From 4b82c3933166faec83a95d3c161cf92f50bbddcd Mon Sep 17 00:00:00 2001 From: VIMAL KUMAR <90466387+vim12345@users.noreply.github.com> Date: Sat, 12 Oct 2024 05:59:42 +0000 Subject: [PATCH] Initial commit --- notebooks/04_01b.ipynb | 255 ++++++++++++++++++++++++++++++- notebooks/04_05b.ipynb | 158 ++++++++++++++++++- notebooks/04_06b.ipynb | 333 ++++++++++++++++++++++++++++++++++++++++- notebooks/04_07b.ipynb | 291 +++++++++++++++++++++++++++++++---- 4 files changed, 991 insertions(+), 46 deletions(-) diff --git a/notebooks/04_01b.ipynb b/notebooks/04_01b.ipynb index 81d3f47..d2ea336 100644 --- a/notebooks/04_01b.ipynb +++ b/notebooks/04_01b.ipynb @@ -8,17 +8,111 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: matplotlib in /home/codespace/.local/lib/python3.12/site-packages (3.9.2)\n", + "Requirement already satisfied: contourpy>=1.0.1 in /home/codespace/.local/lib/python3.12/site-packages (from matplotlib) (1.3.0)\n", + "Requirement already satisfied: cycler>=0.10 in /home/codespace/.local/lib/python3.12/site-packages (from matplotlib) (0.12.1)\n", + "Requirement already satisfied: fonttools>=4.22.0 in /home/codespace/.local/lib/python3.12/site-packages (from matplotlib) (4.54.1)\n", + "Requirement already satisfied: kiwisolver>=1.3.1 in /home/codespace/.local/lib/python3.12/site-packages (from matplotlib) (1.4.7)\n", + "Requirement already satisfied: numpy>=1.23 in /home/codespace/.local/lib/python3.12/site-packages (from matplotlib) (2.1.1)\n", + "Requirement already satisfied: packaging>=20.0 in /home/codespace/.local/lib/python3.12/site-packages (from matplotlib) (24.1)\n", + "Requirement already satisfied: pillow>=8 in /home/codespace/.local/lib/python3.12/site-packages (from matplotlib) (10.4.0)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in /home/codespace/.local/lib/python3.12/site-packages (from matplotlib) (3.1.4)\n", + "Requirement already satisfied: python-dateutil>=2.7 in /home/codespace/.local/lib/python3.12/site-packages (from matplotlib) (2.9.0.post0)\n", + "Requirement already satisfied: six>=1.5 in /home/codespace/.local/lib/python3.12/site-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n" + ] + } + ], + "source": [ + "pip install matplotlib" + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: seaborn in /home/codespace/.local/lib/python3.12/site-packages (0.13.2)\n", + "Requirement already satisfied: numpy!=1.24.0,>=1.20 in /home/codespace/.local/lib/python3.12/site-packages (from seaborn) (2.1.1)\n", + "Requirement already satisfied: pandas>=1.2 in /home/codespace/.local/lib/python3.12/site-packages (from seaborn) (2.2.3)\n", + "Requirement already satisfied: matplotlib!=3.6.1,>=3.4 in /home/codespace/.local/lib/python3.12/site-packages (from seaborn) (3.9.2)\n", + "Requirement already satisfied: contourpy>=1.0.1 in /home/codespace/.local/lib/python3.12/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (1.3.0)\n", + "Requirement already satisfied: cycler>=0.10 in /home/codespace/.local/lib/python3.12/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (0.12.1)\n", + "Requirement already satisfied: fonttools>=4.22.0 in /home/codespace/.local/lib/python3.12/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (4.54.1)\n", + "Requirement already satisfied: kiwisolver>=1.3.1 in /home/codespace/.local/lib/python3.12/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (1.4.7)\n", + "Requirement already satisfied: packaging>=20.0 in /home/codespace/.local/lib/python3.12/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (24.1)\n", + "Requirement already satisfied: pillow>=8 in /home/codespace/.local/lib/python3.12/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (10.4.0)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in /home/codespace/.local/lib/python3.12/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (3.1.4)\n", + "Requirement already satisfied: python-dateutil>=2.7 in /home/codespace/.local/lib/python3.12/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (2.9.0.post0)\n", + "Requirement already satisfied: pytz>=2020.1 in /home/codespace/.local/lib/python3.12/site-packages (from pandas>=1.2->seaborn) (2024.2)\n", + "Requirement already satisfied: tzdata>=2022.7 in /home/codespace/.local/lib/python3.12/site-packages (from pandas>=1.2->seaborn) (2024.2)\n", + "Requirement already satisfied: six>=1.5 in /home/codespace/.local/lib/python3.12/site-packages (from python-dateutil>=2.7->matplotlib!=3.6.1,>=3.4->seaborn) (1.16.0)\n", + "Note: you may need to restart the kernel to use updated packages.\n" + ] + } + ], + "source": [ + "pip install seaborn" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "a735141d", "metadata": {}, "outputs": [], - "source": [] + "source": [ + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from pandas import DataFrame" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "06f5c3ea", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " names age gender rank\n", + "0 steve 20 male 2\n", + "1 john 22 male 1\n", + "2 richard 20 female 4\n", + "3 sarah 21 female 5\n", + "4 randy 24 male 3\n", + "5 micheal 23 male 7\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "\n", + "data = {\n", + " 'names': ['steve', 'john', 'richard', 'sarah', 'randy', 'micheal'],\n", + " 'age': [20, 22, 20, 21, 24, 23],\n", + " 'gender': ['male', 'male', 'female', 'female', 'male', 'male'], # Corrected\n", + " 'rank': [2, 1, 4, 5, 3, 7]\n", + "}\n", + "\n", + "# Create DataFrame\n", + "df = pd.DataFrame(data)\n", + "\n", + "# Display DataFrame\n", + "print(df)\n" + ] }, { "cell_type": "markdown", @@ -27,6 +121,54 @@ "### Matplotlib's Bar Chart" ] }, + { + "cell_type": "code", + "execution_count": 13, + "id": "8b0ea9cb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.bar(df['names'],df['age'])\n", + "plt.xlabel('Names')\n", + "plt.ylabel('Age')\n", + "plt.title('camparing age')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "9ca404a0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot = sns.barplot(data=df,x='names',y='age')\n", + "plot.set_title('comparing ages')\n", + "plt.show()" + ] + }, { "cell_type": "markdown", "id": "7359f9c0-0051-48c5-91fc-5185eae9bfd0", @@ -35,6 +177,31 @@ "### Line Plot Matplotlib" ] }, + { + "cell_type": "code", + "execution_count": 15, + "id": "e3d49248", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(df['names'],df['age'])\n", + "plt.xlabel('Names')\n", + "plt.ylabel('Age')\n", + "plt.title('camparing age')\n", + "plt.show()" + ] + }, { "cell_type": "markdown", "id": "f1c8460d-7689-406f-a6ac-2720d8cb867d", @@ -43,6 +210,28 @@ "### Line Plot Seaborn" ] }, + { + "cell_type": "code", + "execution_count": 17, + "id": "39ce0918", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot = sns.lineplot(data=df,x='names',y='age')\n", + "plt.show()" + ] + }, { "cell_type": "markdown", "id": "16d65d0b-34a9-4a98-8550-4cdc0dc66c25", @@ -51,6 +240,29 @@ "### Pie Chart Matplotlib" ] }, + { + "cell_type": "code", + "execution_count": 18, + "id": "2248c3db", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.pie(df['age'],labels=df['names'])\n", + "plt.title('age comparsion')\n", + "plt.show()" + ] + }, { "cell_type": "markdown", "id": "4be3dfcc-1d4a-4b7e-bc57-427280da980e", @@ -58,6 +270,37 @@ "source": [ "### Pie Chart Seaborn" ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "9d51a8fd", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "colors = sns.color_palette('pastel')[0:4]\n", + "plt.pie(df['age'],labels=df['names'],colors=colors)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "81e8ef69", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -76,7 +319,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.8" + "version": "3.12.1" } }, "nbformat": 4, diff --git a/notebooks/04_05b.ipynb b/notebooks/04_05b.ipynb index cb19084..fff1983 100644 --- a/notebooks/04_05b.ipynb +++ b/notebooks/04_05b.