{"cells":[{"cell_type":"code","source":["#Bar chart\n#This is an example showing how to control bar color and legend entries using the color and label parameters of bar. Note that labels with a preceding underscore won't show up in the legend.\n\nimport matplotlib.pyplot as plt\n\nfig, ax = plt.subplots()\n\nfruits = ['apple', 'blueberry', 'cherry', 'orange']\ncounts = [40, 100, 30, 55]\nbar_labels = ['red', 'blue', '_red', 'orange']\nbar_colors = ['tab:red', 'tab:blue', 'tab:red', 'tab:orange']\n\nax.bar(fruits, counts, label=bar_labels, color=bar_colors)\n\nax.set_ylabel('fruit supply')\nax.set_title('Fruit supply by kind and color')\nax.legend(title='Fruit color')\n\nplt.show()"],"metadata":{"application/vnd.databricks.v1+cell":{"title":"","showTitle":false,"inputWidgets":{},"nuid":"eb8619b6-ae42-4536-bd05-37dfe4bb4b9e"}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"datasetInfos":[],"data":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAYUAAAEICAYAAACwDehOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAAAiJUlEQVR4nO3de5wU5Z3v8c8XUNCIF3CCICCjUQS5SQCNV4K3JBKEFXUNiojRQ1SMydHEbDTR5OTE+HJjjBoSogY0xkUJUdd4su6irOtlUUAFFBR0RwG5KwgqyuV3/qiaSjP0zDQz09MD832/Xv2aujxVz6+e7qlfP1XVVYoIzMzMAFqUOgAzM2s6nBTMzCzjpGBmZhknBTMzyzgpmJlZxknBzMwyTgpWL5JGSXqy1HHURFI3SSGpVR2WnSHpm8WMQVJXSRsltazjuisknVrfGAuoZ7CkpU19nVY/TgrNVLoj+STdGVW+Ou3seiLigYg4PWe9IekLDRvt7i0i3o2IfSJia6ljMXNSaN6+nu6MKl/v5c6syzdrs8ZS156V1cxJwbaTftO/QtIiYFG+wx65h1QkjZH0bDr8TFrk1bTncV6e9X9B0n9KWi9pjaQp6fRC6nlO0p3psgslnVKl7M8lvSjpQ0mPSmqXp/5zJM2uMu27kh6toVkOy7deSX+VNL7KuuZKGlHDuirLnZ321npV3fZ0W36abu8GSU9KOjBn2QslvSNpraQf1lLPmZJeTmNfIunGnHmV9V4k6d30/fhhzvy9JE2S9IGk14GBtdR1lKR/l/S+pJWS/imd3lrSryS9l75+Jal1NevokW7/OkmvSRqWM2+SpAmSnpD0EfDlGhvZ6sRJwfIZDhwD9NyZhSLipHSwb9rzmJKn2E+BJ4EDgM7AHTtRxTHAW8CBwI+BaVV2/KOBsUBHYAvw6zzreAwol9QjZ9qFwH011