exam06_matplotlib_visualization02.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"exam06_matplotlib_visualization02.ipynb","provenance":[],"collapsed_sections":[],"authorship_tag":"ABX9TyMGfnGSqB/bRtx3sClleQ+4"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"code","execution_count":76,"metadata":{"id":"T28lRhSCiXXz","executionInfo":{"status":"ok","timestamp":1648012319273,"user_tz":-540,"elapsed":249,"user":{"displayName":"최하진","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13771240898172212384"}}},"outputs":[],"source":["import numpy as np\n","import matplotlib as mpl\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","plt.rcParams['figure.dpi']=80\n"]},{"cell_type":"code","source":["point=100\n","# X = np.linspace(-5, 5, point)  #0~99사이의 100개\n","X = list(range(-50, 50))\n","X = list(map(lambda x: x/10, X))\n","Y = list(map(np.sin, X))\n","# Y = 3*X +1\n","# Y = X*X +2\n","\n","fig = plt.figure(figsize=(5,5))\n","ax = fig.add_axes([0,0,1,1])\n","ax.plot(X,Y, '-', markerfacecolor='g', color='k', linewidth=2)\n","plt.axhline(color='k')\n","plt.axvline(color='k')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":397},"id":"1ovBzDZ5iubU","executionInfo":{"status":"ok","timestamp":1647935413348,"user_tz":-540,"elapsed":579,"user":{"displayName":"최하진","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13771240898172212384"}},"outputId":"13185976-9a53-491e-a3de-61ab57db7e3e"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 350x350 with 1 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["point = 50\n","X = np.linspace(-5,5, point)\n","fig = plt.figure(figsize=(8,5))\n","ax = fig.add_axes([0,0,1,1])\n","\n","n = 50\n","x = np.random.rand(n)*10 -5\n","y = np.random.rand(n)*35 -10\n","ax.plot(X, 2*X+3, 'rD',X, np.sin(X)*10,'b^',X,X**2, '-gs') #rd->red diamond, sin그래프 파란색 삼각형, gs->그린square\n","plt.axhline(color='black', linewidth=1)\n","plt.axvline(color='black', linewidth=1)\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":397},"id":"IaV9xJ7BqCIa","executionInfo":{"status":"ok","timestamp":1647937162630,"user_tz":-540,"elapsed":313,"user":{"displayName":"최하진","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13771240898172212384"}},"outputId":"6939c25e-4f71-4d05-b096-ddec85cc302f"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 560x350 with 1 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":[""],"metadata":{"id":"EcpZaUpNqCN6"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["def func1(x):\n","  return 3*x+2\n","c = map(func1,a)\n","print(c) #map객체임\n","print(list(c)) #list로 변환해줘야 보임"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"3PPhRMLBnQC7","executionInfo":{"status":"ok","timestamp":1647935689702,"user_tz":-540,"elapsed":2,"user":{"displayName":"최하진","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13771240898172212384"}},"outputId":"ee0780db-8092-45a9-c136-c72f4e59b92d"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["<map object at 0x7f87a08744d0>\n","[8, 17, 26, 35, 44, 53, 62, 71, 80, 89]\n"]}]},{"cell_type":"markdown","source":[""],"metadata":{"id":"pjRBu7tQNuOA"}},{"cell_type":"code","source":["d = map(lambda x:3*x+2, a)\n","print(list(d))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"TOcoh6bZnqwj","executionInfo":{"status":"ok","timestamp":1647935769182,"user_tz":-540,"elapsed":261,"user":{"displayName":"최하진","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13771240898172212384"}},"outputId":"dbec69d2-5476-467a-d5af-ab4b5b382d32"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["[8, 17, 26, 35, 44, 53, 62, 71, 80, 89]\n"]}]},{"cell_type":"code","source":["a = input()\n","a = a.split()\n","a = list(map(int,a))\n","print(list(a))\n","print(type(a[0]))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"SA1Uv50ZoEWr","executionInfo":{"status":"ok","timestamp":1647936015433,"user_tz":-540,"elapsed":3045,"user":{"displayName":"최하진","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13771240898172212384"}},"outputId":"e062482e-0a59-44f3-c93b-0e18a50b452f"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["1234\n","[1234]\n","<class 'int'>\n"]}]},{"cell_type":"code","source":["import math\n","def sigmoid(x):\n","  sig = 1 / (1+math.exp(-x))\n","  return sig\n","\n","point=100\n","X = np.linspace(-10,10, point)\n","Y = list(map(sigmoid,X))\n","\n","fig = plt.figure(figsize=(8,5))\n","ax = fig.add_axes([0,0,1,1])\n","\n","np.random.seed(100)\n","N=50\n","\n","ax.plot(X, Y, color='r',linewidth=2)\n","\n","ax.fill_between(X, list(map(lambda Y: Y+0.25, Y)),\n","                list(map(lambda Y:Y-0.25, Y)),\n","                facecolor='r', edgecolor='None', alpha=0.15)\n","\n","plt.axhline(color='black',linewidth=1)\n","plt.axvline(c='k',linewidth=1)\n","ax.set_title('Sigmoid')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":413},"id":"cYqU97ZGo_1T","executionInfo":{"status":"ok","timestamp":1647938513069,"user_tz":-540,"elapsed":509,"user":{"displayName":"최하진","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13771240898172212384"}},"outputId":"d38701b2-5263-4a1f-f064-1a1b26659369"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 560x350 with 1 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["labels = 'Frogs','Hogs','Hogs','Logs'\n","sizes=[15, 30, 45, 10]\n","explode=(0,0.1,0,0)  #0.1만큼 혼자 튀어나옴\n","fig1, ax1 = plt.subplots()\n","\n","wedges, texts, autotexts=ax1.pie(sizes, labels=labels, explode=explode, shadow=True, startangle=-90, autopct='%.2f%%') #%를 넣고싶으면 %%\n","ax1.axis('equal')\n","wedges[0].set(hatch='///',alpha=0.9)\n","wedges[2].set_radius(1.1) #반지름을 키워서 강조\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":242},"id":"lKFjhoHTw03S","executionInfo":{"status":"ok","timestamp":1647939710304,"user_tz":-540,"elapsed":482,"user":{"displayName":"최하진","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13771240898172212384"}},"outputId":"80bf3dd1-fa1c-42bf-bced-984cc6e10cc7"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 420x280 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["radius"],"metadata":{"id":"HFZ5PE4LUqYP"}},{"cell_type":"code","source":["size = 0.3\n","vals1=[40,35,25]\n","vals2=[11,29,12,23,13]\n","\n","cmap = plt.get_cmap('tab20c')\n","outer_colors = cmap([0,4,8])\n","inner_colors = cmap([1,2,5,6,9,10])\n","\n","fig=plt.figure(figsize=(8,5))\n","ax = fig.add_axes([0,0,1,1])\n","ax.pie(vals1, radius=1, colors=outer_colors, labels=['male','female','pet'], autopct='%1.1f%%', pctdistance=0.83,\n","       textprops={'color':'black'}, wedgeprops={'width':size, 'edgecolor':'white', 'linewidth':5},\n","       startangle=0,\n","       counterclock=True, rotatelabels=False) # rotatelabels 라벨 정렬방향\n","ax.pie(vals2, radius=1-size, colors=inner_colors, autopct='%1.1f%%', pctdistance=0.8,\n","       textprops={'color':'w'}, wedgeprops={'width':size, 'edgecolor':'w', 'linewidth':5},\n","       startangle=0,\n","       counterclock=True, rotatelabels=False) \n","#pctdistance 퍼센트위치 지정해주는 거\n","plt.show()"],"metadata":{"id":"RopsuWhH0kqx","colab":{"base_uri":"https://localhost:8080/","height":391},"executionInfo":{"status":"ok","timestamp":1647997626525,"user_tz":-540,"elapsed":369,"user":{"displayName":"최하진","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13771240898172212384"}},"outputId":"c4c64b76-f906-46b9-c270-77c6a2881eba"},"execution_count":26,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 