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -19,18 +19,18 @@ "\n", "import matplotlib.pyplot as plt\n", "from pylab import rcParams\n", - "import seaborn as sb" + "import seaborn as sns" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "rcParams['figure.figsize'] = 8,4\n", - "sb.set_style('whitegrid')" + "sns.set_style('whitegrid')" ] }, { @@ -43,6 +43,57 @@ "#### The functional method" ] }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqYAAAFzCAYAAADsYMueAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAoC0lEQVR4nO3de3hMd+LH8U8yCUJIxVZJL4oQFfFLVFfRpS7ddutO71Z3/bQupReqxfIgJEKXdouiVUvFJUWLKtVWb35P2110qTQSdalbCUppIynJzPz+6JM8smlrTkzmfM15v56nz9M5c+acz9eZTD45twnxer1eAQAAADYLtTsAAAAAIFFMAQAAYAiKKQAAAIxAMQUAAIARKKYAAAAwAsUUAAAARqCYAgAAwAgUUwAAABghzO4Al8Pj8aioqEihoaEKCQmxOw4AAAD+i9frlcfjUVhYmEJDf3uf6BVdTIuKipSZmWl3DAAAAFxCQkKCKlWq9JvzXNHFtLh1JyQkyOVy2ZwG/uJ2u5WZmcl2dSi2v7Ox/Z2N7R+cirfrpfaWSld4MS0+fO9yuXgDByG2q7Ox/Z2N7e9sbP/g5Mtpl1z8BAAAACNQTAEAAGAEiikAAACMQDEFAACAESimAAAAMALFFAAAAEagmAIAAMAItt7HdNasWZo9e3apafXr19fGjRttSgQAAAC72H6D/UaNGmnhwoUlj7mhLgAAgDPZXkxdLpeuvvpqu2MAAADAZrYX04MHD+q2225T5cqVlZiYqKeffloxMTGWluF2uysoHexQvD3Zrs7E9nc2j8ejiIgIeTweu6PABvz8Bycr2zPE6/V6KzDLb/rkk0+Un5+v+vXr6+TJk3rppZd0/PhxrVu3TpGRkZd8vdvt1o4dOyo+KABA4eHhuqlpvMLDguOUq8Iit7J3ZamwsNDuKIAjJCYmXvKUTVuL6X/74Ycf1KFDB40ePVr33nvvJecvLqYJCQmcmxpE3G63MjMz2a4OxfY3m8vl0pMZ27X3RJ7dUS5LbO1IvfhAEnvmDMPPf3Aq3q6+FFPbD+VfrEaNGrrxxht16NAhS69zuVy8gYMQ29XZ2P7m2nsiT1lHf7A7hl/wHjMTP//OZdR9TM+dO6fDhw9zMRQAAIAD2brHdNq0aerQoYNiYmJ04sQJzZo1S6GhoerataudsQAAAGADW4tpbm6uRowYoTNnzig6Olo333yzVqxYoejoaDtjAQAAwAa2FtMXXnjBztUDAADAIEadYwoAAADnopgCAADACBRTAAAAGIFiCgAAACNQTAEAAGAEiikAAACMQDEFAACAESimAAAAMALFFAAAAEagmAIAAMAIFFMAAAAYgWIKAAAAI1BMAQAAYASKKQAAAIxAMQUAAIARKKYAAAAwAsUUAAAARqCYAgAAwAgUUwAAABiBYgoAAAAjUEwBAABgBIopAAAAjEAxBQAAgBEopgAAADACxRQAAABGoJgCAADACBRTAAAAGIFiCgAAACNQTAEAAGAEiikAAACMQDEFAACAESimAAAAMALFFAAAAEagmAIAAMAIFFMAAAAYgWIKAAAAI1BMAQAAYASKKQAAAIxAMQUAAIARKKYAAAAwAsUUAAAARqCYAgAAwAgUUwAAABiBYgoAAAAjUEwBAABgBIopAAAAjEAxBQAAgBEopgAAADCCMcX0lVdeUVxcnFJTU+2OAgAAABsYUUx37typjIwMxcXF2R0FAAAANrG9mJ47d07PPPOMUlJSFBUVZXccAAAA2CTM7gCTJk1S+/bt1aZNG82dO7dcy3C73X5OBTsVb0+2qzN5PB5FRETI4/HYHQW/wOVy2R3Br/icMQuf/8HJyva0tZiuX79eu3bt0qpVqy5rOZmZmX5KBJOwXc0SHh6um5rGKzysYouJy+VS06ZNK3QdxQqL3MrelaXCwsKArO9KFxEREbBtEyi7d+9WQUGBT/MG6mcgUEx+//P571y2FdNjx44pNTVV//znP1W5cuXLWlZCQkLQ/RXvZG63W5mZmWxXA7lcLj2ZsV17T+TZHeWyxdaO1IsPJCk+Pt7uKLCR1WsbguVnwNT3P5//wal4u/rCtmKalZWlU6dOqXfv3iXT3G63tm7dqqVLlyozM9PnN6XL5eINHITYrmbaeyJPWUd/sDuG3/Aec7bybP9g+hkw9f3P579z2VZMb731Vq1bt67UtDFjxqhBgwZ69NFHeUMCAAA4jG3FNDIyUo0bNy41rWrVqrrqqqvKTAcAAEDws/12UQAAAIBkwO2iLpaenm53BAAAANiEPaYAAAAwAsUUAAAARqCYAgAAwAgUUwAAABiBYgoAAAAjUEwBAABgBIopAAAAjEAxBQAAgBEopgAAADACxRQAAABGoJgCAADACBRTAAAAGIFiCgAAACNQTAEAAGAEiikAAACMQDEFAACAESimAAAAMALFFAAAAEagmAIAAMAIYb7MtHjxYp8X+PDDD5c7DAAAAJzLp2K6aNEinxYWEhJCMQUAAEC5+FRMP/zww4rOAQAAAIcr9zmmFy5c0P79+1VUVOTPPAAAAHAoy8W0oKBAf/vb35SYmKiuXbvq2LFjkqTJkyfrlVde8XtAAAAAOIPlYjpjxgzl5ORo8eLFqly5csn01q1ba8OGDX4NBwAAAOfw6RzTi33wwQd64YUXlJiYWGp6o0aNdOjQIX/lAgAAgMNY3mN6+vRp1apVq8z0goIChYSE+CUUAAAAnMdyMW3WrJk+/vjjMtNXrlxZZi8qAAAA4CvLh/KHDx+uRx99VHv37pXb7dbixYu1b98+bd++Xenp6RWREQAAAA5geY9py5YttXbtWrndbjVu3FiffvqpoqOjlZGRoWbNmlVERgAAADiA5T2mknTDDTcoJSXF31kAAADgYOUqpm63W++//7727dsnSYqNjVWnTp0UFlauxQEAAADWi+mePXs0ZMgQfffdd6pfv74k6dVXX1XNmjU1b948NW7c2O8hAQAAEPwsF9Nx48YpNjZWb7zxhqKioiRJZ8+e1ejRozV+/HhlZGT4PSQAAACCn+WLn7Kzs/X000+XlFJJioqK0vDhw7Vr1y6/hgMAAIBzWC6mN954o7777rsy00+dOqV69er5JRQAAACcx6dD+Xl5eSX///TTTys1NVXDhg0ruaH+jh079NJLL2nkyJEVEhIAAADBz6di2rJly1JfN+r1evXUU0+VTPN6vZKkwYMHKzs7uwJiAgAAINj5VEwXL15c0TkAAADgcD4V09///vcVnQMAAAAOV+474hcUFOjo0aMqLCwsNb1JkyaXHQoAAADOY7mYnj59WmPGjNHmzZt/8XnOMQUAAEB5WL5dVGpqqn744QetWLFCVapU0auvvqqpU6eqXr16mjt3bkVkBAAAgANY3mP673//W3PmzFFCQoJCQkIUExOjtm3bKjIyUi+//LJuv/32CogJAACAYGd5j2l+fr6io6Ml/fyNT6dPn5YkNW7cmG9+AgAAQLlZLqb169fXN998I0mKi4vT66+/ruPHjysjI0NXX3213wMCAADAGSwfyn/44Yd18uRJSdKwYcP0yCOPaN26dQoPD9fUqVP9HhAAAADOYLmY9ujRo+T/mzVrpo8++kj79+9X3bp1Sw7xAwAAAFaV+z6mxSIiIhQfH1+u1y5btkzLly/Xt99+K0lq1KiRHnvsMbVv3/5yYwEAAOAK41MxTUtL83mBY8aM8XneOnXqaOTIkapXr568Xq/WrFmjoUOHavXq1WrUqJHPywEAAMCVz6di6uvV9iEhIZZW3rFjx1KPhw8fruXLl2vHjh0UUwAAAIfxqZimp6dXdA653W5t3LhR+fn5SkpKsvxaBI/i7cl2NY/L5bI7gt/xPrMm2N4DVre/08df0TwejyIiIuTxeOyOAj+y8j677HNML9fu3bv1wAMP6Pz586patapeeuklxcbGWlpGZmZmBaWDnUzbruHh4bqpabzCw4LnF1NhkVvZu7JUWFh4yXkjIiLUtGnTAKQKrN27d6ugoMDuGFeEYHwPWNn+Th9/ID4DXS5XwP6NrXz+IXBsL6b169fXmjVr9OOPP+rdd9/VqFGjtGTJEkvlNCEhIej+inUyt9utzMxMI7ery+XSkxnbtfdEnt1RLlts7Ui9+EBSuS9eDBZxcXF2R4CNnL79rY4/WD4D+fwLrOLf676wvZhWqlRJ9erVk/Tz7acyMzO1ePFiTZo0yedluFwu4woMLp+p23XviTxlHf3B7hh+Y+K/cSA5ffxO5/TtX57xB9NnoNO3v4ksf/NTRfN4PLpw4YLdMQAAABBgtu4xnTFjhtq1a6e6devq3Llzevvtt7VlyxYtWLDAzlgAAACwgeViunr1atWsWVO33367JOm5557TihUrFBsbqxkzZujaa6/1eVmnTp3SqFGjdOLECVWvXl1xcXFasGCB2rZtazUWAAAArnCWi+m8efM0ceJESdL27du1bNkyjRkzRh999JHS0tI0e/Zsn5c1ZcoUq6sHAABAkLJcTHNzc0suVtq0aZP++Mc/6v7771eLFi3Ur18/vwcEAACAM1i++Klq1ao6c+aMJOnTTz9VmzZtJEmVK1fW+fPn/RoOAAAAzmF5j2mbNm00btw43XTTTTpw4IDat28vSdqzZ4+l80sBAACAi1neYzphwgQlJibq9OnTmjlzpmrWrClJysrKUpcuXfweEAAAAM5geY9pjRo1NH78+DLTn3jiCb8EAgAAgDP5VExzcnLUuHFjhYaGKicn5zfnbdKkiV+CAQAAwFl8KqY9e/bUp59+qlq1aqlnz54KCQmR1+steb74cUhIiLKzsyssLAAAAIKXT8X0gw8+UHR0dMn/AwAAAP7mUzG9+Gr737ry/uK9qAAAAIAVlq/KHz16tPLz88tMP3LkiPr27euXUAAAAHAey8U0JydH3bt31/bt20umrV69Wj169Ci5dRQAAABgleXbRa1cuVLPP/+8+vXrp//93//VwYMHtXnzZo0ZM0b33XdfRWQEAACAA1gupuHh4Ro1apQiIiI0Z84chYWFKT09XUlJSRWRDwAAAA5h+VB+YWGhpk6dqvnz52vQoEFKTEzU448/rk8++aQi8gEAAMAhLO8x7dOnj3766Selp6crMTFRXq9X8+fP17Bhw9SnTx9NnDixAmICAAAg2FneY9qsWTOtWbNGiYmJkn6+uf7AgQP1+uuva9u2bf7OBwAAAIewvMd0ypQpvzi9adOmevPNNy87EAAAAJzJcjG92Pnz51VYWFhqWqVKlS4rEAAAAJzJcjHNz8/X9OnT9c477+jMmTNlns/OzvZHLgAAADiM5XNM//73v+tf//qXJk6cqEqVKiklJUWPP/64ateurWnTplVERgAAADiA5WL60UcfacKECbrzzjvlcrnUsmVLPfbYYxo+fLjWrVtXERkBAADgAJaL6dmzZ3X99ddLkiIjI3X27FlJ0s0338xV+QAAACg3y8X0uuuu05EjRyRJDRo00DvvvCPp5z2p1atX9286AAAAOIblYtqnTx/l5ORIkgYOHKilS5cqISFBaWlpGjBggN8DAgAAwBksX5X/17/+teT/27Rpo3feeUdZWVm64YYb1KRJE39mAwAAgINc1n1Mc3NzVbduXV177bX+ygMAAACHsnwo/2J33323vv32W39lAQAAgINdVjH1er3+ygEAAACHu6xiCgAAAPjLZRXTwYMHKyoqyl9ZAAAA4GCWi+nMmTNLzisdNGiQatSo4fdQAAAAcB7LxfSDDz7QHXfcob/85S9at26dLly4UBG5AAAA4DCWi+natWu1atUqNWrUSKmpqWrbtq0mTJignTt3VkQ+AAAAOES5zjFt2rSpxo0bp//7v/9Tamqqjh8/roceekjdunXTa6+9ph9//NHfOQEAABDkLvt2UUVFRSosLJTX61VUVJSWLl2q9u3ba8OGDf7KCAAAAAco1zc/ffXVV3rzzTe1fv16hYeHq2fPnho/frzq1asnSUpPT1dKSoruvvtuv4YFAABA8LJcTLt166b9+/erbdu2Sk1NVYcOHeRyuUrN06VLF6WmpvotJAAAAIKf5WJ611136Z577tE111zzq/NER0crJyfnsoIBAADAWSwX06FDh1ZEDgAAADgcX0kKAAAAI1BMAQAAYASKKQAAAIxgqZgWFRVp9uzZys3Nrag8AAAAcChLxTQsLEwLFixQUVFRReUBAACAQ1k+lH/rrbdq69atFZEFAAAADmb5dlHt2rXTjBkz9PXXXys+Pl4RERGlnu/UqZPfwgEAAMA5LBfT5ORkSdLChQvLPBcSEqLs7OzLTwUAAADHsVxM/fmNTi+//LLee+897d+/X1WqVFFSUpJGjhypBg0a+G0dAAAAuDLYeruoLVu2qG/fvlqxYoUWLlyooqIiDRgwQPn5+XbGAgAAgA0s7zGdPXv2bz4/bNgwn5e1YMGCUo+nTp2q1q1bKysrS7fccovVaAAAALiCWS6mmzZtKvW4qKhIR44ckcvl0g033GCpmP63H3/8UZIUFRVl6XVut7vc64R5PB6PIiIi5PF47I5ShsvlsjuC31n5+XH6+BF87wGr25/xO3v8KB8r/86Wi+maNWvKTMvLy9Po0aPVuXNnq4sr4fF4NGXKFLVo0UKNGze29NrMzMxyrxe+Cw8P101N4xUeVrEfTC6XS02bNq3QdRQrLHIre1eWCgsLLzlvREREwHIF0u7du1VQUHDJ+Zw+fgTne8DK9mf8zh5/oH4HBoqV33+BZLmY/pLIyEg9/vjjGjJkiHr27