wbCdARVA9/64aOHSJOgF6f2Ia6RbRv+2B/h2HH\nciig3JJDS4D9w8TYnzsDl/uuE7w7DjcMsa0hf2djNSEKlIhMBRpU9QHxjtT5zAhe/irwRRG5D0gH\nLsZ7WDwPOAXcBDwvIqdV9WXgOeArIvIVVVURWeJn18Bo9v4Afgxs42+/q1eB34rIf+L9w/kQ8KkR\nbK8FSB5lLAAvAn8WkTtVtcbpRktS1WO+jQJ0BHUU757mM8BH/IztCSe2ehFJH2pv3Lyb5dDEyiER\nWQz8G/D5McTZbzNwl4gUqWqpiMQD+ap6MADbPqsJMUgCWIS3H3sH3nMQ3xumva8ngF3ATmAj8A1V\nrepfqarVwAfx/oJWAv8ORAG7RGSP8zxonO6qJ4AY5/l2vOcBtgJbgF/7k9w+/gJ8yDk5O+KEV9V9\nePujnxeRXcBf8Z7fGasrRKTC52c18F3gv50952FHB6nqXuD7wCsishPvf0zGP5ZD/nNrDl0kzjBz\n4C7gH1T1xbFuVFVr8e6wPOTEuxnvzkfQiepQPSImnInIb4HfOnusxpgRshwKvYlyBGWMMWaCsQI1\ncf0J7zkcY8zoWA6FmHXxGWOMcSU7gjLGGONKritQV199teK9lsV+7MeNP2HDcsl+XPzjF9cVqLq6\nulCHYMyEYLlkwp3rCpQxxhgDVqCMMca4lBUoY4wxrmQFyhhjjCtZgTLGGONKVqCMMca4khUoY4wx\nrmQFyhhjjCtZgTLGGONKVqCMMca4khUoY4wxrmQFyhhjjCtZgTLGGONKVqCMMca4khUoY4wxrmQF\nyhhjjCtZgTLGGONKVqCMMca4khUoY4wxrmQFyhhjjCv5VaBE5GoRKRGRUhG5dZD1MSLyiLN+i4gU\nOsujROQ+EdktIvtF5JuBDd+Y8GK5ZIz/hi1QIuIB7gKuARYAN4jIggHNbgIaVbUIuBO4w1n+USBG\nVRcBy4Av9iecMZON5ZIxI+PPEdQKoFRVy1S1C3gYWDugzVrgPufxY8AVIiKAAgkiEgnEAV1Ac0Ai\nNyb8WC4ZMwL+FKg8oNzneYWzbNA2qtoDNAEZeBPsNFAJHAd+pKoNA99ARG4WkWIRKa6trR3xhzAm\nTFguGTMC/hQoGWSZ+tlmBdALTAVmAP8sIjPPaKh6t6ouV9XlWVlZfoRkTFiyXDJmBPwpUBXANJ/n\n+cDJodo4XRApQAPwceBZVe1W1RrgDWD5WIM2JkxZLhkzAv4UqG3AbBGZISLRwHpgw4A2G4Abncfr\ngI2qqni7Ii4XrwRgFXAgMKEbE3Ysl4wZgWELlNMPfgvwHLAfeFRV94rI7SJyrdPsHiBDREqBrwH9\nw2fvAhKBPXiT8zequivAn8GYsGC5ZMzIiHfnzD2WL1+uxcXFoQ7DmKEMdo7IlSyXjIv5lUc2k4Qx\nxhhXigx1AMYYMxYPbjl+1vUfX1kwTpGYQLMjKGOMMa5kBcoYY4wrWYEyxhjjSlagjDHGuJIVKGOM\nMa5kBcoYY4wrWYEyxhjjSlagjDHGuJIVKGOMMa5kBcoYY4wrWYEyxhjjSlagjDHGuJIVKGOMMa5k\nBcoYY4wrWYEyxhjjSlagjDHGuJIVKGOMMa5kBcoYY4wr2S3fx2i42033s9tOG2PMyNgRlDHGGFey\nAmWMMcaVrEAZY4xxJStQxhhjXMmvAiUiV4tIiYiUisitg6yPEZFHnPVbRKTQZ91iEdkkIntFZLeI\nxAYufGPCh+WRMSMzbIESEQ9wF3ANsAC4QUQWDGh2E9CoqkXAncAdzmsjgQeAL6nqQuBSoDtg0RsT\nJiyPjBk5f46gVgClqlqmql3Aw8DaAW3WAvc5jx8DrhARAa4CdqnqTgBVrVfV3sCEbkxYsTwyZoT8\nuQ4qDyj3eV4BrByqjar2iEgTkAHMAVREngOygIdV9YcD30BEbgZuBigomJjXC9n1UpNe0PMIJkcu\nmcnDnyMoGWSZ+tkmErgQ+ITz74dE5IozGqrerarLVXV5VlaWHyEZE3aCnkdguWQmFn8KVAUwzed5\nPnByqDZOf3kK0OAsf0VV61S1DXgaWDrWoI0JQ5ZHxoyQPwVqGzBbRGaISDSwHtgwoM0G4Ebn8Tpg\no6oq8BywWETinYS7BNgXmNCNCSuWR8aM0LDnoJy+8FvwJokHuFdV94rI7UCxqm4A7gHuF5FSvHt8\n653XNorIj/EmpwJPq+pTQfosrna8/jRvHT9Fb5+yelYGealxoQ7JjCPLI2NGzq/JYlX1abzdCr7L\nvuPzuAP46BCvfQDvENlJa+/JJh7eVk6UR1CFt483sn5FAYvyUkIdmhlHlkfjo7Wzh9KaFlSxHAtz\nNpt5kDW1d/OH4gpyU2L57JoZiMBv3zzKo8XlpCdE25GUMQFU0djG/ZuO0dLZA8DrpXVcNi+baenx\nIY7MjIZNdRRkz+yppE+V9ecXEBftITbKw6dXTycuysOfd5ygTwcO5DLGjEZLRze/eeMokR7hixfP\n5BMrC2hs6+KrD79Nb5/lWTiyAhVEda2d7Kpo4sKiTNITot9ZHh8dyTXn5FDR2M6O46dCGKExE8df\ndp6ku7ePG9cUMj0jgYVTU7j23Dy2Hz/Fr18rC3V4ZhSsQAXR1iMNRAisnpVxxrrzpqWSmxLLKwdr\n7SjKmDE6WneaPSebuWxeNtlJf5um8Nz8FC6fl80vXjlMW1dPCCM0o2EFKki6e/t461gjC6amkBQb\ndcZ6EeHi2VnUtnZyoLIlBBEaM3G8eqiW+GgPF8zKfNdyEeHLl83iVFs3j24rH+LVxq2sQAVJaU0r\n7d29LJ+eNmSbc/JSSI2LYvOR+nGMzJiJpbq5gwNVLayelUF05Jn/pS2bns7y6Wn8+vUj9Nm5qLBi\nBSpI9p1sJjYqgplZCUO28UQIywrTKK1ppeF01zhGZ8zEsfVoA54IYfWMM7vS+31q9XQqGtvZerRh\nHCMzY2UFKgh6+5T9Vc3MnZJEZMTZv+JlBWkI8NaxxvEJzpgJpKunj53lp5ifm0x8zNBXzbxnwRTi\no70jZ034sAIVBMcb2mjr6mXB1OEvEkyNj6YoO5Ed5Y2oDZYwZkReKqmhrauXZQWpZ20XHx3Jexfm\n8NSuSjp77E4l4cIKVBAcrm1FgKKsRL/aL85PpbGtm4rG9uAGZswE86e3T5AYE0lRdtKwba89byrN\nHT28fqhuHCIzgWAFKggO17SSlxZHXLTHr/YLcpPxRAi7KuyaKGP81d7Vy8sltSyc6s2f4ayZlUFC\ntIcX9teMQ3QmEKxABVhnTy/ljW3M8vPoCSAu2sOc7ER2n2iybj5j/PTqoVrau3tZ6EdXOkBMpIdL\n5mbx4v5qG80XJqxABdix+jb6lLOO3hvMwrwUmjt62FXRFKTIjJlYnttTRWp8FDMy/c+1K+ZNoaal\nkz0nLc/CgRWoADtSd5oIgenpIytQ86YkESHw/L6qIEVmzMTR09vHC/uruWLeFL+69/pdNi8bEayb\nL0xYgQqw4w1t5KbEDXrB4NnEx0RSmJHAc3urgxSZMRPH2+WnaO7o4fJ52SN6XXpCNIvzU3n9UG2Q\nIjOBZLfbCKDePqWisY3l09NH9foFU5N5clclx+pPMz1jZEdgxkwmL5fU4IkQLpydyVO7Ks/a9sEt\nx9/1PD0+ilcO1nLPa0eIi/bw8ZUFwQzVjIEdQQVQdXMH3b1KwSjvPTN3ineo7MYD1v1gzNm8XFLL\nsoI0UuLOnOdyOEXZSfQplNW1BiEyE0hWoALoeEMbwKgLVEZiDLOyEqxAGXMWNS0d7D3ZzCVzs0b1\n+mnp3i740horUG5nBSqAyhvaSIyJJDV+5Ht1/a6YP4XNZfW0dtqtAYwZzBul3gttL5kzugIVGRHB\nzMwEK1BhwApUAJ041U5eahwi/o8qGujSuVl09ypvltrV7sYM5vVD9aTFR7EgN3nU25iZmUD96S6a\n2rsDGJkJNCtQAdLV00dtSyd5aXFj2s7y6ekkRHt4+aCNMjJmIFXljdI61hRlEjGC4eUDzXQupC+r\ntaMoN7MCFSCVTe0okJc6tgIVHRnBBUWZvFJSa7NKGDPA4drTVDV3nHFjwpHKSYklLspDWe3pAEVm\ngsEKVICcOOWd6HWsBQrgkrlZnDjVbn3kxgzw5mFv1/cFRUPf+8kfESLMyEywkXwuZwUqQE40tpMU\nE0nyKIa9DnTpXO/Fh69YN58x77K5rJ681