576x360 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["N = 10\n","X = list(range(N))\n","Y1 = np.random.uniform(1,7,N)\n","Y2 = np.random.uniform(1,7,N)\n","\n","fig = plt.figure(figsize=(8,5))\n","ax = fig.add_axes([0,0,1,1])\n","\n","ax.bar(X, Y1, 1, facecolor='#9999ff', edgecolor='white')\n","ax.bar(X, -Y2, 1, facecolor='#7777ff', edgecolor='white')\n","ax.set_title('Bar plot',fontdict={'fontsize':30})\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":437},"id":"9WJ_mTikQ6pY","executionInfo":{"status":"ok","timestamp":1647999219825,"user_tz":-540,"elapsed":807,"user":{"displayName":"최하진","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13771240898172212384"}},"outputId":"f51d5ded-fc7d-4d38-e4b4-c343bb51afb6"},"execution_count":31,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 576x360 with 1 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["cmap = 'PRGn'\n","\n","fig = plt.figure(figsize=(8,5))\n","ax = fig.add_axes([0,0,1,1], \n","                  frameon=False, xticks=[], yticks=[]) #frameon 테두리\n","Z = np.linspace(0,1,512).reshape(1,512)  #1*512 짜리 이미지를 만듦\n","\n","plt.imshow(Z, extent=[0,30,0,5], cmap=plt.get_cmap(cmap))\n","\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":145},"id":"iAB5c1FCanX1","executionInfo":{"status":"ok","timestamp":1647999623660,"user_tz":-540,"elapsed":255,"user":{"displayName":"최하진","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13771240898172212384"}},"outputId":"f3ca66e7-d176-4404-802f-d87e6029379f"},"execution_count":33,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.image.AxesImage at 0x7fc12ed78550>"]},"metadata":{},"execution_count":33},{"output_type":"display_data","data":{"text/plain":["<Figure size 576x360 with 1 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAAk4AAABuCAYAAADRapzqAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAADbUlEQVR4nO3cQW6cMBiGYQy9WPe9ca/TawzuIsDYYMinSlUU6Xk2hPGP8XRRve0ipdY6AQDwufmrDwAA8F0IJwCAkHACAAgJJwCAkHACAAgJJwCA0I+nxZ/l1/G7Cuby0VjzPA/v+7Wlv29mlvM+89LtN3ru/a7lvc/NOfp9lpt9Ht61fFzLXI6ZspzWlrLNNPvsnx2z15nL2uBd53e8z9N//nSeeXk4+/auuf1+x5/BvjY411weZ0d7H+/u9jmf4/5dd7Ojdz2fuQzvu7Uynn16vpsp45nH85Rg5mGfab9s+7T/DNo/25emfZ/Snvm81t8/73N91/M+47P257l+j2mapjqt2/X9q1PW7eda+7V99mOtdmvrYJ+759dupl+rp3f37zjNNr/u5fL8/kyzz/7z3bX9Ho8z57UpmDnNxue5eUc786qvj+u6btf+Pp8Zr+333Wc3+/2Pmf27vl7bfXvmtXafHc9sn7ff75h5jZ8ZPfeeqZd9jtl/ONfoHet2rtrM7D9fr+unM2u0z2hmDWaSfR5mfv9p/pbr+R8nAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAICQcAIACAknAIBQqbV+9RkAAL4F/+MEABASTgAAIeEEABASTgAAIeEEABASTgAAob9zCnDmhFhRiQAAAABJRU5ErkJggg==\n"},"metadata":{}}]},{"cell_type":"code","source":["color={}\n","for name, hex_value in mpl.colors.cnames.items():\n","  print(name, hex_value)"],"metadata":{"id":"eaDwkimkVItP"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["plt.style.available"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"LC6iJnxEfQvN","executionInfo":{"status":"ok","timestamp":1648000704239,"user_tz":-540,"elapsed":259,"user":{"displayName":"최하진","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13771240898172212384"}},"outputId":"d5c802ef-be6d-4299-d23c-68988c71327e"},"execution_count":35,"outputs":[{"output_type":"execute_result","data":{"text/plain":["['Solarize_Light2',\n"," '_classic_test_patch',\n"," 'bmh',\n"," 'classic',\n"," 'dark_background',\n"," 'fast',\n"," 'fivethirtyeight',\n"," 'ggplot',\n"," 'grayscale',\n"," 'seaborn',\n"," 