FmuZSQnJ2vPnj1atmyZ5dcmJCQE3V9xpnK5XHoyY7v2nsizO8pli60dqRcfSFJ8fLzdUWwVFxdndwRbOX38Tuf07c/4rY0/WH4HBvr3n9vt9nknol+KqfTzYfjiQ/FWTZo0SR9//LGWLFmiOnXqWH69y+WimAbQ3hN5yjr6g90x/Mbp7x3G7+zxO53Ttz/jtz7+YPodaOL2t1xMFy9eXOqx1+vVyZMntXbtWrVr187SsrxeryZPnqz3339f6enpuv76663GAQAAQJCwXEwXLVpU6nFoaKiio6PVq1cvDRw40NKykpOT9fbbb2vOnDmqVq2aTp48KUmqXr26qlSpYjUaAAAArmCWi+mHH37ot5UvX75cktSvX79S09PS0tS7d2+/rQcAAADmu6xzTHNzcyWpXOeFSj9fDQcAAABI5SimHo9Hc+bM0cKFC0u+oalatWrq37+/hgwZotBQW79MCgAAAFcoy8X0hRde0KpVq/T000+rRYsWkqQvvvhCs2fP1oULFzR8+HC/hwQAAEDws1xMV69erZSUFHXq1KlkWpMmTXTNNdcoOTmZYgoAAIBysXzc/ezZs2rQoEGZ6Q0aNNDZs2f9EgoAAADO43MxPX78uKSf944uXbq0zPNLly5VkyZN/JcMAAAAjuLzofyuXbtq/PjxevbZZzVw4EB99tlnSkxMlCTt2LFDx44d0/z58ysqJwAAAIKcz8X0qaee0vjx4/WHP/xBGzZsUEZGhvbv3y9JuuOOO/TQQw/pmmuuqbCgAAAACG4+F9O+ffuqXbt2Gjt2rO655x5NmjSJC50AAADgN5auyr/++uu1ePFiLVmyRE888YQaNGigsLDSi1i9erVfAwIAAMAZLN8u6ttvv9V7772nGjVqqFOnTmWKKQAAAFAellrlihUrNHXqVLVp00br169XdHR0ReUCAACAw/hcTAcMGKDMzEyNHz9ePXv2rMBIAAAAcCKfi6nH49Fbb72lOnXqVGQeAAAAOJTPxXThwoUVmQMAAAAOZ/krSQEAAICKQDEFAACAESimAAAAMALFFAAAAEagmAIAAMAIFFMAAAAYgWIKAAAAI1BMAQAAYASKKQAAAIxAMQUAAIARKKYAAAAwAsUUAAAARqCYAgAAwAgUUwAAABiBYgoAAAAjUEwBAABgBIopAAAAjEAxBQAAgBEopgAAADACxRQAAABGoJgCAADACBRTAAAAGIFiCgAAACNQTAEAAGAEiikAAACMQDEFAACAESimAAAAMALFFAAAAEagmAIAAMAIFFMAAAAYgWIKAAAAI1BMAQAAYASKKQAAAIxAMQUAAIARbC2mW7du1eDBg3XbbbcpLi5OmzZtsjMOAAAAbGRrMc3Pz1dcXJwmTJhgZwwAAAAYIMzOlbdv317t27e3MwIAAAAMYWsx9Re32213BMdwuVx2R/A7K+8fxu/s8SP43gNWtz/jZ/zBJFCff1bWExTFNDMzMyDrCQ8P101N4xUeFjxvzMIit7J3ZamwsPCS80ZERKhp06YBSBVYu3fvVkFBwSXnY/zOHj+C8z1gZfszfsbv5PEHSlAU04SEhID9FeNyufRkxnbtPZEXkPVVpNjakXrxgSTFx8fbHcVWcXFxdkewFeN39vidzunbn/Ez/kBwu90+70QMimLqcrkCunt974k8ZR39IWDrq2jBdmjCKsbP+OFcTt/+jJ/xm4b7mAIAAMAItu4xPXfunA4dOlTy+MiRI8rOzlZUVJRiYmJsTAYAAIBAs7WYfvXVV3r44YdLHqelpUmSevXqpalTp9oVCwAAADawtZi2atVKu3fvtjMCAAAADME5pgAAADACxRQAAABGoJgCAADACBRTAAAAGIFiCgAAACNQTAEAAGAEiikAAACMQDEFAACAESimAAAAMALFFAAAAEagmAIAAMAIFFMAAAAYgWIKAAAAI1BMAQAAYASKKQAAAIxAMQUAAIARKKYAAAAwAsUUAAAARqCYAgAAwAgUUwAAABiBYgoAAAAjUEwBAABgBIopAAAAjEAxBQAAgBEopgAAADACxRQAAABGoJgCAADACBRTAAAAGIFiCgAAACNQTAEAAGAEiikAAACMQDEFAACAESimAAAAMALFFAAAAEagmAIAAMAIFFMAAAAYgWIKAAAAI1BMAQAAYASKKQAAAIxAMQUAAIARKKYAAAAwAsUUAAAARqCYAgAAwAgUUwAAABiBYgoAAAAjUEwBAABgBIopAAAAjEAxBQAAgBGMKKZLly5Vx44dlZCQoHvvvVc7d+60OxIAAAACzPZiumHDBqWlpWno0KFavXq1mjRpogEDBujUqVN2RwMAAEAA2V5MFy5cqPvuu099+vRRbGyskpOTVaVKFb3xxht2RwMAAEAAhdm58gsXLigrK0uDBg0qmRYaGqo2bdpo+/btl3y91+stWY7L5aqwnBdzuVy6qU41VQ7M6ipUg6urye12y+12+/waxs/4nTx+BM97oLzbn/EzfiePv7yK11Pc235LiNeXuSrI8ePH1a5dO2VkZCgpKalk+nPPPaetW7dq5cqVv/n6CxcuKDMzs6JjAgAA4DIlJCSoUqVKvzmPrXtML1dYWJgSEhIUGhqqkJAQu+MAAADgv3i9Xnk8HoWFXbp22lpMa9asKZfLVeZCp1OnTul3v/vdJV8fGhp6yeYNAACAK4OtFz9VqlRJ8fHx+vzzz0umeTweff7556UO7QMAACD42X4ov3///ho1apSaNWum5s2b67XXXlNBQYF69+5tdzQAAAAEkO3F9O6779bp06c1c+ZMnTx5UjfddJNeffVVnw7lAwAAIHjYelU+AAAAUMz2G+wDAAAAEsUUAAAAhqCYAgAAwAgUUwAAABiBYgpjvPzyy+rTp4+SkpLUunVrPfbYY9q/f7/dsWCDV155RXFxcUpNTbU7CgLo+PHjGjlypFq1aqXmzZurW7dufO20Q7jdbv3jH/9Qx44d1bx5c3Xu3FkvvfSST9+tjuBi++2igGJbtmxR3759lZCQILfbreeff14DBgzQ+vXrVbVqVbvjIUB27typjIwMxcXF2R0FAXT27Fk9+OCDatWqlebPn6+aNWvq4MGDioqKsjsaAmD+/Plavny5pk2bptjYWH311VcaM2aMqlevrocfftjueAggiimMsWDBglKPp06dqtatWysrK0u33HKLTakQSOfOndMzzzyjlJQUzZ071+44CKD58+erTp06SktLK5l2/fXX25gIgbR9+3Z16tRJt99+uyTpuuuu0/r167Vz5057gyHgOJQPY/3444+SxB4TB5k0aZLat2+vNm3a2B0FAfbhhx+qWbNmeuKJJ9S6dWv17NlTK1assDsWAiQpKUn/+te/9M0330iScnJy9MUXX6hdu3Y2J0OgsccURvJ4PJoyZYpatGihxo0b2x0HAbB+/Xrt2rVLq1atsjsKbHD48GEtX75c/fv31+DBg5WZmamUlBSFh4erV69edsdDBRs4cKDy8vL0pz/9SS6XS263W8OHD1f37t3tjoYAo5jCSMnJydqzZ4+WLVtmdxQEwLFjx5Samqp//vOfqly5st1xYAOv16tmzZppxIgRkqSmTZtqz549ysjIoJg6wDvvvKN169ZpxowZio2NVXZ2ttLS0lS7dm22v8NQTGGcSZMm6eOPP9aSJUtUp04du+MgALKysnTq1Cn17t27ZJrb7dbWrVu1dOlSZWZmyuVy2ZgQFe3qq69Ww4YNS01r0KCB3n33XZsSIZCee+45DRw4UF26dJEkxcXF6ejRo3r55Zcppg5DMYUxvF6vJk+erPfff1/p6elc+OAgt956q9atW1dq2pgxY9SgQQM9+uijlFIHaNGiRcn5hcUOHDiga6+91qZECKSffvpJISEhpaa5XC5uF+VAFFMYIzk5WW+//bbmzJmjatWq6eTJk5Kk6tWrq0qVKjanQ0WKjIwscy5x1apVddVVV3GOsUP85S9/0YMPPqh58+bpT3/6k3bu3KkVK1Zo0qRJdkdDAHTo0EHz5s1TTExMyaH8hQsXqk+fPnZHQ4CFePlzBIb4tftWpqWllTrEC2fo16+fmjRporFjx9odBQHy0Ucf6fnnn9eBAwd03XXXqX///rrvvvvsjoUAyMvL04svvqhNmzbp1KlTql27trp06aKhQ4eqUqVKdsdDAFFMAQAAYATuYwoAAAAjUEwBAABgBIopAAAAjEAxBQAAgBEopgAAADACxRQAAABGoJgCAADACBRTALgCdezYUYsWLSrXa2fNmqUePXpYek1cXJw2bdpUrvUVGz16tB577LHLWgaA4EYxBXDF8Xq9+utf/6oBAwaUeW7p0qVq2bKlcnNzbUgWOKtWrdL9999vdwwA8CuKKYArTkhIiNLS0vTll18qIyOjZPrhw4c1ffp0jRs3TnXq1PHrOgsLC/26vMsVHR2tiIgIu2MAgF9RTAFckerWrauxY8dq2rRpOnz4sLxer8aOHau2bdsqJiZG99xzj5o1a6bbbrtN06dPV1FRUclrf+kweI8ePTRr1qySx3FxcVq2bJkGDx6sxMREzZs3r0yGffv26X/+53+0bt26kmkbNmxQ8+bNtXfv3l/NvnnzZj344INq2bKlWrVqpUGDBunQoUMlz69Zs0ZJSUk6cOBAybSJEyfqrrvuUkFBQZkxeL1ezZo1S7fffnvJmFNSUnz6d5SknTt3qn///mrVqpVuvvlm/fnPf1ZWVlaZ+U6cOKFHHnlEzZs3V6dOnbRx48ZSzx87dkxPPvmkWrZsqd///vcaMmSIjhw54nMOAKCYArhi9erVS61bt9bf/vY3LVmyRHv27NGYMWM0cOBAJSQkaO3atZo4caJWrVqluXPnWl7+7Nmzdccdd2jdunXq06dPmecbNmyoZ599VsnJyTp69Khyc3M1ceJEjRw5UrGxsb+63IKCAvXv319vvPGGFi1apJCQEA0dOlQej0eS1LNnT7Vr104jR45UUVGRPv74Y61atUrTp0//xb2k7777rhYtWqTk5GS99957mjNnjho3buzzOM+dO6eePXtq2bJlWrFiherVq6eBAwcqLy+v1Hwvvvii7rzzTq1du1bdunXTiBEjtG/fPkk/71EeMGCAqlWrpqVLl2r58uWqWrWqHnnkEV24cMHnLACcLczuAABwOSZPnqwuXbpo27ZtmjVrllasWKE6depo/PjxCgkJUcOGDXX8+HFNnz5dQ4cOVWio73+Pd+3a9RcL6cX69u2rzZs365lnnlF4eLgSEhLUr1+/33zNnXfeWerxlClT1Lp1a+3du7ekUE6aNEndu3dXSkqK3n//fQ0bNkzNmjX7xeUdO3ZMv/vd79SmTRuFh4crJiZGzZs393mcrVu3LvV48uTJatmypbZu3aoOHTqUTL/rrrt07733SpKeeuopffbZZ0pPT9fEiRO1YcMGeTwepaamKiQkRJKUlpamW265RVu2bNFtt93mcx4AzkUxBXBFq1Wrlu6//3598MEH6ty5c8lh8OJyJEk333yz8vPzlZubq5iYGJ+X/WtF8L9NmTJFd955p0JDQ/X222+XrHvbtm169NFHS+ZLTk5W9+7ddeDAAc2cOVNffvmlvv/+e3m9Xkk/F8ziYhoVFaXU1FQNGDBASUlJGjhw4K+u/6677tJrr72mzp076w9/+IPat2+vDh06KCzMt4/47777Tv/4xz+0ZcsWnTp1Sh6PRwUFBTp69Gip+ZKSkko9TkxMVHZ2tiQpJydHhw4dUosWLUrNc/78+VKnKQDAb6GYArjihYWFyeVy+Tz/xaW12MXnoBarWrWqT8vLyclRQUGBQkJCdPLkSdWuXVvSz8V2zZo1JfPVqlVLkjR48GBde+21SklJUe3ateXxeNS1a9cyF1ht3bpVLpdLJ0+eVH5+viIjI39x/XXr1tXGjRv12Wef6bPPPlNycrIWLFig9PR0hYeHXzL/qFGjdObMGY0dO1YxMTGqVKmS7r//fksXfOXn5ys+Pl7Tp08v81x0dLTPywHgbJxjCiCoNGzYUNu3by/ZCylJX3zxhapVq1ZypX50dLROnDhR8nxeXl65L9I5c+aMRo8ercGDB6t3794aOXKkfvrpJ0lSlSpVVK9evZL/IiMj9f333+ubb77RkCFD1Lp1azVs2FBnz54ts9z//Oc/evXVVzV37lxVrVpVkydP/s0cVapUUceOHTVu3DgtXrxY27dv19dff+3TGP7zn/+oX79+at++vRo1aqRKlSrp+++/LzPfjh07Sj3+8ssv1bBhQ0lSfHy8Dh48qFq1apUac7169VS9enWfcgAAxRRAUHnooYeUm5uryZMna9++fdq0aZNmzZql/v37l5xfeuutt+qtt97Stm3btHv3bo0aNcrSuacXmzBhgurWrashQ4Zo9OjR8ng8mjZt2q/OHxUVpauuukqvv/66Dh48qM8//1xTp04tNU9eXp6effbZkrI4ffp0bdiwocxV8MXefPNNrVy5Ul9//bUOHz6st956S1WqVPH5tIUbb7xRb731lvbt26cvv/xSI0eOVJUqVcrMt3HjRq1atUrffPONZs6cqZ07d+rPf/6zJKlbt26qWbOmhgwZom3btunw4cP697//rZSUlKC/pywA/6GYAggq11xzjV555RXt3LlTPXr00MSJE3XPPfdoyJAhJfMMGjRIt9xyiwYNGqRBgwapc+fOuuGGGyyva82aNdq8ebOee+45hYWFqWrVqvr73/+ulStX6pNPPvnF14SGhuqFF15QVlaWunbtqrS0ND377LOl5klNTVVERIRGjBgh6edbV40YMUITJkzQ8ePHyyyzRo0aWrlypR588EF1795dn3/+uebNm6eaNWv6NI7U1FSdPXtWvXr1KinExacdXOzxxx/Xhg0b1L17d61Zs0YzZswouftARESElixZopiYGA0bNkx33323xo4dq/Pnz//qKQgA8N9CvBcf7wIAAABswh5TAAAAGIFiCgAAACNQTAEAAGAEiikAAACMQDEFAACAESimAAAAMALFFAAAAEagmAIAAMAIFFMAAAAYgWIKAAAAI1BMAQAAYASKKQAAAIzw/wx1Lw0nnjb6AAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "x = range(1,10)\n", + "y = [1, 2, 3, 4, 0, 5, 4, 3, 2] # Adjusted to 9 elements\n", + "\n", + "plt.bar(x, y)\n", + "plt.xlabel('Your x-axis label')\n", + "plt.ylabel('Your y-axis label')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "z = [1,2,3,4,0.5]\n", + "veh_type = ['bicycle','moterbike','car','van','stroller']\n", + "plt.pie(z,labels=veh_type)\n", + "plt.show()" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -50,6 +101,44 @@ "#### The object-oriented method" ] }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "ename": "FileNotFoundError", + "evalue": "[Errno 2] No such file or directory: '/workspaces/python-for-data-science-and-machine-learning-essential-training-part-1-3006708/cars.csv'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[9], line 4\u001b[0m\n\u001b[1;32m 1\u001b[0m address \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m/workspaces/python-for-data-science-and-machine-learning-essential-training-part-1-3006708/cars.csv\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m 3\u001b[0m \u001b[38;5;66;03m# Read the CSV file\u001b[39;00m\n\u001b[0;32m----> 4\u001b[0m cars \u001b[38;5;241m=\u001b[39m \u001b[43mpd\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread_csv\u001b[49m\u001b[43m(\u001b[49m\u001b[43maddress\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 5\u001b[0m cars\u001b[38;5;241m.