LiAXCc4MyuBxrZuyp3Rt8Z9rEAFSGVTB7mpsQHZVl5q\nHEXZiVagjPGhqmwua2DlzNFdCD/QzEzveagtR+wuu27lV4ESkatFpERESkXk1kHWx4jII876LSJS\nOGB9gYi0isjXAxO2u/T09lHT0sHUlLF37/W7ZE4WW4800NFtN1ebSCyXRu9QTSsNp7tYNXNs3Xv9\nspNjiI/2sLmsPiDbM4E3bIESEQ9wF3ANsAC4QUQWDGh2E9CoqkXAncAdA9bfCTwz9nDdqaalkz71\nnngNlIvnZNHZ02fJM4FYLo3NFicXVs0ITIGKEKEwI4EtRyzH3MqfI6gVQKmqlqlqF/AwsHZAm7XA\nfc7jx4ArxLkYSESuA8qAvYEJ2X0qmzoAAnoEtXJGOjGREbx60K6HmkAsl8Zgc1kDuSmxTEsPXJ7N\nzEqgvKGdikY7D+VG/hSoPKDc53mFs2zQNqraAzQBGSKSAPwr8N2zvYGI3CwixSJSXFsbfuddKpva\nifZEkJ4YHbBtxkZ5WDUzg1cO2rRHE4jl0iipKluPNrByRvqYLoQfqP9eUlvK7DyUG/lToAb7axh4\ngc5Qbb4L3KmqZx3Lqap3q+pyVV2elTW66UtCqbKpgynJMUQEMHHA2813uPa0jTKaOCyXRulYfRu1\nLZ0sLwzMAIl+U5JjSYmLsm4+l/KnQFUA03ye5wMnh2ojIpFACtAArAR+KCJHgX8EviUit4wxZldR\nVaqaOsgNYPdev/65xl61e9dMFJZLo7TtqPcIZ8WMwBaoCBFWzkhnsx1BuZI/BWobMFtEZohINLAe\n2DCgzQbgRufxOmCjel2kqoWqWgj8BPiBqv5PgGJ3heaOHtq7ewM6QKLfrKwE8lLjeLnECtQEYbk0\nStuONpAaH0WRM0VRIK2amcHxhjZOOhfbG/cYtkA5/eC3AM8B+4FHVXWviNwuItc6ze7B209eCnwN\nOGP47ERV5QyQmJIc+AIlIlwyN4s3S+vo6ukL+PbN+LJcGr3io40sn542pvn3htJ/XZV187mPX3fU\nVdWngacHLPuOz+MO4KPDbOO2UcTnelXN3gKVE6ACNfDunx4RTnf1csezB5jls/dodwENT5ZLI1fX\n2klZ3Wk+dv604RuPwvycZFLioth0uJ4PLckPynuY0bGZJMaourmDlLgo4qI9Qdn+zKwEPBHCwaqW\noGzfGLfbfqwRgOXT04Ky/YgI73moTXbNoetYgRqjqqaOgB09DSYm0kNhRjwHqq1AmcnpreONRHsi\nOCcvJWjvsWZWhl0P5afMxnEAABoBSURBVEJ+dfGZwXX3eu8BNWdKUlDfZ15OMk/trqThdBfpCYG7\n1sqYcLD9WCM5KbE8vv1E0N5jtXP7jk2H6/no8vigvY8ZGTuCGoOy2tP0qpKTEhPU95mb4y2AB6qa\ng/o+xrhNZ08vOyuaKEgPbtGYMyWRjIRoNh22bj43sQI1BiVOt1swRvD5ykyMITMxmhI7D2Ummb0n\nm+nq6Qt6gRIRVs3K4M3D9XajUBexAjUGJVX/v707j46rPg8+/n1mtO+bta+2ZGTZxmCMzGIIGEwI\nIQZKEsBAoKElLZBQkpw0tE2b0LzvG8I5hbxN0jaFJMTsgUDMaoxxMHjDi8C2bEuWZUuyZO27ZMla\nfv1jRlSRR/JIlubeGT2fc3SkmbnSfXTtR8/c39qJQ2BO1MzeQYGrma+yuYd+Xd1czSIjAySyE2e+\n2W1FfhL1nX0c0V12bUP7oM5CWX0XSVGhBDlnvs4vSIvho4pmyhu7WTyDncVK2UlJdTsZceHEhJ39\nRqDjGZna0dpzCoAn3ivnEneflE7nsJbeQZ2FsoauGW/eG5GTGEFEiJMDdR0+OZ9SdrCnuo2lMzS8\nfKyEyBASIkM40qjbwNuFFqgp6u4fpKb1pM8KlEOEBakxlDV0MTisq0qowHei4yQnOvpYmh3ns3Pm\nz4misrmHoWHth7IDLVBTVO4eIJEaM/P9TyMWpsfQNzBMpbaRq1lgT1U7AEuzfXMHBZCfHEX/4LDu\nIGATWqCmaGRlB1/dQYEreUKDHOyv1WY+Ffj2VLcRGuRgQVqMz86ZnxyFQ/73Daiylg