'seaborn-bright',\n"," 'seaborn-colorblind',\n"," 'seaborn-dark',\n"," 'seaborn-dark-palette',\n"," 'seaborn-darkgrid',\n"," 'seaborn-deep',\n"," 'seaborn-muted',\n"," 'seaborn-notebook',\n"," 'seaborn-paper',\n"," 'seaborn-pastel',\n"," 'seaborn-poster',\n"," 'seaborn-talk',\n"," 'seaborn-ticks',\n"," 'seaborn-white',\n"," 'seaborn-whitegrid',\n"," 'tableau-colorblind10']"]},"metadata":{},"execution_count":35}]},{"cell_type":"code","source":["cmaps={}\n","\n","gradient = np.linspace(0,1,256)\n","gradient = np.vstack((gradient, gradient))\n","\n","def plot_color_gradients(category, cmap_list):\n","  nrows = len(cmap_list)\n","  figh=0.35+0.15 +(nrows+(nrows-1)*0.1)+0.22\n","  fig, axs = plt.subplots(nrows=nrows + 1, figsize=(86.4, figh))\n","  fig.subplots_adjust(top=1-0.35/figh, bottom=0.15/figh,\n","                      left=0.2, right=0.99)\n","  axs[0].set_title(f'{category} colormaps', fontsize=14)\n","\n","  for ax, name in zip(axs, cmap_list):\n","    ax.imshow(gradient, aspect='auto', cmap=plt.get_cmap(name))\n","    ax.text(-0.01, 0.5, name, va='center', ha='right',fontsize=10,\n","            transform=ax.transAxes)\n","    \n","  for ax in axs:\n","    ax.set_axis_off()\n","  cmaps[category] = cmap_list"],"metadata":{"id":"L0lEd-CLfxt9","executionInfo":{"status":"ok","timestamp":1648001601572,"user_tz":-540,"elapsed":418,"user":{"displayName":"최하진","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13771240898172212384"}}},"execution_count":36,"outputs":[]},{"cell_type":"code","source":["titanic = sns.load_dataset('titanic')\n","titanic_age = titanic[['age', 'survived']].dropna()\n","print(titanic_age.head())\n","print(titanic_age.info())\n","print(titanic_age.age.max())"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ycA6pb7xrsTj","executionInfo":{"status":"ok","timestamp":1648005412236,"user_tz":-540,"elapsed":310,"user":{"displayName":"최하진","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13771240898172212384"}},"outputId":"be0ae212-a364-4575-f2b0-315c9fc9aaa3"},"execution_count":50,"outputs":[{"output_type":"stream","name":"stdout","text":["    age  survived\n","0  22.0         0\n","1  38.0         1\n","2  26.0         1\n","3  35.0         1\n","4  35.0         0\n","<class 'pandas.core.frame.DataFrame'>\n","Int64Index: 714 entries, 0 to 890\n","Data columns (total 2 columns):\n"," #   Column    Non-Null Count  Dtype  \n","---  ------    --------------  -----  \n"," 0   age       714 non-null    float64\n"," 1   survived  714 non-null    int64  \n","dtypes: float64(1), int64(1)\n","memory usage: 16.7 KB\n","None\n","80.0\n"]}]},{"cell_type":"code","source":["def age_band(num):\n","  for i in range(1,10):\n","    if num<10*i:\n","      return f'under{i*10}'\n","\n","titanic_age['age_band']=titanic_age['age'].apply(age_band)\n","print(titanic_age.head())"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"4fE8M9J-uaxR","executionInfo":{"status":"ok","timestamp":1648005431051,"user_tz":-540,"elapsed":270,"user":{"displayName":"최하진","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13771240898172212384"}},"outputId":"102520e7-7ff0-4605-c6a3-bfe2c71d92a7"},"execution_count":51,"outputs":[{"output_type":"stream","name":"stdout","text":["    age  survived age_band\n","0  22.0         0  under30\n","1  38.0         1  under40\n","2  26.0         1  under30\n","3  35.0         1  under40\n","4  35.0         0  