\u001b[39mcolumns \u001b[38;5;241m=\u001b[39m [\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcar_names\u001b[39m\u001b[38;5;124m'\u001b[39m,\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mmpg\u001b[39m\u001b[38;5;124m'\u001b[39m,\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcyl\u001b[39m\u001b[38;5;124m'\u001b[39m,\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdisp\u001b[39m\u001b[38;5;124m'\u001b[39m,\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mhp\u001b[39m\u001b[38;5;124m'\u001b[39m,\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdrat\u001b[39m\u001b[38;5;124m'\u001b[39m,\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mwt\u001b[39m\u001b[38;5;124m'\u001b[39m,\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mqsec\u001b[39m\u001b[38;5;124m'\u001b[39m,\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mvs\u001b[39m\u001b[38;5;124m'\u001b[39m,\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mam\u001b[39m\u001b[38;5;124m'\u001b[39m,\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mgear\u001b[39m\u001b[38;5;124m'\u001b[39m,\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcarb\u001b[39m\u001b[38;5;124m'\u001b[39m]\n\u001b[1;32m 6\u001b[0m mpg \u001b[38;5;241m=\u001b[39m cars\u001b[38;5;241m.\u001b[39mmpg\n", + "File \u001b[0;32m~/.local/lib/python3.12/site-packages/pandas/io/parsers/readers.py:1026\u001b[0m, in \u001b[0;36mread_csv\u001b[0;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, date_format, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, encoding_errors, dialect, on_bad_lines, delim_whitespace, low_memory, memory_map, float_precision, storage_options, dtype_backend)\u001b[0m\n\u001b[1;32m 1013\u001b[0m kwds_defaults \u001b[38;5;241m=\u001b[39m _refine_defaults_read(\n\u001b[1;32m 1014\u001b[0m dialect,\n\u001b[1;32m 1015\u001b[0m delimiter,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1022\u001b[0m dtype_backend\u001b[38;5;241m=\u001b[39mdtype_backend,\n\u001b[1;32m 1023\u001b[0m )\n\u001b[1;32m 1024\u001b[0m kwds\u001b[38;5;241m.\u001b[39mupdate(kwds_defaults)\n\u001b[0;32m-> 1026\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_read\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilepath_or_buffer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/.local/lib/python3.12/site-packages/pandas/io/parsers/readers.py:620\u001b[0m, in \u001b[0;36m_read\u001b[0;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[1;32m 617\u001b[0m _validate_names(kwds\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnames\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m))\n\u001b[1;32m 619\u001b[0m \u001b[38;5;66;03m# Create the parser.\u001b[39;00m\n\u001b[0;32m--> 620\u001b[0m parser \u001b[38;5;241m=\u001b[39m \u001b[43mTextFileReader\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilepath_or_buffer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 622\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m chunksize \u001b[38;5;129;01mor\u001b[39;00m iterator:\n\u001b[1;32m 623\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m parser\n", + "File \u001b[0;32m~/.local/lib/python3.12/site-packages/pandas/io/parsers/readers.py:1620\u001b[0m, in \u001b[0;36mTextFileReader.__init__\u001b[0;34m(self, f, engine, **kwds)\u001b[0m\n\u001b[1;32m 1617\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moptions[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhas_index_names\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m kwds[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhas_index_names\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n\u001b[1;32m 1619\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles: IOHandles \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m-> 1620\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_engine \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_make_engine\u001b[49m\u001b[43m(\u001b[49m\u001b[43mf\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mengine\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/.local/lib/python3.12/site-packages/pandas/io/parsers/readers.py:1880\u001b[0m, in \u001b[0;36mTextFileReader._make_engine\u001b[0;34m(self, f, engine)\u001b[0m\n\u001b[1;32m 1878\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m mode:\n\u001b[1;32m 1879\u001b[0m mode \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m-> 1880\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles \u001b[38;5;241m=\u001b[39m \u001b[43mget_handle\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1881\u001b[0m \u001b[43m \u001b[49m\u001b[43mf\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1882\u001b[0m \u001b[43m \u001b[49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1883\u001b[0m \u001b[43m \u001b[49m\u001b[43mencoding\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mencoding\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1884\u001b[0m \u001b[43m \u001b[49m\u001b[43mcompression\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcompression\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1885\u001b[0m \u001b[43m \u001b[49m\u001b[43mmemory_map\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mmemory_map\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1886\u001b[0m \u001b[43m \u001b[49m\u001b[43mis_text\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mis_text\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1887\u001b[0m \u001b[43m \u001b[49m\u001b[43merrors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mencoding_errors\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mstrict\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1888\u001b[0m \u001b[43m \u001b[49m\u001b[43mstorage_options\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mstorage_options\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1889\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1890\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 1891\u001b[0m f \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles\u001b[38;5;241m.\u001b[39mhandle\n", + "File \u001b[0;32m~/.local/lib/python3.12/site-packages/pandas/io/common.py:873\u001b[0m, in \u001b[0;36mget_handle\u001b[0;34m(path_or_buf, mode, encoding, compression, memory_map, is_text, errors, storage_options)\u001b[0m\n\u001b[1;32m 868\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(handle, \u001b[38;5;28mstr\u001b[39m):\n\u001b[1;32m 869\u001b[0m \u001b[38;5;66;03m# Check whether the filename is to be opened in binary mode.