6SmKJD9V1E\nhDiJ9+HE2SCnK1lL6zoZGBom2AeDM5TyhbFrUAJsONBAakwYL+8+7rM4woKdZCdEUN7YxTULU312\nXuWZ/oWborL6LgpSoqd9k8IzWZQew8mBIbbqhEIVwAaHhqlrPznj8588mZ8STV17H119Az4/t/pz\nWqCmwBhDWUMXhTO8xJEnBSnRhAU7WPfJ2H3ulAocJzr6GBw2ZFlUoECb+exAC9QUNHeforXn1GdL\nEPlSsNPBwvRY1pfW06eTdlWAqnYPUrCiQKXFuraBP3hCC5TVtEBNwciSQ1YUKIAlmXF09w+y4UCD\nJedXaqbVtPUSGx5MbPjMTdAdj4hQmBrN4cYufRNoMS1QUzCyaGuhRQVq7pxI0mJ923mslC/VtPaS\nFR9u2fkXpMUwMGTYeqTZshiUFqgpOXiii+ToUBJ9sAafJw4Rbl6ayYeHmz7bcl6pQNHVN0Bb74Al\nAyRGzE2KJDTIwbul2kphJS1QU3CovpNCH87N8OTLF2QybODl3TWWxqHUdKuxsP9pRJDTQWFqNOtL\n6xkY0pVbrKIFapIGh4Y53NDNAoua90bkJkVyybxEnv+4RpdlUQGluvUkThHS46xr4gNYnBFHW++A\n7hFlIS1Qk1TZ3MOpoWGfzm4fz+3Lc6htP8nm8iarQ1Fq2lS39pIWF2b5RPSClCiiQoN4c+8JS+OY\nzbRATdLBE+4BEmnW3kEBrCpKYU50KE9vO2Z1KEpNi6FhQ217L1nx1m+7Hux0sKoohbf3n9DRfBbR\nAjVJB090EewU5iZFWR0KIUEO7liew5/KmjjSpFsEKP9X39nHwJDxyQaF3viLpRl09g2y8WCj1aHM\nSlqgJqm0roP5KdGEBNnj0q1Znk2I08Fvthy1OhSlzlp1i2ul/hwLB0iMdsm8JFJjwnhlj07psII9\n/sr6CWMMB+o6WZhuff/TiDnRodxwXjq/33Wc5u5+q8NR6qxUt/YSExZkyQRdT5wO4aalGXxQ3kRD\np07p8DWvCpSIXCsiZSJSISLf9/B6qIi86H59h4jkup9fJSK7RWSf+/PK6Q3ftxq7+mnpOcXCdHtt\nuf6Nz83l1NAwT289ZnUoagKaR2dW3dpLdkIE4uNFmCdyy7IshoYNz398+orramadsUCJiBP4BfAF\noAi4TUSKxhx2D9BmjMkHHgcedT/fDHzJGLMYuAtYO12BW6HUvd16kY3uoADyk6O5piiF3249Rqeu\nwGxLmkdn1jkyQTcx0upQ/kxuUiSXz5/DczuqdU6Uj3lzB1UMVBhjKo0xp4AXgBvGHHMD8LT765eB\nq0REjDElxpiRZbdLgTARsWb5hWlQWtuJCLYYYj7WN1cW0NU3yG+3HLM6FOWZ5tEZVLe4JuhauYLE\neL52UQ6NXf28s7/e6lBmFW8KVAYwermC4+7nPB5jjBkEOoDEMcfcDJQYY07rKBGRe0Vkl4jsamqy\n75yefbUd5CZGEhVqv30eF2XEcvWCFJ78sJKOk3oXZUMznkfgP7nkSVVLD8FOIT3Od7tUe+vKwmTy\nkiL5r81HMEYnxvuKNwXKU2Pw2H+hCY8RkYW4miu+4ekExphfGWOWGWOWzZkzx4uQrLGvtoNzM+3V\n/zTaQ6sK6Owb5Febj1gdijrdjOcR+E8ueXKspZfM+AiCHPYbu+V0CN+4fC77azv5qEIXkPUVb/4n\nHAeyRj3OBMbulvfZMSISBMQCre7HmcCrwNeMMX77l7Oxq48THX2cmxlndSjjWpgey5eWpPPrj47R\n2KUjjmxG82gC/YNDnOg4Sa5N5j95ctPSDFJjwnjivcN6F+Uj3rRV7QQKRCQPqAVuBdaMOWYdrs7b\nbcCXgfeNMUZE4oA3gYeNMVumL2zf23fcNUDCLndQz+3wPKJofnIUb+09wf3P7uGm8zNZszzbx5Gp\ncWgeTaCm9STDBnJsNkBitNAgJ9+8Kp9/fHU/Gw82cnVRitUhBbwz3kG528IfANYDB4GXjDGlIvKI\niKx2H/YUkCgiFcC3gZEhtA8A+cAPROQT90fytP8WPvDp8Q4cgq3mQHmSGBXKRXMT2HWsTbfisBHN\no4kda+lBsOcAidG+uiyLvKRIHn3nkI7o8wGvevuNMW8Bb4157p9Hfd0HfMXD9/0Y+PFZxmgLe4+3\nU5AcTUSI/QZIjHVlYTJ7qtt5fW8dD60qsNWcktlM82h8R5t7SI8LJyzYaXUoEwp2Onj4C4Xcu3Y3\nT289xl9dNtfqkAKa/XojbWh42FBS3c7SHPv2P40WERLEqqIUjjb38IauxKxsrm9giJrWXvKS7Nu8\nN9qqohRWFibz+IZyattPWh1OQNMC5YXK5m46Tg5wfna81aF4rTgvgfTYMB5544BO3lW2VlLdzuCw\nYa6fFCgR4UerF2KA7738KcO6H9uMsX97lQ3srmoD4IIc/ylQDhFuPD+D//zgCD995xA/vnGx1SEp\n5dH2yhYE14oN/iIrIYJ/+mIR//DqPh54voQV+Ukej9NBSmdH76C8sLuqjbiIYL95hzciMz6Cuy/J\n45nt1Wyv1F1BlT1tq2zxi/6nsW4rzmJBajTv7D9BtXubejW99A7KC7uq2liaHe+Xgw2yEyJIiAzh\nb5/ZzTdXFnj8I6Dv8pRVuvsH2VPVxiXzPN+B2JmI8OULsvj5psM8t6OK+67IJ8Ymq7AHCr2DOoOG\nzj4qm3pYnpdgdShTEhLk4CsXZNLeO8Drn46dF6qUtbYdaWFw2FCQYv0GoFMRHuLkjoty6BsYZu32\nKvoHdefd6aQF6gxGmsb88R3eiJzESFYWJlNS086uY61Wh6PUZzaXNxEe7LTNBoVTkRYbzi0XZlHX\nfpLnP65mSAdNTBstUGewtaKFmLAg222xMVlXFiaTnxzFuk/rPtu1VCmrfXi4iYvnJRLk9O8/RQvS\nYrjhvAzKG7p5aVcNw7oU0rTw7/8VPrCtsoXlcxNxOvyv/2k0hwi3LMsiJjyYtduraNHdd5XFjjb3\ncKyll8sL/Ld1YrTivASuXZjKvtoOXtl9XIvUNNACNYGqlh6qW3u5dN7YHQ/8U2RoEHddnIsBnvro\nKG09p6wOSc1iGw649lYKpDXtLp8/h6sXpFBS087vd9XockhnSQvUBDYebARgZWHgJNCc6FD+8tI8\n+gaH+K/NR3S9PmWZd0sbKEqLITPef/ufPFlZmMzni1L49HgHf/vMHvoGdODEVOkw8wlsKmskPzmK\nbBtvATAVGXHh3HvZPH6z9Sj/+cER8lOiWL0k3eqw1CzS1NXP7uo2HryqwOpQJjTergFn8rlzkgkN\ndvL63jrueHIHT961jLiIkGmOLvBpgRpHd/8g2ytb+MtL86wOZUakxoZx/xX5PPdxNd96voQnP6zk\nusVpxISNP49D50up6fLugXqMgWuKUq0OZcZcNDeRzy9M5aEXP+EvfrmVX999oV+tlmEH2sQ3jo0H\nGxgYMly9IHCa98aKCQ/mry+by9ULkimt6+TfNpSz8WCDNkmoGfdaSS0FyVEsSIu2OpQZ9cVz03j2\nr5fT2nuKG3+5hW1HdEWXydACNY51n9SRFhvGMj9af28qnA5hZWEKD15VQEFyFBsPNfLY+jLeO9hA\nb/+g1eGpAFTT2svOY23ceH6GX67OMlkX5ibw2n2XkhgZwp1P7WDt9irdkddL2sTnQVvPKT4ob+Lr\nK/Jw+Pnwcm8lRYVy+/IcattO8n5ZI+8fauSjw80U5yWwoiBpwqY/pSbj1ZJaAG48P8PiSGbe6D6s\n25fn8OLOGn7w2n7+WFLL6iXpfO2S3Gn52Z4EQpO8FigP/vhJLYPDZlYOHMiID+fOi3Ko7+xjc3kT\nWyqa2V7ZwoV5CVy1IJmUmDCrQ1R+bGBomOd2VLMiP4mMuHCrw/GpsGAnd16cw3sHG/hTWRMNnX1c\nszCV1FjNqfFoE98Yxhh+t72KJVlxLMqItTocy6TGhPHVZVl8e9V8lmTFsaOyhct/uolHXj9AY5cO\nTVdTs760nvrOPu4+izsHf+YQ4ZqiVNYUZ9PQ1c/1//6h7jQwAS1QY2ypaKGyqYe7Ls6xOhRbSIwK\n5ealmXx71TmsXpLO09uOcdmjm/jhulLqdDdRNQnGGJ766CjZCRFcWZhsdTiWWpQRy32fm0dMeDC3\nP7mD/95cqf1SHmgT3yjGGP7/+4eZEx3KdYvTrA7HVhIiQ3hgZT73X5nPLzZV