under40\n"]}]},{"cell_type":"code","source":["print(titanic_age.groupby('age_band')['survived'].value_counts().sort_index())"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ZOapjgVnx1m5","executionInfo":{"status":"ok","timestamp":1648005615960,"user_tz":-540,"elapsed":2,"user":{"displayName":"최하진","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13771240898172212384"}},"outputId":"6ac84084-84d8-4f70-de6f-4ef933537301"},"execution_count":56,"outputs":[{"output_type":"stream","name":"stdout","text":["age_band  survived\n","under10   0            24\n","          1            38\n","under20   0            61\n","          1            41\n","under30   0           143\n","          1            77\n","under40   0            94\n","          1            73\n","under50   0            55\n","          1            34\n","under60   0            28\n","          1            20\n","under70   0            13\n","          1             6\n","under80   0             6\n","under90   1             1\n","Name: survived, dtype: int64\n"]}]},{"cell_type":"code","source":["print(titanic_age.groupby('age_band')['survived'].value_counts())"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"TTwp1d7fyibK","executionInfo":{"status":"ok","timestamp":1648005629586,"user_tz":-540,"elapsed":297,"user":{"displayName":"최하진","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13771240898172212384"}},"outputId":"2b31cbbe-56b4-459c-d847-bfc9a14f81e0"},"execution_count":57,"outputs":[{"output_type":"stream","name":"stdout","text":["age_band  survived\n","under10   1            38\n","          0            24\n","under20   0            61\n","          1            41\n","under30   0           143\n","          1            77\n","under40   0            94\n","          1            73\n","under50   0            55\n","          1            34\n","under60   0            28\n","          1            20\n","under70   0            13\n","          1             6\n","under80   0             6\n","under90   1             1\n","Name: survived, dtype: int64\n"]}]},{"cell_type":"code","source":["titanic_age = titanic_age[[\n","                           'age_band','survived']].groupby('age_band')[\n","                          'survived'].value_counts().sort_index().unstack().fillna(0)\n","titanic_age['Survival rate'] = \\\n","titanic_age[1]/(titanic_age[0]+titanic_age[1]) * 100        \n","print(titanic_age)          \n","print(type(titanic_age))          "],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"SnbMVXwIvwij","executionInfo":{"status":"ok","timestamp":1648010162026,"user_tz":-540,"elapsed":263,"user":{"displayName":"최하진","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13771240898172212384"}},"outputId":"860800e1-b60a-402c-d2a2-49d7727459bc"},"execution_count":59,"outputs":[{"output_type":"stream","name":"stdout","text":["survived      0     1  Survival rate\n","age_band                            \n","under10    24.0  38.0      61.290323\n","under20    61.0  41.0      40.196078\n","under30   143.0  77.0      35.000000\n","under40    94.0  73.0      43.712575\n","under50    55.0  34.0      38.202247\n","under60    28.0  20.0      41.666667\n","under70    13.0   6.0      31.578947\n","under80     6.0   0.0       0.000000\n","under90     0.0   1.0     100.000000\n","<class 'pandas.core.frame.DataFrame'>\n"]}]},{"cell_type":"code","source":["from matplotlib.ticker import FuncFormatter\n","fig, ax = plt.subplots(1,2,figsize=(16,5)) #여러개 그릴 때 subplots, 앞에 행렬빼면 하나만 그려짐\n","\n","#bar1\n","ax[0].bar(titanic_age.index, titanic_age['Survival rate'], color='gray')\n","ax[0].set_title('Age Band & Survival Rate(Before)')\n","\n","#bar2\n","color_map = ['gray']*9\n","color_map[0] = color_map[8] = '#3caea3'\n","ax[1].bar(titanic_age.index, titanic_age['Survival