\u001b[39;00m\n\u001b[1;32m 870\u001b[0m \u001b[38;5;66;03m# Binary mode does not support 'encoding' and 'newline'.\u001b[39;00m\n\u001b[1;32m 871\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m ioargs\u001b[38;5;241m.\u001b[39mencoding \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m ioargs\u001b[38;5;241m.\u001b[39mmode:\n\u001b[1;32m 872\u001b[0m \u001b[38;5;66;03m# Encoding\u001b[39;00m\n\u001b[0;32m--> 873\u001b[0m handle \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mopen\u001b[39;49m\u001b[43m(\u001b[49m\n\u001b[1;32m 874\u001b[0m \u001b[43m \u001b[49m\u001b[43mhandle\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 875\u001b[0m \u001b[43m \u001b[49m\u001b[43mioargs\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 876\u001b[0m \u001b[43m \u001b[49m\u001b[43mencoding\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mioargs\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mencoding\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 877\u001b[0m \u001b[43m \u001b[49m\u001b[43merrors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43merrors\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 878\u001b[0m \u001b[43m \u001b[49m\u001b[43mnewline\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 879\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 880\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 881\u001b[0m \u001b[38;5;66;03m# Binary mode\u001b[39;00m\n\u001b[1;32m 882\u001b[0m handle \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mopen\u001b[39m(handle, ioargs\u001b[38;5;241m.\u001b[39mmode)\n", + "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/workspaces/python-for-data-science-and-machine-learning-essential-training-part-1-3006708/cars.csv'" + ] + } + ], + "source": [ + "address = '/workspaces/python-for-data-science-and-machine-learning-essential-training-part-1-3006708/cars.csv'\n", + "\n", + "# Read the CSV file\n", + "cars = pd.read_csv(address)\n", + "cars.columns = ['car_names','mpg','cyl','disp','hp','drat','wt','qsec','vs','am','gear','carb']\n", + "mpg = cars.mpg\n", + "fig = plt.figure()\n", + "ax = fig.add_axes([.1,.1,1,1])\n", + "mpg.plot()\n", + "ax.set_xticks(range(32))\n", + "ax.set_ticklabels(cars.car_names,rotation=60,fontsize='medium')\n", + "ax.set_xlabel('car names') \n", + "ax.set_ylabel('miles/gal') " + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -58,6 +147,28 @@ "#### The functional method" ] }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.pie(z)\n", + "plt.legend(veh_type,loc='best')\n", + "plt.show()" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -65,6 +176,43 @@ "#### The object-oriented method" ] }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'mpg' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[11], line 3\u001b[0m\n\u001b[1;32m 1\u001b[0m fig \u001b[38;5;241m=\u001b[39m plt\u001b[38;5;241m.\u001b[39mfigure()\n\u001b[1;32m 2\u001b[0m ax \u001b[38;5;241m=\u001b[39m fig\u001b[38;5;241m.\u001b[39madd_axes([\u001b[38;5;241m.1\u001b[39m,\u001b[38;5;241m.1\u001b[39m,\u001b[38;5;241m1\u001b[39m,\u001b[38;5;241m1\u001b[39m])\n\u001b[0;32m----> 3\u001b[0m \u001b[43mmpg\u001b[49m\u001b[38;5;241m.\u001b[39mplot()\n\u001b[1;32m 4\u001b[0m ax\u001b[38;5;241m.\u001b[39mset_xticks(\u001b[38;5;28mrange\u001b[39m(\u001b[38;5;241m32\u001b[39m))\n\u001b[1;32m 5\u001b[0m ax\u001b[38;5;241m.\u001b[39mset_ticklabels(cars\u001b[38;5;241m.\u001b[39mcar_names,rotation\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m60\u001b[39m,fontsize\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mmedium\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", + "\u001b[0;31mNameError\u001b[0m: name 'mpg' is not defined" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "ax = fig.add_axes([.1,.1,1,1])\n", + "mpg.plot()\n", + "ax.set_xticks(range(32))\n", + "ax.set_ticklabels(cars.car_names,rotation=60,fontsize='medium')\n", + "ax.set_xlabel('car names') \n", + "ax.set_ylabel('miles/gal') " + ] + }, { "cell_type": "markdown", "metadata": { @@ -92,7 +240,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.8" + "version": "3.12.1" } }, "nbformat": 4, diff --git a/notebooks/04_06b.ipynb b/notebooks/04_06b.ipynb index 45b30c1..eff6134 100644 --- a/notebooks/04_06b.ipynb +++ b/notebooks/04_06b.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -20,18 +20,18 @@ "\n", "import matplotlib.pyplot as plt\n", "from pylab import rcParams\n", - "import seaborn as sb" + "import seaborn as sns" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "rcParams['figure.figsize'] = 5, 4\n", - "sb.set_style('whitegrid')" + "sns.set_style('whitegrid')" ] }, { @@ -40,6 +40,329 @@ "source": [ "### The simplest time series plot" ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Row IDOrder IDOrder PriorityOrder QuantitySalesDiscountShip ModeProfitUnit PriceShipping CostCustomer NameProvinceRegionCustomer SegmentProduct CategoryProduct Sub-CategoryProduct NameProduct ContainerProduct Base MarginShip Date
Order Date
2010-10-1313Low6261.54000.04Regular Air-213.2538.9435.00Muhammed MacIntyreNunavutNunavutSmall BusinessOffice SuppliesStorage & OrganizationEldon Base for stackable storage shelf, platinumLarge Box0.8010/20/2010
2012-10-0149293High4910123.02000.07Delivery Truck457.81208.1668.02Barry FrenchNunavutNunavutConsumerOffice SuppliesAppliances1.7 Cubic Foot Compact \"Cube\" Office Refrigera...Jumbo Drum0.5810/2/2012
2012-10-0150293High27244.57000.01Regular Air46.718.692.99Barry FrenchNunavutNunavutConsumerOffice SuppliesBinders and Binder AccessoriesCardinal Slant-D® Ring Binder, Heavy Gauge VinylSmall Box0.3910/3/2012
2011-07-1080483High304965.75950.08Regular Air1198.97195.993.99Clay RozendalNunavutNunavutCorporateTechnologyTelephones and CommunicationR380Small Box0.587/12/2011
2010-08-2885515Not Specified19394.27000.08Regular Air30.9421.785.94Carlos SolteroNunavutNunavutConsumerOffice SuppliesAppliancesHolmes HEPA Air PurifierMedium Box0.508/30/2010
\n", + "
" + ], + "text/plain": [ + " Row ID Order ID Order Priority Order Quantity Sales \\\n", + "Order Date \n", + "2010-10-13 1 3 Low 6 261.5400 \n", + "2012-10-01 49 293 High 49 10123.0200 \n", + "2012-10-01 50 293 High 27 244.5700 \n", + "2011-07-10 80 483 High 30 4965.7595 \n", + "2010-08-28 85 515 Not Specified 19 394.2700 \n", + "\n", + " Discount Ship Mode Profit Unit Price Shipping Cost \\\n", + "Order Date \n", + "2010-10-13 0.04 Regular Air -213.25 38.94 35.00 \n", + "2012-10-01 0.07 Delivery Truck 457.81 208.16 68.02 \n", + "2012-10-01 0.01 Regular Air 46.71 8.69 2.99 \n", + "2011-07-10 0.08 Regular Air 1198.97 195.99 3.99 \n", + "2010-08-28 0.08 Regular Air 30.94 21.78 5.94 \n", + "\n", + " Customer Name Province Region Customer Segment \\\n", + "Order Date \n", + "2010-10-13 Muhammed MacIntyre Nunavut Nunavut Small Business \n", + "2012-10-01 Barry French Nunavut Nunavut Consumer \n", + "2012-10-01 Barry French Nunavut Nunavut Consumer \n", + "2011-07-10 Clay Rozendal Nunavut Nunavut Corporate \n", + "2010-08-28 Carlos Soltero Nunavut Nunavut Consumer \n", + "\n", + " Product Category Product Sub-Category \\\n", + "Order Date \n", + "2010-10-13 Office Supplies Storage & Organization \n", + "2012-10-01 Office Supplies Appliances \n", + "2012-10-01 Office Supplies Binders and Binder Accessories \n", + "2011-07-10 Technology Telephones and Communication \n", + "2010-08-28 Office Supplies Appliances \n", + "\n", + " Product Name \\\n", + "Order Date \n", + "2010-10-13 Eldon