8Mz2Kp7ZXsXqJel8\nfUXerL7bVN7ZVNZISXU7/3rjIr9fOmw6JMeEccfyHF7Zc5z/89ZBXi2p5ealmYSHuLbECYQ+pLOl\nBWqUDw838/HRVn60eqHfbZ7mCyOdsudnx5ObFMlHFc28sfcEfyipJSs+nOK8RBZnxHL3pbnWBqps\nZ2jY8NN3yshNjODWC7OsDsc2woKdrCnOZktFM++U1vPvmw7z1QuydL6UmxYot76BIX70eimZ8eHc\nWqwJdCbxESF86dx0ri5MYU91Gx8fbeWVPcd5c18dR5q6ua042+9XgFfT59cfHeVQfRe/WLOUYD9f\nuXy6iQgrCuaQkxjJi7tq+O8PK7loXiLXL5l44vxobb2nqGjs5njbSdp7TzE0bNhW2cKi9BiuOCeZ\nc1L9c76ZFii3xzeUc6Sph999vZjQIL178lZ4iJNL85O4ZF4ix1p62XmslRd31bB2exXnZcVx50U5\nfPHcNL0jncXK6rt47N0yVhWlcN3iwF054mxlJUTwzZX5rC+tZ/uRFq547E/csyKPWy7MIikq9LTj\nm7v7OVDXyb7aDmrd/cHhwU4So0JwilBS3cbrn9bx/94+xOKMWP7qsjy+uDjNr7Y2Ebt1zC1btszs\n2rXLp+d8raSWv3vxE9Ysz+b/3rR4Ut871bW6Atl1i1N5ZU8tz+6oorKph4TIEG4rzuL25Tmk+//Q\nYr/pPLEil8Zq7Ozjpl9upX9wmLceXEFytOch1ZpHf66u/SR7azvYXN6E0yEszoglPzmK0CAHzd39\nlNZ1crzNVZQy48NZnBHLOSnRzIkO/Wzy85rl2TR29vHWvhM8s6OaisZu5iZF8uDVBXzp3HSr53h6\ndfJZX6Be2lnDw6/u44KceJ65ZzkhQZN7d6GJdbqRzl1jDFsqWnh62zE2HmwA4KoFKdxWnMXlBXP8\n6p3cKFqgvFTZ1M09T++iobOPF++9mMWZ4w+k0Tw63Zrl2ZQ3dPH6p3V8fLSVqpZeTg0NEx8RTGFq\nDCKwIDWG+EjPi9COHmQxPGx490ADT7xXzqH6LgpTo/nWVQV8fmGqVQNWvDqpV018InIt8DPACTxp\njPnJmNdDgd8BFwAtwC3GmGPu1x4G7gGGgG8ZY9Z7+QvMqKqWHn66vow3957gsoIk/uOOCyZdnNTE\nXG3rSawoSKKmtZfnPq7mpZ01bDjQ4BopuSiVaxamsiw3ftY0qwZiLo3Ve2qQZ7ZX8bP3DhMW7OR3\nXy+esDip8c1PieY715zj8bXJFHWHQ7h2USrXFKXw+t46frbxMPc9u4ecxAhuK87mxvMybDlh+IwF\nSkScwC+AVcBxYKeIrDPGHBh12D1AmzEmX0RuBR4FbhGRIuBWYCGQDrwnIvONMT5djbR/cIjGzn6q\nW3vZX9vB5sNNbDvSQpDTwXdWzedvrpinHbczLCshgr+/tpCHrp7P+4caea2klhd21vD0tipCgxyc\nlxXH4oxYClKiyIqPICU2jMTIEKLDggNmSHIg5NJYg0PDtPUOUNt+kvL6LrZXtrDhYANdfYNcvSCZ\nH65eGHD7Pfkzh0O44bwMrj83nfWl9fxmy1F+8vYhfvL2IRamx1Ccl8DC9FjykiJJiw0jITLE0v5j\nb+6gioEKY0wlgIi8ANwAjE6qG4Afur9+Gfi5uBpCbwBeMMb0A0dFpML987ZNT/hnZozh/Ec20Hvq\nf/N43pxI7r8ynzsvyiFZl+7xqZAgB9cuSuXaRan0nhpkS0ULW480U1LdztrtVfQPnr4DaWiQg9Ag\nByFBTt596HISxmnS8AN+nUvgGu36ucc2cWpwmL6BYU6OWfk+PiKYVUUprCnOZllugi9DU5PgdAjX\nLU7jusVpVDZ18/b+ejaXN/HcjurTcjDE6SAs2MFdl+SOezc3U7wpUBlAzajHx4Hl4x1jjBkUkQ4g\n0f389jHfe9oKkSJyL3Cv+2G3iJR5Ff0UVQHvA991PUwCmmfyfNPEH+JMAppvn8ETJP7grH/E2V7H\nd4wx107xewMul8ZIqoLmT4DHfXjSSZo1eTTdefhdPvubOeJsrqVXeeRNgfLUvjJ2ZMV4x3jzvRhj\nfgX8yotYpp2I7DLGLLPi3JPhD3FqjGc+vYfnNJd8SGOcPr6I05uOl+PA6JmrmUDdeMeISBAQC7R6\n+b1KzRaaS0pNgjcFaidQICJ5IhKCq6N23Zhj1gF3ub/+MvC+cY1fXwfcKiKhIpIHFAAfT0/oSvkd\nzSWlJuGMTXzudvAHgPW4hsb+2hhTKiKPALuMMeuAp4C17o7bVlyJh/u4l3B1Ag8C91s96sgDS5pD\npsAf4tQYJ6C5ZAsa4/SZ8ThtN1FXKaWUAt0PSimllE1pgVJKKWVLs7pAici1IlImIhUi8n2r4wEQ\nkSwR2SQiB0WkVEQedD+fICIbROSw+3O8DWJ1ikiJiLzhfpwnIjvcMb7oHghgZXxxIvKyiBxyX8+L\n7Xgd/Z0d8wg0l6Y5PktyadYWqFHLznwBKAJucy8nY7VB4DvGmAXARcD97ri+D2w0xhQAG92PrfYg\ncHDU40eBx90xtuFatsdKP8M1IbAQWIIrVjteR79l4zwCzaXpZE0uGWNm5QdwMbB+1OOHgYetjstD\nnH/EtXZbGZDmfi4NKLM4rkz3f8qVwBu4JpI2A0Gerq8F8cUAR3EPBBr1vK2uo79/+EseuWPTXJpa\nfJbl0qy9g8LzsjOnLR1jJRHJBc4HdgApxpgTAO7PydZFBsATwPeAkYW7EoF2Y8yg+7HV13Mu0AT8\nxt108qSIRGK/6+jvbJ9HoLl0lizLpdlcoLxaOsYqIhIFvAL8nTGm0+p4RhOR64FGY8zu0U97ONTK\n6xkELAX+wxhzPtCDPZpyAo3d/t1Po7l01izLpdlcoGy7dIyIBONKqGeNMX9wP90gImnu19OARqvi\nAy4FVovIMeAFXE0TTwBx7uV5wPrreRw4bozZ4X78Mq4ks9N1DAS2zSPQXJomluXSbC5Q3iw743Mi\nIrhWEzhojPm3US+NXgLnLlzt6ZYwxjxsjMk0xuTium7vG2NuBzbhWp4HrI+xHqgRkZH9Aa7CtQqD\nba5jgLBlHoHm0nSxNJes7By0+gO4DigHjgD/aHU87phW4Lqd3wt84v64Dle79EbgsPtzgtWxuuO9\nAnjD/fVcXOvDVQC/B0Itju08YJf7Wr4GxNv1Ovrzhx3zyB2X5tL0xWZJLulSR0oppWxpNjfxKaWU\nsjEtUEoppWxJC5RSSilb0gKllFLKlrRAKaWUsiUtUEoppWxJC5SNuJe0v+8Mx+SKyBovflauiOyf\n4PW7ReTn47y2dezPEJErRrYCUMrONI8ChxYoe4kDJkwsIBc4Y2KdDWPMJTP585WaYZpHAUILlL38\nBJgnIp+IyGPuj/0isk9Ebhl1zGXuYx5yvzv7UET2uD8mkxRZIvKOe7O5fxl5UkS6p/OXUsrHNI8C\nRNCZD1E+9H1gkTHmPBG5GfgbXJuDJQE7RWSz+5jvGmOuBxCRCGCVMaZPRAqA54FlXp6vGFgE9Lp/\n/pvGmF3T+ysp5XOaRwFCC5R9rQCeN8YM4Vo1+APgQmDsdgHBwM9F5DxgCJg/iXNsMMa0AIjIH9zn\n1MRSgUTzyI9pgbIvT3vCePIQ0IDrHaID6JvEOcYuxKgLM6pAo3nkx7QPyl66gGj315uBW0TEKSJz\ngMtxrW48+hiAWOCEMWYYuBNwTuJ8q0QkQUTCgRuBLWf7CyhlA5pHAULvoGzEGNMiIlvcQ1LfxrW0\n/ae43pF9zxhTLyItwKCIfAr8Fvgl8IqIfAXXHjI9kzjlR8BaIB94TtvNVSDQPAocut2GUkopW9Im\nPqWUUrakTXwBTkQ+Dzw65umjxpibrIhHKX+keWQNbeJTSillS9rEp5RSypa0QCmllLIlLVBKKaVs\nSQuUUkopW/of5PUVtOpf6hAAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.FacetGrid(data=tips, col='time', row='smoker')\n", + "g.map(sns.distplot, 'total_bill')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Style and color" + ] + }, + { + "cell_type": "code", + "execution_count": 127, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.set_style('ticks')\n", + "sns.countplot(x='sex', data=tips)\n", + "sns.despine(right=True, trim=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 129, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,3))\n", + "sns.set_style('ticks')\n", + "sns.countplot(x='sex', data=tips)\n", + "sns.despine(right=True, trim=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 131, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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pnJwcJScnKzExUZLUo0cP9evXT++9957GjBnT0HEBAACABtMol9CUlJQoNDS0zrkdO3ao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\nAAAAA6HAAwAAAAZCgQcAAAAM5H8By/B3MOha7o4AAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,3))\n", + "sns.set_style('ticks')\n", + "sns.set_context('poster')\n", + "sns.countplot(x='sex', data=tips)\n", + "sns.despine(right=True, trim=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 140, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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AAAqdqWlOy5cvV0JCgiwWi8aOHasxY8ZkGyQkycXFRW+//bbGjh0r6U64WLlypbkRAwAA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\nd9b333+vv//+2ygTHR19V/3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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,3))\n", + "sns.set_style('ticks')\n", + "sns.set_context('notebook', font_scale=3)\n", + "sns.countplot(x='sex', data=tips)\n", + "sns.despine(right=True, trim=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 136, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 136, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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la8K12bR3lKZrWD02bB4rFvv0bvKeGg9B78Sg8dR4pvX8KVoigZNDS2tZiJgT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\naMxPd28jg6GSY9qarmpgmQorMaIXaJ14NeaZnoY9URVrIUT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NXE9fEc5wURRDC0Z1I6gITkEj4iNMGAqy1l7Gvp1IFLye/EQ79kMHsf/pdXad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\nVxR97LCGmD/dxbRJnuhhawD6+XNdf1jXMblakwae/Hwj8Og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