rate'],\n","          color = color_map)\n","ax[1].set_title('Age Band & Survival Rate(After)', fontsize=15,\n","                fontweight='bold', position=(0.5, 1.0+0.1))\n","for i, rate in enumerate(titanic_age['Survival rate']):\n","  ax[1].annotate(f'{rate:.02f}%', xy=(i, rate+2),\n","                 va='center', ha='center', fontsize=10,\n","                 fontweight='bold', color='#383838')\n","\n","ax[1].yaxis.set_major_formatter(\n","    FuncFormatter(lambda y,_:f'{y:}%'))\n","ax[1].set_xticklabels(titanic_age.index, rotation=40, size=10)\n","plt.suptitle('*Focus on survival rates for young and old',\n","             x=0.72, y=0.95, color='gray')\n","plt.subplots_adjust(left=0.5, right=0.8)\n","plt.tight_layout()\n","plt.show()\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":220},"id":"IS8qjuP9xNva","executionInfo":{"status":"ok","timestamp":1648012323560,"user_tz":-540,"elapsed":910,"user":{"displayName":"최하진","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13771240898172212384"}},"outputId":"682ab43f-aca4-421d-e128-40a6efc70342"},"execution_count":77,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1280x400 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["titanic_embarked = titanic[['embarked', 'survived']].dropna()\n","titanic_embarked.info()\n","titanic_embarked = titanic_embarked.groupby('embarked')['survived'].value_counts().sort_index()\n","type(titanic_embarked)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"1BC5I3OuL6Tz","executionInfo":{"status":"ok","timestamp":1648013695268,"user_tz":-540,"elapsed":401,"user":{"displayName":"최하진","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13771240898172212384"}},"outputId":"696a191c-604a-482d-9b65-0b7139457ce8"},"execution_count":92,"outputs":[{"output_type":"stream","name":"stdout","text":["<class 'pandas.core.frame.DataFrame'>\n","Int64Index: 889 entries, 0 to 890\n","Data columns (total 2 columns):\n"," #   Column    Non-Null Count  Dtype \n","---  ------    --------------  ----- \n"," 0   embarked  889 non-null    object\n"," 1   survived  889 non-null    int64 \n","dtypes: int64(1), object(1)\n","memory usage: 20.8+ KB\n"]},{"output_type":"execute_result","data":{"text/plain":["pandas.core.series.Series"]},"metadata":{},"execution_count":92}]},{"cell_type":"code","source":["x_value = ['-'.join(map(str, i)) for i in titanic_embarked.index]\n","print(x_value)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"l5n98kHAM561","executionInfo":{"status":"ok","timestamp":1648013801209,"user_tz":-540,"elapsed":279,"user":{"displayName":"최하진","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13771240898172212384"}},"outputId":"aeeaf46b-9c05-45f1-c669-e95ebecfd937"},"execution_count":93,"outputs":[{"output_type":"stream","name":"stdout","text":["['C-0', 'C-1', 'Q-0', 'Q-1', 'S-0', 'S-1']\n"]}]},{"cell_type":"code","source":["fig, ax = plt.subplots(1,1,figsize=(8,5))\n","#x축 라벨이름 설정\n","ax.set_xticklabels(['die','survived']*3)\n","ax.bar(x_value, list(titanic_embarked))  #시리즈니까 list로 담아서..\n","\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":352},"id":"d7Ci9xajRvJt","executionInfo":{"status":"ok","timestamp":1648014642640,"user_tz":-540,"elapsed":809,"user":{"displayName":"최하진","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13771240898172212384"}},"outputId":"93a25f55-14ad-44d8-9160-3e2fc6ebf789"},"execution_count":97,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 640x400 with 1 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":[""],"metadata":{"id":"KdaCJ-GMSGgl"},"execution_count":null,"outputs":[]}]}