Base for stackable storage shelf, platinum \n", + "2012-10-01 1.7 Cubic Foot Compact \"Cube\" Office Refrigera... \n", + "2012-10-01 Cardinal Slant-D® Ring Binder, Heavy Gauge Vinyl \n", + "2011-07-10 R380 \n", + "2010-08-28 Holmes HEPA Air Purifier \n", + "\n", + " Product Container Product Base Margin Ship Date \n", + "Order Date \n", + "2010-10-13 Large Box 0.80 10/20/2010 \n", + "2012-10-01 Jumbo Drum 0.58 10/2/2012 \n", + "2012-10-01 Small Box 0.39 10/3/2012 \n", + "2011-07-10 Small Box 0.58 7/12/2011 \n", + "2010-08-28 Medium Box 0.50 8/30/2010 " + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "address = '/workspaces/python-for-data-science-and-machine-learning-essential-training-part-1-3006708/data/Superstore-Sales.csv'\n", + "df = pd.read_csv(address, index_col=\"Order Date\", encoding='cp1252',parse_dates=True)\n", + "df.head()" + ] + }, + { + "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": [ + "df['Order Quantity'].plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df2 = df.sample(n=100,random_state=25,axis=0)\n", + "plt.xlabel('Order Date')\n", + "plt.ylabel('Order Quantity')\n", + "plt.title('Superstoren Sales')\n", + "df2['Order Quantity'].plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -59,7 +382,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.8" + "version": "3.12.1" } }, "nbformat": 4, diff --git a/notebooks/04_07b.ipynb b/notebooks/04_07b.ipynb index 508fbe7..114291f 100644 --- a/notebooks/04_07b.ipynb +++ b/notebooks/04_07b.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 4, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -37,31 +37,91 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "address = '/workspaces/python-for-data-science-and-machine-learning-essential-training-part-1-3006708/data/mtcars.csv'\n", "\n", "cars = pd.read_csv(address)\n", "\n", "cars.columns = ['car_names','mpg','cyl','disp', 'hp', 'drat', 'wt', 'qsec', 'vs', 'am', 'gear', 'carb']\n", - "cars.index = cars.car_names\n" + "cars.index = cars.car_names\n", + "mpg = cars['mpg']\n", + "mpg.plot(kind='hist')" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(mpg)\n", + "plt.show()" + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.displot(mpg)" + ] }, { "cell_type": "markdown", @@ -72,17 +132,93 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, - "outputs": [], - "source": [] + "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": [ + "sns.displot(mpg)" + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cars.plot(kind='scatter',x='hp',y='mpg',c=['darkgray'],s=150)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.regplot(x='hp',y='mpg',data=cars,scatter=True)" + ] }, { "cell_type": "markdown", @@ -93,17 +229,55 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.pairplot(cars)" + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cars_subset = cars[['mpg','disp','hp','wt']]\n", + "sns.pairplot(cars_subset)\n", + "plt.show()" + ] }, { "cell_type": "markdown", @@ -114,17 +288,74 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcMAAAGLCAYAAAC7jfnfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAA3n0lEQVR4nO3de1hU1cI/8C8zCokoKKCmlaAw44XRAbW8oHjpvF6iVFKPpVgdzdfSOgiKSbcjFWiKmkrZKdAUU9PQvJvW0SgveON1IBXvF0RjUAHBC+zZvz/6zRwnhsseBmdwfz/Pw6OzZq2917Bm5svas/YeJ1EURRAREcmYwt4dICIisjeGIRERyR7DkIiIZI9hSEREsscwJCIi2WMYEhGR7DEMiYhI9hiGREQkewxDIiKSPYYhyYparcbixYvt3Y1H3sGDB6FWq3Hw4MFK6y1evBhqtRo3btx4SD0jsoxhSDaRmpoKtVpt9tOjRw+Eh4dj79699u5ejZ05cwaLFy/GlStX7N0VIqoF9ezdAXq0vP3223jiiScgiiLy8/OxYcMGTJw4EUuXLkW/fv3s3T2rnTlzBkuWLMHTTz+NJ554wt7dISIbYxiSTfXp0wcajcZ0e8SIEejVqxe2bNlSp8PwYSorK4PBYICzs7O9u0IkGzxMSrWqcePGcHFxQb165n93lZSUYPbs2QgJCUFAQAAGDhyIpKQkGL9E5e7duxg0aBAGDRqEu3fvmtrdunULwcHBGD16NARBAAC88847CAwMxOXLlzF+/HhotVoEBwdjyZIlqM6Xsvz++++YMGECgoKCEBgYiFdeeQUZGRmm+1NTU/HPf/4TADBu3DjTYeCqPg/bvn07hgwZAo1Gg9DQUOzatQvvvPMO+vfvb6pz5coVqNVqJCUlYfny5Xj22Weh0Whw9uxZAMD+/fvx8ssvQ6vVomvXrnjjjTdM9xn9dZtGxs/jHqRWqxEbG4tNmzZh4MCB0Gg0CAsLw6FDh8q1v379OmbOnImePXsiICAAzz33HNavX1+u3rVr1/Dmm29Cq9WiR48eiIuLw/379yv93fzVzZs38c9//hNBQUF45pln8PHHH+PevXum+8eOHYsXXnjBYtuBAwdi/PjxlW5/9+7dmDhxIoKDgxEQEIBnn30WiYmJpueQUXh4OEJDQ3Hy5EmMHTsWnTt3xt/+9jfs2LEDAJCeno6RI0eiU6dOGDhwIPbt2yfpcZLj4syQbOr27dumxRD5+flYuXIlSkpKzN7IRFHEG2+8gYMHD2LEiBFo37490tLS8Omnn+L69euIiYnBY489hjlz5uCll17CggULMHPmTABAbGwsioqKEB8fD6VSadqmIAiYMGECOnfujOnTpyMtLQ2LFy+GIAimILPk9OnTGDNmDBo2bIgJEyagXr16WLt2LcLDw5GSkoLOnTujW7duCA8Px8qVKzFp0iS0adMGANC2bdsKt7tnzx5MnToVKpUKUVFRKCgowLvvvovmzZtbrJ+amop79+5h1KhRcHZ2hru7O/bt24fXX38dTzzxBKZMmYK7d+8iJSUFL730ElJTU60+XHvo0CFs27YN4eHhcHZ2xurVqzFhwgSsW7cOKpUKAKDX6zFq1Cg4OTlhzJgxaNq0KX755Re8++67uH37Nl599VUAf/7R8sorryA3Nxfh4eFo1qwZfvjhBxw4cEBSnyIiItCqVStERUUhIyMDK1euRGFhIT799FMAwNChQ/Hee+8hOzvb1EcAOH78OC5cuIA33nij0u1v2LABrq6ueO211+Dq6ooDBw5g0aJFuH37NmbMmGFWt6CgAJMmTcKQIUMwaNAgrF69GpGRkTAYDIiLi8Po0aMRGhqKpKQkvP3229izZw/c3NwkPV5yQCKRDXz//feiSqUq9xMQECCmpqaa1d21a5eoUqnEzz//3Kz8rbfeEtVqtXjx4kVTWUJCgtiuXTvx0KFD4vbt20WVSiUuX77crN2MGTNElUolfvTRR6Yyg8EgTpw4UezYsaOYn59vKlepVOKiRYtMt998802xY8eO4qVLl0xl169fFwMDA8UxY8aYyoz7PnDgQLV+H6GhoWKfPn3E27dvm8oOHjwoqlQqsV+/fqayy5cviyqVSgwKCjLrpyiK4tChQ8UePXqIN2/eNJWdOHFCbNeunRgdHW32+B/cptGiRYtElUplVmYcF51OZyrLyckRNRqNOHnyZFNZTEyM2KtXL/HGjRtm7adOnSp26dJFvHPnjiiKorh8+XJRpVKJ27ZtM9UpKSkR//a3v1Xr92Xs46RJk8zK//Wvf4kqlUo8ceKEKIqiWFhYKGo0GnHu3Llm9T766CNRq9WKxcXFle7H2N8Hvf/++2Lnzp3Fe/fumcrGjh0rqlQqcfPmzaays2fPiiqVSmzXrp2YkZFhKk9LSxNVKpX4/fffV7pvqht4mJRs6oMPPsCyZcuwbNkyzJ07F8888wzee+89/Pjjj6Y6v/zyC5RKJcLDw83a/uMf/4Aoivjll19MZVOmTIGfnx9mzJiBWbNm4emnn8a4ceMs7nvMmDGm/xtnNKWlpdi/f7/F+oIg4LfffsOzzz6LJ5980lTerFkzhIaG4siRI7h9+7bk38H169eRnZ2NYcOGoWHDhqbyp59+2mxW86D/+Z//QdOmTU23//jjD5w4cQLDhw+Hh4eHqbxdu3bo2bNnjVboBgYGIiAgwHS7ZcuWGDBgAH799VcIggBRFPHjjz+if//+EEURN27cMP0EBwejqKgIWVlZAP4cS29vbwwaNMi0vQYNGmDUqFGS+vTg2AF/HhY1bh8AGjVqhAEDBmDr1q2mQ9+CIGD79u0YMGAAXF1dK93+Y489Zvq/8ehF165dcefOHZw7d86srqurK5577jnT7TZt2qBx48Zo27YtOnfubCo3/v/y5cuSHis5Jh4mJZvq1KmT2QKa0NBQDBs2DLGxsejbty+cnZ2Rk5ODZs2alTu0ZDzsmJOTYypzdnZGXFwcRowYARcXF8TFxcHJyancfhUKhVmgAYCvr2+57T3oxo0buHPnjqneX/tiMBiQm5sLf3//aj76P129ehUA8NRTT5W7r3Xr1vj999/Llf/1kKdxGxX17ddff0VJSUmVIWBJ69aty5X5+Pjgzp07uHHjBhQKBQoLC7F27VqsXbvW4jaMh8JzcnLQunXrcmNiqd9S+vTUU09BoVCYncoybNgwbNu2DYcPH0a3bt2wb98+6PV6DB06tMrtnz59GgsXLsSBAwfK/YFTVFRkdrtFixblHk+jRo3QokWLcmUAUFhYWPUDJIfHMKRapVAo8Mwzz2DFihW4ePGi5GABgF9//RUAcO/ePVy8eLFc6D0KHpy5SGXpjwMA5RaHVJfBYAAAvPDCCxg+fLjFOn9dmGNrlh5TcHAwvLy8sGnTJnTr1g2bNm2Ct7c3evbsWem2CgsLMXbsWLi5ueHtt9/GU089BRcXF2RlZWHevHmmx2v04GfR1SkXq7FIixwfw5BqnfFNuaSkBADQqlUr7N+/H7dv3zabHRoPV7Vq1cpUdvLkSSQmJiIsLAwnT57Ee++9h82bN5v+KjcyGAy4fPmy2Yzk/Pnz5bb3oKZNm6JBgwameg86d+4cFAoFHn/8cQAVB44lLVu2BABcunSp3H0XL16UtI2K+takSRPTrLBx48YWZyfG2WV1+nDhwgU0aNDAdKi2YcOGMBgMVQZNq1atkJ2dDVEUzX5Hlvpdmb/+kXPx4kUYDAazGbNSqURoaCg2bNiAadOmYffu3Rg1alSFIWWUnp6OW7duYcmSJejWrZupnBdQoAfxM0OqVaWlpfjtt99Qv35902HQPn36QBAErFq1yqzu8uXL4eTkhD59+pjazpw5E82aNcO7776L+Ph46PV6xMXFWdzXg9sTRRGrVq1C/fr10aNHD4v1lUolevXqhZ9++snsjVGv12PLli3o0qWLKawbNGgAoPwhNUuaN28OlUqFjRs3ori42FSenp6O7OzsKtsDf35u2b59e2zcuNEs6LKzs/Hbb78hJCTEVPbUU0+hqKgIJ0+eNJUtXboU27dvt7jtY8eOmT7zA4Dc3Fz89NNP6NWrF5RKJZRKJQYOHIidO3da7O+Dl07r06cP/vjjD9OpBwBw584dfPfdd9V6nEZ/fS6kpKSYtv+goUOHoqCgAB988EG5VcoVUSj+fJt7cAZ3//59fPvtt5L6SI82zgzJpn755RfTDO/GjRvYvHkzLly4gIkTJ5qCpX///njmmWewYMEC5OTkQK1W47fffsNPP/2EV155xfRZ2xdffIETJ05g+fLlcHNzQ7t27TB58mQsXLgQgwYNMgsEFxcXpKWlYcaMGejUqRPS0tKwZ88eTJo0yWxhyl9FRERg3759ePnll/Hyyy9DqVRi7dq1uH//PqZPn26q1759eyiVSnz11VcoKiqCs7MzunfvDk9PT4vbnTp1Kt5880289NJLCAsLQ2FhIVatWgWVSmUWkJWJjo7G66+/jr///e8YMWKE6dSKRo0aYcqUKaZ6Q4YMwbx58zBlyhSEh4fj7t27WLx4MZydnS2e76dSqTB+/HizUysA4K233jLViYqKwsGDBzFq1CiMHDkSfn5+KCgoQFZWFvbv34/09HQAwKhRo7Bq1SrMmDEDWVlZ8Pb2xg8//CD5sO+VK1cwadIk9O7dGxkZGdi0aRNCQ0PRrl07s3odOnSASqXCjh070LZtW3Ts2LHKbQcGBsLd3R3vvPMOwsPD4eTkhB9++IGHN8kMZ4ZkU4sWLUJ0dDSio6OxYMECGAwG/Otf/0JkZKSpjkKhwBdffIFXXnkF//nPfxAfH4+zZ88iOjradD5hVlYWvvzyS4wdOxbdu3c3tZ04cSI0Gg3ee+89sxmTUqnE119/Db1ej7lz50Kn02HKlCmVnmMIAP7+/li1ahX8/f3x5ZdfIjExES1btsSKFSvMVg56e3tj1qxZyM/Px7vvvovIyEicOXOmwu32798f8+fPR2lpKRISErBr1y7Ex8fD19cXLi4u1fpd9uzZE19//TU8PDywaNEiJCcno3Pnzli9erXZIcUmTZpgyZIlaNCgAebOnYsNGzbA09PTbBXqg7p164aYmBhs2rQJixYtgru7O7766iuz4PHy8sK6desQFhaGXbt24aOPPsKKFStQUFCAadOmmeo1aNAAy5cvR69evZCSkoIvvvgCXbp0MftDojoWLlwIZ2dnJCQkYO/evRg7dmyFRwCMC2aqs3AG+PP3s3TpUnh7e2PhwoVISkpCz549JfeRHm1OIv88ojrunXfewc6dO3Hs2DF7d6VKQ4cORdOmTbFs2bJq1T958iSGDh2Kzz//HAMGDAAAZGZm4sUXX0SHDh2wYcMGU90JEyagoKAA+fn55VbQPv3001i5ciXUajXGjBmDDz74wHYP6iH75ptvEB8fj59//tn02SpRTfEwKVEtKC0thZOTk9ll6A4ePIiTJ08iIiKi2ttRqVRo3LgxDh8+bArDw4cPQ6FQ4OTJk6ZFSAaDAceOHcOoUaPQpUsXfPTRR3B1dcWkSZMA/DnTexSIooj169ejW7duDEKyKYYhUS24fv06XnvtNbzwwgto1qwZzp07hzVr1sDb2xujR4+u9nYUCgWCgoJw+PBhU9mRI0fw7LPP4qeffsLRo0fRp08fUzB27doVAwYMwMKFC9GkSZNqH0p0dCUlJfj5559x8OBBZGdn4/PPP7d3l+gRwzAkqgXu7u7o2LEj1q1bhxs3bsDV1RUhISGYNm0amjRpImlbXbp0wWeffWY6yf7IkSOYOnUqcnJycOTIEfTp0weHDx+Gk5MTunTpUkuPyL5u3LiBqKgoNG7cGJMmTTLNkolshWFIdd7s2bMxe/Zse3fDTKNGjbBw4UKbbKtr164oKytDRkYGWrRogfz8fHTt2hVnzpwxzRgPHz4MPz+/ChfNGJ06dcomfXrYnnjiiTrbd6obuJqUyMEFBATAxcUFhw4dwpEjR+Dp6QlfX1907doVx48fx/3793HkyJFHdlZI9DBwZkjk4JydndGpUyccPnwYLVu2RNeuXQH8efj0/v372LRpE/R6vdnVVaRcMYeIODMkqhO6dOmC48eP4+DBg6YZYNOmTdG2bVt89dVXAGAKSeDP8/94AWmi6mMYEtUBXbt2xd27d5Gbm2sWel27dsWFCxfQqlUrs29V6NixI06dOoXPP/8cW7durfBrrIjoTzxMSlQHBAYGQqlU4rHHHjO7UkzXrl2xdu1as4AEgMmTJ+Pq1av4+uuvUVxcjKeffrrCa7QSEa9AQ0RExMOkREREDEMiIpI9hiEREckew5CIiGSPYUhERLLHMCQiItmrE+cZGgwGlJWVQaFQ8DJTRERUbaIowmAwoF69elAoKp7/1YkwLCsrg06ns3c3iIiojtJoNHB2dq7w/joRhsY012g0UCqVdu4NCYIAnU7H8SCygK8Px2Icj8pmhUAdCUPjoVGlUsknlwPheBBVjK8Px1LVR2xcQENERLInaWa4ePFiLFmyxKzM19cXO3bssFg/NTUVM2fONCtzdnbm539ERORQJB8m9ff3x7Jly0y3qzoM4ObmZhaWXA1KRESORnIYKpVKeHt7V7u+k5OTpPpEREQPm+QwvHjxIoKDg+Hi4gKtVouoqCi0bNmywvolJSXo168fDAYDOnTogMjISPj7+1vVWUEQrGpHtmUcB44HUXl8fTiW6o6DpO8z3Lt3L0pKSuDr64u8vDwkJibi+vXr2Lx5M9zc3MrVP3bsGC5evAi1Wo2ioiIkJyfj0KFD2Lp1q9m3clfnwWRkZFS7PtUeQRBw7Ngx6PV6eHl5mb50lojIkWm12krfq2r05b6FhYXo168f3nnnHYwcObLK+qWlpRgyZAiee+45REREVHs/xjDkeTv2tWHDBkyfPh0XLlwwlfn4+GDu3LkYPny4/TpG5EB4nqFjMY5HVWFYo/MMGzduDB8fH1y6dKla9evXr4/27dtXu/5f8bwd+0lNTcWoUaMQGhqKlJQUGAwGKBQKzJkzB6NGjcL69esRFhZm724SOQy+X9UtNTrPsLi4GJcvX672AhlBEJCdnc0FNXWMIAiIiopCaGgoNm7ciO7du8PV1RXdu3fHxo0bERoaimnTpvEzEiKqsySF4Zw5c5Ceno4rV67g6NGjmDJlChQKBUJDQwEA0dHRSEhIMNVfsmQJfv31V1y+fBlZWVmYPn06rl69Wq1DquQ40tLScOHCBcTExJS7pJFCocDMmTNx/vx5pKWl2amHREQ1I+kw6bVr1xAZGYlbt26hadOm6NKlC7777js0bdoUAJCbm2v2ZllYWIj3338feXl5cHd3R8eOHbFmzRr4+fnZ9lFQrcrNzQUABAQEWLzfWG6sR0RU10gKwwULFlR6/8qVK81ux8TEICYmRnqvyKE8/vjjAIDMzEx069YNe/bswYEDB3Dr1i307dsXmZmZZvWIiOqaOnGhbrKv3r17w8fHB2+99Rb0en251aReXl7w9fVF79697ddJIqIa4IW6qUpKpRIjR47E4cOHcefOHSxduhTbt2/H0qVLcefOHRw+fBgjRozgyjkiqrNqdJ7hw2I8z7Cq80SodgiCAD8/P3h5eSEvLw8XL1403WecGebn5+P06dMcH5I9vl85luqOBw+TUpWMq0lXr15t9plh9+7d0bdvX6Snp6Nnz55IS0tD37597d1dIiLJGIZUpQdXkyqVSvTt2xceHh6mv7S4mpSI6jp+ZkhVenA1qSAI2LNnD3bs2IE9e/ZAEASuJiWiOo8zQ6rSg6tJ//qZYevWreHt7c3VpERUp3FmSFV6cDXp3bt3sXTpUuzYsQNLly7F3bt3uZqUiOo8rialKj24mvSv5xn6+vrC09OTq0mJ/j++XzkWriYlm+FqUiJ61DEMqUpcTUpEjzp+ZkhVenA1qSVcTUpEdR3DkKpkXE0aFxcHg8Fgdp/BYEB8fDxXkxJRncYwpCoplUokJCRgy5YtGDZsGPbv34/i4mLs378fw4YNw5YtWzBv3jwuFiCiOoufGVK1hIWFYf369YiKijKbAfr6+mL9+vUICwuzY++IiGqGYUjVFhYWhqFDh5ZbTcoZIRHVdQxDksTSalIiorqOnxkSEZHsMQyJiEj2GIZERCR7DEMiIpI9hiEREckew5CIiGSPYUhERLInKQwXL14MtVpt9jNo0KBK22zfvh2DBg2CRqPB888/j71799aow0RERLYm+aR7f39/LFu2zHS7spOujx49iqioKERGRqJfv37YvHkzJk+ejNTUVKhUKut6TEREZGOSD5MqlUp4e3ubfpo2bVph3RUrVqB3796YMGEC2rZti4iICHTo0AEpKSk16jQREZEtSZ4ZXrx4EcHBwXBxcYFWq0VUVBRatmxpsW5GRgZeffVVs7Lg4GDs3r3bqs4KgmBVO7It4zhwPIjK4+vDsVR3HCSFYadOnUzfXZeXl4fExESMGTMGmzdvhpubW7n6er0eXl5eZmWenp7Q6/VSdmui0+msake1g+NBVDG+PuoWSWEYEhJi+n+7du3QuXNn9OvXD9u3b8fIkSNt3rm/0mg0vDC0AxAEATqdjuNBZAFfH47FOB5VqdG3VjRu3Bg+Pj64dOmSxfu9vLzKzQLz8/PLzRarS6lU8snlQDgeRBXj66NuqdF5hsXFxbh8+TK8vb0t3q/VanHgwAGzsn379kGr1dZkt0RERDYlKQznzJmD9PR0XLlyBUePHsWUKVOgUCgQGhoKAIiOjkZCQoKp/rhx45CWlobk5GScPXsWixcvRmZmJsaOHWvbR0FERFQDkg6TXrt2DZGRkbh16xaaNm2KLl264LvvvjOdXpGbmwuF4r/5GhQUhHnz5mHhwoWYP38+fHx8kJiYyHMMiYjIoUgKwwULFlR6/8qVK8uVDR48GIMHD5bWKyIiooeI1yYlIiLZYxgSEZHsMQyJiEj2GIZERCR7DEMiIpI9hiEREckew5CIiGSPYUhERLLHMCQiItljGBIRkewxDImISPYYhkREJHsMQyIikj2GIRERyR7DkIiIZI9hSEREsscwJCIi2WMYEhGR7DEMiYhI9hiGREQkewxDIiKSPYYhERHJHsOQiIhkj2FIRESyV6Mw/Pe//w21Wo1PPvmkwjqpqalQq9VmPxqNpia7JSIisql61jY8fvw41qxZA7VaXWVdNzc37Nixw3TbycnJ2t0SERHZnFUzw+LiYkyfPh0ff/wx3N3dq6zv5OQEb29v04+Xl5c1uyUiIqoVVs0MY2NjERISgp49e+KLL76osn5JSQn69esHg8GADh06IDIyEv7+/pL3KwiCNd0lGzOOA8eDqDy+PhxLdcdBchhu3boVv//+O9avX1+t+r6+voiLi4NarUZRURGSk5MxevRobN26FS1atJC0b51OJ7W7VIs4HkQV4+ujbpEUhrm5ufjkk0+QnJwMFxeXarUJDAxEYGCg2e0hQ4ZgzZo1iIiIkNRZjUYDpVIpqQ3ZniAI0Ol0HA8iC/j6cCzG8aiKpDDMyspCfn4+wsLCzHZ06NAhrFq1CjqdrsrBr1+/Ptq3b49Lly5J2TUAQKlU8snlQDgeRBXj66NukRSG3bt3x+bNm83KZs6ciTZt2uD111+v1sALgoDs7GyEhIRI6ykREVEtkRSGbm5uUKlUZmWurq7w8PAwlUdHR6N58+aIiooCACxZsgRarRatW7dGYWEhkpKScPXqVYwcOdJGD4GIiKhmrD7PsCK5ublQKP57xkZhYSHef/995OXlwd3dHR07dsSaNWvg5+dn610TERFZxUkURdHenaiKIAjIyMiAVqvlMXgHwPEgqhhfH46luuPBa5MSEZHsMQyJiEj2GIZERCR7DEMiIpI9hiEREckew5CIiGSPYUhERLLHMCQiItljGBIRkewxDImISPYYhkREJHsMQyIikj2GIRERyR7DkIiIZI9hSEREsscwJCIi2WMYEhGR7DEMiYhI9hiGREQkewxDIiKSPYYhERHJHsOQiIhkr569O0CO6dy5c7h165bF+wRBwNHMkzAYDFAqleXu9/DwQJs2bWq5h0REtlOjMPz3v/+NhIQEjBs3Du+++26F9bZv347PPvsMOTk58PHxwbRp0xASElKTXVMt0uv18Pf3h8FgsKq9UqnEtWvX4OXlZeOeERHVDqvD8Pjx41izZg3UanWl9Y4ePYqoqChERkaiX79+2Lx5MyZPnozU1FSoVCprd0+1yMvLC6dPn65wZpidW4Cp645jwchOUD3uXu5+Dw8PBiER1SlWhWFxcTGmT5+Ojz/+GF988UWldVesWIHevXtjwoQJAICIiAjs27cPKSkpiI2NtWb39BBUdphTeekGXNJK0F7TGZ2favoQe0VEVDusWkATGxuLkJAQ9OzZs8q6GRkZ6NGjh1lZcHAwMjIyrNk1ERGRzUmeGW7duhW///471q9fX636er2+3CEzT09P6PV6qbuGIAiS25DtGT9LNBgMHBOivzC+JvjacAzVHQdJYZibm4tPPvkEycnJcHFxsapjNaHT6R76Pqm8czdLAQBnzpyBIb++nXtD5Jj4flW3SArDrKws5OfnIywszFQmCAIOHTqEVatWQafTlVtq7+XlVW4WmJ+fb9UCC41GY3EpPz1ciss3gd358PPzQ6cnm9i7O0QORRAE6HQ6vl85CON4VEVSGHbv3h2bN282K5s5cybatGmD119/3eLAa7VaHDhwAK+++qqpbN++fdBqtVJ2DeDPJft8ctmfQqEw/cvxILKM71d1i6QwdHNzK3c6hKurKzw8PEzl0dHRaN68OaKiogAA48aNQ3h4OJKTkxESEoJt27YhMzOTK0mJiMhh2PxybLm5ucjLyzPdDgoKwrx587B27VoMHToUO3fuRGJiIs8xJCIih1Hjy7GtXLmy0tsAMHjwYAwePLimuyIiIqoVvFA3ERHJHsOQiIhkj2FIRESyxzAkIiLZ4/cZyth5fTGK75VJbnc277bpX2vOo2roUg++Xg0ltyMiqi0MQ5k6ry9Gv3l7arSNyHXWX27qP9P6MhCJyGEwDGXKOCNc+Hct/Jq5SWorCAKOZZ5EYEA7yTPDM3/cRsTaDKtmpEREtYVhKHN+zdwQ0Kr8F/RWRhAElOW5IKCVOy83RUSPBC6gISIi2WMYEhGR7DEMiYhI9hiGREQkewxDIiKSPYYhERHJHsOQiIhkj2FIRESyxzAkIiLZYxgSEZHsMQyJiEj2GIZERCR7DEMiIpI9hiEREckew5CIiGSP32dIRCTRuXPncOvWLYv3CYKAo5knYTAYLH7fp4eHB9q0aVPLPSSpJIXht99+i9WrVyMnJwcA4O/vjzfffBMhISEW66empmLmzJlmZc7OztDpdFZ2l4jIvvR6Pfz9/WEwGKxqr1Qqce3aNXh5edm4Z1QTksKwRYsWmDZtGlq3bg1RFLFx40ZMnjwZGzZsgL+/v8U2bm5u2LFjh+m2k5NTzXpMRGRHXl5eOH36dIUzw+zcAkxddxwLRnaC6nH3cvd7eHgwCB2QpDDs37+/2e2pU6di9erVyMjIqDAMnZyc4O3tbX0PqdY41SvE+cJTUDzmJqmdQTDgwp0LcMl3gUIp7WPn84W34VSvUFIbIkdT2WFO5aUbcEkrQXtNZ3R+qulD7BXVhNWfGQqCgB07dqCkpASBgYEV1ispKUG/fv1gMBjQoUMHREZGVhic9HDV9ziImPQ46zdw1tr9DgAwxPr9EhHZmOQwPHXqFEaPHo179+7B1dUViYmJ8PPzs1jX19cXcXFxUKvVKCoqQnJyMkaPHo2tW7eiRYsWkjsrCILkNmSZIAgovfUMPh08Gn7e0maGgkHAmTNn4OfnB6Wi/AKBypzJu42pq89DEASOJz2SjJ8lGgwGPscdQHXHQHIY+vr6YuPGjSgqKsLOnTsxY8YMpKSkWAzEwMBAs1ljYGAghgwZgjVr1iAiIkLqrrnwxobO3SyFWNYYpbnAvbv3JLf3aeCDspwylKFMUrvSm4BY1hjZ2dkoy6sveb9Eju7czVIAwJkzZ2DI53O8rpAchs7OzmjdujUAICAgADqdDitWrEBsbGyVbevXr4/27dvj0qVL0nsKQKPRWFyqTNLVyykAdu+HSqVCQKvyH/JXRhAE6HQ6q8ajJvslqgsUl28Cu/Ph5+eHTk82sXd3ZM/4flWVGp9naDAYcP/+/Wp3Kjs7u8JTMaqiVCoZhjZi/D3W5HdqTVtb7JfIkSkUCtO/fI7XHZLCMCEhAX369MHjjz+O4uJibNmyBenp6UhKSgIAREdHo3nz5oiKigIALFmyBFqtFq1bt0ZhYSGSkpJw9epVjBw50vaPhKySmVMguY0gCNBdv4d6OQWSX+xn/rgteX9ERLVNUhjm5+djxowZ+OOPP9CoUSOo1WokJSWhV69eAIDc3FzTX0UAUFhYiPfffx95eXlwd3dHx44dsWbNmgoX3NDDU2YQAQDvpNbgc9hf9lvdtKELL35ERI7DSRRF0d6dqIogCMjIyIBWq+VhBxvKuHwL9RTSL4KQfa0Aket0mD9SA1UL6Z/7NXSpB1+vhpLbEdUF/3fpBoZ+vh8/vNmD5xk6gOrmB/88lzHtkx5WtTMuVW7r7cZFMET0SOC3VhARkewxDImISPYYhkREJHsMQyIikj2GIRERyR7DkIiIZI9hSEREsscwJCIi2WMYEhGR7DEMiYhI9hiGREQkewxDIiKSPYYhERHJHsOQiIhkj2FIRESyxzAkIiLZ45f7kkXnzp3DrVu3LN6XnVuAe9fO4ITOFYK+/Jf7enh4oE2bNrXcQyIi22EYUjl6vR7+/v4wGAyV1nvpG8vlSqUS165dg5eXVy30jojI9hiGVI6XlxdOnz5d4cxQEAQczTyJoIB2UCqV5e738PBgEBJRncIwJIsqO8wpCAIUCgW0Wq3FMCQiqmu4gIaIiGSPYUhERLLHMCQiItmTFIbffvstnn/+eQQFBSEoKAh///vfsXfv3krbbN++HYMGDYJGo8Hzzz9fZX0iIqKHTVIYtmjRAtOmTUNqaiq+//57dO/eHZMnT8bp06ct1j969CiioqIwYsQIbNy4EQMGDMDkyZORnZ1tk84TERHZgqQw7N+/P0JCQuDj4wNfX19MnToVrq6uyMjIsFh/xYoV6N27NyZMmIC2bdsiIiICHTp0QEpKii36TkREZBNWn1ohCAJ27NiBkpISBAYGWqyTkZGBV1991awsODgYu3fvtnqfZH/GceB4EJVnvFiFwWDga8QBVHcMJIfhqVOnMHr0aNy7dw+urq5ITEyEn5+fxbp6vb7cydeenp7Q6/VSdwsA0Ol0VrWj2sHxICrv3M1SAMCZM2dgyK9v595QdUkOQ19fX2zcuBFFRUXYuXMnZsyYgZSUlAoD0ZY0Gg1P8nYAgiBAp9NxPIgsUFy+CezOh5+fHzo92cTe3ZE94/tVVSSHobOzM1q3bg0ACAgIgE6nw4oVKxAbG1uurpeXV7lZYH5+vtWX6lIqlXzzdSAcD6LyFAqF6V++PuqOGp9naDAYcP/+fYv3abVaHDhwwKxs37590Gq1Nd0tERGRzUgKw4SEBBw6dAhXrlzBqVOnkJCQgPT0dDz//PMAgOjoaCQkJJjqjxs3DmlpaUhOTsbZs2exePFiZGZmYuzYsbZ9FERERDUg6TBpfn4+ZsyYgT/++AONGjWCWq1GUlISevXqBQDIzc01HSIAgKCgIMybNw8LFy7E/Pnz4ePjg8TERKhUKts+CiIiohqQFIZxcXGV3r9y5cpyZYMHD8bgwYOl9YqIiOgh4rVJiYhI9hiGREQkewxDIiKSPYYhERHJHsOQiIhkj2FIRESyxzAkIiLZYxgSEZHsWf19hkREj7Lz+mIU3yuT3O5s3m3Tv9ZcqLuhSz34ejWU3I5qhmFIRPQX5/XF6DdvT422EbnO+u/7/M+0vgzEh4xhSET0F8YZ4cK/a+HXzE1SW0EQcCzzJAID2kmeGZ754zYi1mZYNSOlmmEYEhFVwK+ZGwJauUtqIwgCyvJcENDKnd9nWIdwAQ0REckew5CIiGSPYUhERLLHMCQiItljGBIRkewxDImISPYYhkREJHsMQyIikj2GIRERyR7DkIiIZI9hSEREsscwJCIi2ZN0oe4vv/wSP/74I86dO4fHHnsMgYGBmDZtGtq0aVNhm9TUVMycOdOszNnZGTqd9V9vQkREZEuSwjA9PR1jxoyBRqOBIAiYP38+xo8fj61bt8LV1bXCdm5ubtixY4fptpOTk/U9JiIisjFJYZiUlGR2e/bs2ejRoweysrLQrVu3Cts5OTnB29vbuh6SQxEEAXv27MGBAwdw69Yt9O3bl19TQ0R1Xo2+z7CoqAgA4O5e+fd9lZSUoF+/fjAYDOjQoQMiIyPh7+8veX+CIFjVT7KNDRs2YPr06bhw4YKpzMfHB3PnzsXw4cPt1zEiGzO+1wiCIPl958G2D3O/ZFl1f49Wh6HBYEBcXByCgoKgUqkqrOfr64u4uDio1WoUFRUhOTkZo0ePxtatW9GiRQtJ++TnjPbz888/Y8aMGQgODsaHH36Itm3b4uzZs0hOTsaoUaMwZ84c9O/f397dJLKJczdLAQDZ2dkoy6tv1Taseb+yxX7JOk6iKIrWNPzwww+RlpaGb7/9VlKolZaWYsiQIXjuuecQERFRrTaCICAjIwMajYaH5OxAEASo1WoEBAQgNTUVoihCp9NBo9HAyckJYWFhyMrKwsmTJzk+9EjIzCnA0M/344c3e1j1TffG14fU10NN9kuWGcdDq9VWOh5WzQxjY2OxZ88epKSkSJ7d1a9fH+3bt8elS5ck71epVPLN1g7S0tJw4cIFrF69GvXr1zcddjCOR0xMDHr27Il9+/ahb9++9u0skQ0Y32dq8p5jTVtb7JesI+k8Q1EUERsbi127duGbb77Bk08+KXmHgiAgOzubC2rqkNzcXABAQECAxfuN5cZ6RER1jaQwnDVrFjZt2oSEhAQ0bNgQeXl5yMvLw927d011oqOjkZCQYLq9ZMkS/Prrr7h8+TKysrIwffp0XL16FSNHjrTdo6Ba9fjjjwMAMjMzLd5vLDfWIyKqayQdJl29ejUAIDw83Kw8Pj4eYWFhAP6cHSgU/83YwsJCvP/++8jLy4O7uzs6duyINWvWwM/Pr6Z9p4ekd+/e8PHxQVxcHDZu3Gh2n8FgQHx8PHx9fdG7d2/7dJCIqIYkheGpU6eqrLNy5Uqz2zExMYiJiZHWK3IoSqUSCQkJGDFiBIYNG4bo6GgYDAbs378fn376KbZs2YL169fzMw4iqrNqdJ4hyUdYWBjWr1+PqKgosxmgr68v1q9fbzoyQERUFzEMqdrCwsIwdOhQ0xVounfvzivQENEjgWFIkiiVSvTt2xceHh5VnrdDRFRX8CuciIhI9hiGREQkezxMSkRkgVO9QpwvPAXFY26S2hkEAy7cuQCXfBcolNLmG+cLb8OpXqGkNmQbDEMiIgvqexxETHqc9Rs4a+1+BwAYYv1+ySoMQyIiC0pvPYOE515G22bSZ4ansk9BrVJLnhme/eM23l5lZYpSjTAMiYgsEMsaw7exGh08pX9rxb0G99Des73k1daGuwUQy/IktSHb4AIaIiKSPYYhERHJHsOQiIhkj2FIRESyxzAkIiLZYxgSEZHsMQyJiEj2GIZERCR7DEMiIpI9hiEREckew5CIiGSPYUhERLLHMCQiItljGBIRkewxDImISPYkheGXX36JF198EYGBgejRowfefPNNnDt3rsp227dvx6BBg6DRaPD8889j7969VneYiIjI1iSFYXp6OsaMGYPvvvsOy5YtQ1lZGcaPH4+SkpIK2xw9ehRRUVEYMWIENm7ciAEDBmDy5MnIzs6uceeJiIhsQVIYJiUlISwsDP7+/mjXrh1mz56Nq1evIisrq8I2K1asQO/evTFhwgS0bdsWERER6NChA1JSUmrceSIiIluoV5PGRUVFAAB3d/cK62RkZODVV181KwsODsbu3bsl708QBMltyPaM48DxoEfVg89xqc/zmrw+arJfsqy6v0erw9BgMCAuLg5BQUFQqVQV1tPr9fDy8jIr8/T0hF6vl7xPnU4nuQ3VHo4HParO3SwFAGRnZ6Msr75V27Dm9WGL/ZJ1rA7DWbNm4fTp0/j2229t2Z9KaTQaKJXKh7Y/skwQBOh0Oo4HPbLq5RQAu/dDpVIhoFXFR74sqcnroyb7JcuM41EVq8IwNjYWe/bsQUpKClq0aFFpXS8vr3KzwPz8/HKzxepQKpV883UgHA96VBmf1zV5jlvT1hb7JetIWkAjiiJiY2Oxa9cufPPNN3jyySerbKPVanHgwAGzsn379kGr1UrqKBERUW2RNDOcNWsWtmzZgs8//xwNGzZEXl4eAKBRo0Z47LHHAADR0dFo3rw5oqKiAADjxo1DeHg4kpOTERISgm3btiEzMxOxsbE2fihERLaVmVMguY0gCNBdv4d6OQWSZ3dn/rgteX9kG5LCcPXq1QCA8PBws/L4+HiEhYUBAHJzc6FQ/HfCGRQUhHnz5mHhwoWYP38+fHx8kJiYWOmiGyIieyoziACAd1JrsEjsl/1WN23oUqOF/mQFJ1EURXt3oiqCICAjIwNarZbH0R0Ax4PkIOPyLdRTOElul32tAJHrdJg/UgNVC+mLYBq61IOvV0PJ7ciy6r5f8c8PIiILtE96WNXOeF5bW283rgitQ3ihbiIikj2GIRERyR7DkIiIZI9hSEREsscwJCIi2WMYEhGR7DEMiYhI9hiGREQkewxDIiKSPYYhERHJHsOQiIhkj2FIRESyxzAkIiLZYxgSEZHsMQyJiEj2GIZERCR7DEMiIpI9hiEREckew5CIiGSPYUhERLLHMCQiItljGBIRkewxDImISPYkh+GhQ4cwadIkBAcHQ61WY/fu3ZXWP3jwINRqdbmfvLw8qztNRERkS/WkNigpKYFarcaLL76IKVOmVLvdjh074ObmZrrt6ekpdddERES1QnIYhoSEICQkRPKOPD090bhxY8ntiIgczblz53Dr1i2L92XnFuDetTM4oXOFoHcvd7+HhwfatGlTyz0kqSSHobWGDRuG+/fvw9/fH1OmTEGXLl0kb0MQhFroGUllHAeOB8mRXq+Hv78/DAZDpfVe+sZyuVKpRE5ODry8vGqhd/RX1X2fqvUw9Pb2xqxZsxAQEID79+9j3bp1GDduHL777jt07NhR0rZ0Ol0t9ZKswfEguUpNTcXt27crvP/2fQPcnC0vyXBzc8OVK1dw5cqV2uoeWaHWw7BNmzZmhwSCgoJw+fJlLF++HHPnzpW0LY1GA6VSaesukkSCIECn03E8SLa0Wm2F9/H14ViM41GVh3aY9EEajQZHjx6V3E6pVPLJ5UA4HkQV4+ujbrHLeYYnT56Et7e3PXZNRERUjuSZYXFxMS5dumS6feXKFZw4cQLu7u5o2bIlEhIScP36dXz66acAgOXLl+OJJ56Av78/7t27h3Xr1uHAgQNITk623aMgIiKqAclhmJmZiXHjxplux8fHAwCGDx+O2bNnIy8vD7m5uab7S0tLMWfOHFy/fh0NGjSASqXCsmXL0L17dxt0n4iIqOacRFEU7d2JqgiCgIyMDGi1Wh6DdwAcD6KK8fXhWKo7Hrw2KRERyR7DkIiIZI9hSEREsscwJCIi2WMYEhGR7NnlCjRSGRe88sLQjoEX6iaqGF8fjsU4DlWdOFEnTq24f/8+LwpNRERW02g0cHZ2rvD+OhGGBoMBZWVlUCgUcHJysnd3iIiojhBFEQaDAfXq1YNCUfEng3UiDImIiGoTF9AQEZHsMQyJiEj2GIZERCR7DEMiIpI9hiEREckew5CIiGSPYUhERLLHMCQiItljGJIkq1atQv/+/aHRaDBy5EgcP37c3l0icgiHDh3CpEmTEBwcDLVajd27d9u7SyQBw5Cqbdu2bYiPj8fkyZOxYcMGtGvXDuPHj0d+fr69u0ZkdyUlJVCr1fjwww/t3RWyAi/HRtU2cuRIaDQafPDBBwD+vGZsSEgIwsPDMXHiRDv3jshxqNVqJCYm4tlnn7V3V6iaODOkarl//z6ysrLQs2dPU5lCoUDPnj1x7NgxO/aMiKjmGIZULTdv3oQgCPD09DQr9/T0hF6vt1OviIhsg2FIRESyxzCkamnSpAmUSmW5xTL5+fnw8vKyU6+IiGyDYUjV4uzsjI4dO2L//v2mMoPBgP379yMwMNCOPSMiqrl69u4A1R2vvfYaZsyYgYCAAHTq1AnffPMN7ty5g7CwMHt3jcjuiouLcenSJdPtK1eu4MSJE3B3d0fLli3t2DOqDp5aQZKkpKQgKSkJeXl5aN++Pd577z107tzZ3t0isruDBw9i3Lhx5cqHDx+O2bNn26FHJAXDkIiIZI+fGRIRkewxDImISPYYhkREJHsMQyIikj2GIRERyR7DkIiIZI9hSEREsscwJCIi2WMYEhGR7DEMiYhI9hiGRA7ul19+wUsvvYSuXbvimWeewf/+7/+aLgh95coVqNVqbNu2DS+//DI6deqEF198EefPn8fx48cRFhaGwMBATJgwATdu3LDzIyFyXLw2KZGD27lzJ5ycnKBWq1FSUoLPPvsMOTk5+OGHH3D16lUMGDAAbdq0QUxMDFq2bImYmBiUlpaiYcOGiIiIQIMGDRAREYEePXpg1qxZ9n44RA6JX+FE5OAGDhxodjsuLg49evTAmTNn4OrqCgD4xz/+gd69ewMAxo0bh8jISCxfvhxdunQBAIwYMQKpqakPt+NEdQjDkMjBXbhwAYsWLcL//d//4ebNmzAezMnNzUXbtm0BAGq12lTf09PTYhkPkxJVjGFI5OAmTZqEVq1a4eOPP0azZs1gMBgQGhqK0tJSU5369eub/u/k5AQAqFevnlmZwWB4eJ0mqmO4gIbIgd28eRPnz5/HG2+8gR49eqBt27YoKCiwd7eIHjmcGRI5MHd3d3h4eGDt2rXw9vbG1atXkZCQYO9uET1yODMkcmAKhQILFixAVlYWQkNDER8fj+joaHt3i+iRw1MriIhI9jgzJCIi2WMYEhGR7DEMiYhI9hiGREQkewxDIiKSPYYhERHJHsOQiIhkj2FIRESyxzAkIiLZYxgSEZHsMQyJiEj2GIZERCR7/w9l5G/adoEz4QAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cars.boxplot(column='mpg',by='am')\n", + "cars.boxplot(column='wt',by='am')" + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x='am', y='mpg', data=cars, hue='am', palette='cool')\n" + ] }, { "cell_type": "code", @@ -151,7 +382,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.13" + "version": "3.12.1" } }, "nbformat": 4,