FvdeicDF1QWktQXOBj4a00bIeli4BfAqRExv5pi3wAuBj4P7Alcky7bE5iQxtwJaE/SjtX5KI1/f+BM4FuShlcpcwLQHTgF+FFO2/wYOCx9nQFcVMM2tQX+A/hbGtcXgOnp7B8CxwL9gL7AIOD6POvYA/hXks/H54HxwAOSuucU+wbwM6At8GwN22115KTQvD2SfiNbJ+mRnOk/j4j3I+KTItS5GTgE6BQRmyJiZ/6xVwG/iojNacJ5g2RHV+n+iJgfER8BNwDnVj3EEBGfAlNId+aSjgK6AY/XUG91630MOELS4Wm5C4EpEfFZDeu6GrgWGBwRi2so94eIeDN9Dx4i2aECjAQej4hn0m25AdhW3UoiYkZEzIuIbRExF3gQOLlKsZsi4pOIeBV4lWTHDXAu8LP0s7CE/Em20lBgRUT8c/q+boiImem8UcBPImJVRKwGbiJpq6qOBfYBbo6IzyLiKZL35fycMo9GxHPp9myqIR6rIyeF5m14ROyfvobnTF9SxDq/Bwh4MT08MHYnll0W29/B8R2Sb6WVllSZtwdJr6KqycA3JIlk5/RQuoOtTt71pjulKcAFklqQ7Lzur2UbrgXuiojarrhZkTP8McnOEpLtzeJJE9Xa6lYi6RhJT0taLWk9MI4d26Sguki2vTpdSHpx+XSqsmzV9y233JKI2Fal7ME548X8bBpOCpZf7o73o/Tv3jnTDqrziiNWRMSlEdEJ+F/Ab5RcrVRIPQenO/JKXYHck+NdqszbDKzJE8N/A58BJ5IcjqhtR17TeieTfBM+Bfg4Il6oZV2nA9dLOruWctVZnhuPpL1JDiFV508kPZouEbEf8FuSpLzTdZFse3WWAIdWM+89kt5h7nreq6ZclzTB5pZdljPu2zoXmZOC1Sjt7i8j+TbcMv1mf1gNi6yk+p1D5YneymPgH5D8k28rsJ7PA1dJ2kPSOUAP4Imc+RdI6pnuKH8CTK3hMs/7gDuBzQUcwqp2vWkS2Ab8M7UnF4DXgK8Ad+WeRN0JU4Ghkk6QtGcaT03/x22B9yNik6RBJEmwUA8BP5B0QPqeja+h7ONAR0lXpyeW20o6Jp33IEkiLEtPmP8I+GOedcwk6al8L32PBwNfB/5lJ2K2enJSsEJcSnLYYy1wFPB8DWVvBCan5ynOzTN/IDBT0kaSb7Dfjoi3C6xnJnA4ybf0nwEjIyL30Mn9wCSSwyFtgKtqiPN+oBf5d075yta03vuA3gWui/TY/VDg95K+WsgyOcu+BlxB0gNYTpJYazoUdTnwE0kbSHbGD+1EdTeRHL75H5KTv9UmvYjYAJxGshNfASzi71cH/R9gFjAXmAfMSadVXcdn6fJfJXmPfwOMjoiFOxGz1ZP8kB3bFUgaA3wzIk6oZv4M4I8RcXeB69uL5MR1/4hYVM/YRgOXVReb2a7EPQVrrr4FvNQACWFvkm/jExskKrMS8y9WrdmRVEFysnV4PddzBjCN5Pr8P9U7MLMmwIePzMws48NHZmaW2aUPHx144IHRrVu3UodhZrZLmT179pqIKMs3b5dOCt26dWPWrFmlDsPMbJciqdpfp/vwkZmZZZwUzMws46RgZmaZXfqcglkxbN68maVLl7Jpk+/MbLu2Nm3a0LlzZ/bYY4+Cl3FSMKti6dKltG3blm7durH9TVnNdh0Rwdq1a1m6dCnl5eUFL+fDR2ZVbNq0ifbt2zsh2C5NEu3bt9/pHm/RkoKkeyWtkjQ/Z1q79Bmui9K/B6TTJenXkhYrecZt/2LFZVYIJwTbHdTlc1zMnsIkkvvG57oOmB4Rh5M8v/W6dPpXSW6JfDhwGckzaM3MrJEVLSlExDPA+1Umn0XypCrSv8Nzpt8Xif8G9pfUsVixmVntWrZsSb9+/bJXRUVFwcv+9re/5b777gNg0qRJvPdevget7ZyKigp69epV7/VYzRr7RHOHiFieDq8AOqTDB7P9s1eXptOWU4Wky0h6E3TtWtPTAa2Yul3311KHUDS/H9aRzUvX1VimT+f9GyWWUtprr7145ZVX8s6LCCKCFi3yf68cN25cNjxp0iR69epFp075HstcPFu2bKFVK19Ls7NKdqI5fQD7Tt+iNSImRsSAiBhQVpb31h1mVgQVFRV0796d0aNH06tXL5YsWcI+++yTzZ86dSpjxowB4MYbb+TWW29l6tSpzJo1i1GjRtGvXz8++eST7da5ePFiTj31VPr27Uv//v156623iAiuvfZaevXqRe/evZkyZcoOsWzatImLL76Y3r17c/TRR/P0008DSQIaNmwYQ4YM4ZRTTileY+zGGjuNrpTUMSKWp4eHVqXTl7H9A8I7s/3Dus2skX3yySf069cPgPLycm677TYWLVrE5MmTOfbYYwtax8iRI7nzzju59dZbGTBgwA7zR40axXXXXceIESPYtGkT27ZtY9q0abzyyiu8+uqrrFmzhoEDB3LSSSdtt9xdd92FJObNm8fChQs5/fTTefPNNwGYM2cOc+fOpV27dvVrgGaqsXsKjwEXpcMXAY/mTB+dXoV0LLA+5zCTmZVA5eGjV155hb/85S8AHHLIIQUnhNps2LCBZcuWMWLECCD5odXee+/Ns88+y/nnn0/Lli3p0KEDJ598Mi+99NJ2yz777LNccMEFABx55JEccsghWVI47bTTnBDqoWg9BUkPAoOBAyUtBX4M3Aw8JOkSkgeCVz7Y/Qnga8Bi4GPg4mLFZWZ197nPfW678dxLHpvKL8Crxmg7p5hXH50fER0jYo+I6BwR90TE2og4JSIOj4hTI+L9tGxExBURcVhE9I4I3w/bbBfQoUMHFixYwLZt27LeRFVt27Zlw4YNead37tyZRx55BIBPP/2Ujz/+mBNPPJEpU6awdetWVq9ezTPPPMOgQYO2W/bEE0/kgQceAODNN9/k3XffpXv37g27cc2Uf9FsZnV28803M3ToUI477jg6dsx/FfmYMWMYN25c3hPN999/P7/+9a/p06cPxx13HCtWrGDEiBH06dOHvn37MmTIEG655RYOOuig7Za7/PLL2bZtG7179+a8885j0qRJtG7dumjb2Zzs0s9oHjBgQPghO6Wxu1+S2qHroTWWaQ6XpNruYcGCBfTo0WO7aZJmR8SOZ/5xT8HMzHI4KZiZWcZJwczMMk4KZmaWcVIwM7OMk4KZmWV8C0GzWuxx6pd2mLagHuvrsbA+S5sVl3sKZk1MRUUFe+21V3YzOoBu3brVa51jxoxh6tSpAAwePLjWZyOMGTOGGTNmZHWvWbNmhzKVd0Kti4qKCgYPHlxrufpudz71aYumJDeuUaNG0a5du2y76sNJwawJOuyww6p9lkGlLVu2NE4wu4Cm1BZbt25t9DofeOABhg0b1iDrclIw2wVUPjtkxowZnHjiiQwbNoyePXuydetWrr32WgYOHEifPn343e9+ByQPwbnyyivp3r07p556KqtWrcrW1a5dO1q2bFljffvttx977rlnNn7LLbfQu3dvBg0axOLFi3coP3jwYCrvLrBmzZrsG3518bVs2bKgO5nW9MyUUrTF9OnTOfroo+nduzdjx47l008/BZIezfe//3369+/Pww8/zO9//3sGDhxI3759Ofvss/n444+B5Nv9VVddxXHHHcehhx6afbPftm0bl19+OUceeSSnnXYaX/va17J5s2fP5uSTT+aLX/wiZ5xxBsuXL98hrobkcwpmu4DcW0fPmTOH+fPnU15ezsSJE9lvv/146aWX+PTTTzn++OM5/fTTefnll3njjTd4/fXXWblyJT179mTs2LEATJs2rdb6br/99u3G99tvP+bNm8d9993H1VdfzeOPP15Q3Pfcc0/e+MrLywuKo+ots6tqzLbYtGkTY8aMYfr06RxxxBGMHj2aCRMmcPXVVwPQvn175syZA8DatWu59NJLAbj++uu55557GD9+PADLly/n2WefZeHChQwbNoyRI0cybdo0KioqeP3111m1ahU9evRg7NixbN68mfHjx/Poo49SVlbGlClT+OEPf8i99967w3vUUJwUzHYxgwYNory8HIAnn3ySuXPnZt8q169fz6JFi3jmmWeyZxJ06tSJIUOG1KvO888/P/v7ne98p+DlqouvMv76asy2eOONNygvL+eII44A4KKLLuKuu+7KksJ5552XlZ0/fz7XX38969atY+PGjZxxxhnZvOHDh9OiRQt69uzJypUrgeT5EOeccw4tWrTgoIMO4stf/nJW5/z58znttNOApOdV3Y0HG4qTgtkuJvd5ARHBHXfcsd1OB+CJJ55o0Dpzn5uQO1ypVatWbNu2Ddj+uQrVxddQStEWhcQyZswYHnnkEfr27cukSZO2O1GdezfX2m5IGhEcddRRvPDCCw0eb3V8TsGsFpv/44UdXj0WLqjzqyGdccYZTJgwgc2bNwPJswU++ugjTjrppOyZBMuXL8+eYVzV6NGjefHFF2utp/I5yVOmTOFLX9rxEt1u3boxe/ZsgO2ugKkuvlzLli1rkOcpF7stunfvTkVFRXZO5f777+fkk0/OW3bDhg107NiRzZs3Z899qMnxxx/Pn//8Z7Zt28bKlSuzJNK9e3dWr16dJYXNmzfz2muv1bq++nBPwWwX9s1vfpOKigr69+9PRFBWVsYjjzzCiBEjeOqpp+jZsyddu3bNuyMHmDt3Lp06daq1ng8++IA+ffrQunVrHnzwwR3mX3PNNZx77rlMnDiRM888s9b4ci1fvpxWreq/Kyp2W7Rp04Y//OEPnHPOOWzZsoWBAwcybty4vGV/+tOfcswxx1BWVsYxxxyT9yFDuc4++2ymT59Oz5496dKlC/37989OJE+dOpWrrrqK9evXs2XLFq6++mqOOuqowhtmJ/l5ClYnfp7C/kWrv6KigqFDhzJ//vyi1QHw4Ycfcskll/Dwww8XtZ7a3HnnnXTt2rXBLqmsi6bQFhs3bmSfffZh7dq1DBo0iOeee26HhwvVZMyYMQwdOpSRI0duN31nn6fgnoJZE9OyZUvWr19Pv379av2tQn3su+++JU8IAFdeeWWpQ2gSbTF06FDWrVvHZ599xg033LBTCWHUqFE8//zzOySEunBSMGtiunTpwpIlS0odRpMxb948Lrzwwu2mtW7dmpkzZ5YoouKoz6+mCzlvUSgnBbMqgiAi8l5lY42vd+/eRe0x7c7qcnrAVx+ZVfHOus1s+fjDOv1DmTUVEcHatWtp06bNTi3nnoJZFXfM/IDxwCH7r0Hk7y0s2LBX4wZlVgdt2rShc+fOO7WMk4JZFR9+uo2fPbO2xjIVN59Z43yzXZUPH5mZWcZJwczMMk4KZmaWcVIwM7OMk4KZmWWcFMzMLOOkYGZmGScFMzPLlCQpSPqOpNckzZf0oKQ2ksolzZS0WNIUSQ3/RGozM6tRoycFSQcDVwEDIqIX0BL4R+AXwG0R8QXgA+CSxo7NzKy5K9Xho1bAXpJaAXsDy4EhQOVz/CYDw0sTmplZ89XoSSEilgG3Au+SJIP1wGxgXURsSYstBQ7Ot7ykyyTNkjRr9erVjRGymVmzUYrDRwcAZwHlQCfgc8BXCl0+IiZGxICIGFBWVlakKM3MmqdSHD46FfifiFgdEZuBacDxwP7p4SSAzsCyEsRmZtaslSIpvAscK2lvJY+2OgV4HXgaqHzA6EXAoyWIzcysWSvFOYWZJCeU5wDz0hgmAt8HvitpMdAeuKexYzMza+5K8pCdiPgx8OMqk98GBpUgHDMzS/kXzWZmlnFSMDOzjJOCmZllnBTMzCzjpGBmZhknBTMzyzgpmJlZxknBzMwyTgpmZpZxUjAzs4yTgpmZZZwUzMws46RgZmYZJwUzM8s4KZiZWcZJwczMMk4KZmaWcVIwM7OMk4KZmWWcFMzMLOOkYGZmGScFMzPLOCmYmVnGScHMzDK1JgVJ4yUd0BjBmJlZaRXSU+gAvCTpIUlfkaRiB2VmZqVRa1KIiOuBw4F7gDHAIkn/V9JhRY7NzMwaWUHnFCIigBXpawtwADBV0i1FjM3MzBpZq9oKSPo2MBpYA9wNXBsRmyW1ABYB3ytuiGZm1lhqTQpAO+AfIuKd3IkRsU3S0OKEZWZmpVBtUpDULh28vco4ABHxfkQsKGJsZmbWyGrqKcwGIh2uesVRAIcWJSIzMyuZapNCRJQXq1JJ+5Ocn+hFkmDGAm8AU4BuQAVwbkR8UKwYzMxsRwVdfSTpHyT9UtI/SxreAPXeDvwtIo4E+gILgOuA6RFxODA9HTczs0ZUyC+afwOMA+YB84Fxku6qa4WS9gNOIvndAxHxWUSsA84CJqfFJgPD61qHmZnVTSFXHw0BeqS/VUDSZOC1etRZDqwG/iCpL8m5i28DHSJieVpmBckvqc3MrBEVcvhoMdA1Z7xLOq2uWgH9gQkRcTTwEVUOFaUJKPIsi6TLJM2SNGv16tX1CMPMzKoqJCm0BRZImiFpBvA6sK+kxyQ9Voc6lwJLI2JmOj6VJEmslNQRIP27Kt/CETExIgZExICysrI6VG9mZtUp5PDRjxqywohYIWmJpO4R8QZwCkmieR24CLg5/ftoQ9ZrZma1qzUpRMR/SjoIGERySOeliFhRz3rHAw9I2hN4G7iYpNfykKRLgHeAc+tZh5mZ7aRC7n30TZLewlMkP2K7Q9JPIuLeulYaEa8AA/LMOqWu6zQzs/or5PDRtcDREbEWQFJ74HmgzknBzMyapkJONK8FNuSMb0inmZnZbqaQnsJiYKakR0nOKZwFzJX0XYCI+GUR4zMzs0ZUSFJ4K31VqrwqqG3Dh2NmZqVUyNVHNzVGIGZmVnqFXH30NHl+XRwRQ4oSkZlZIW7cr9QRlNaN64uy2kIOH12TM9wGOJvkOc1mZrabKeTw0ewqk56T9GKR4jEzsxIq5PBR7mM4WwBfBJp5v83MbPdUyOGjysdyiuSw0f8AlxQzKDMzK41CDh8V7bGcZmbWtBTy5LVzJLVNh6+XNE1S/+KHZmZmja2Q21zcEBEbJJ0AnEryGM0JxQ3LzMxKoZCksDX9eyYwMSL+CuxZvJDMzKxUCkkKyyT9DjgPeEJS6wKXMzOzXUwhO/dzgX8DzoiIdUA7kttpm5nZbqaQq48+BqbljC8HlhczKDMzKw0fBjIzs4yTgpmZZQr5ncIvCplmZma7vkJ6CqflmfbVhg7EzMxKr9oTzZK+BVwOHCppbs6stsBzxQ7MzMwaX01XH/0J+H/Az4HrcqZviIj3ixqVmZmVRE1JISKiQtIVVWdIaufEYGa2+6mtpzCU7W+dXSmAQ4sYl5mZlUC1SSEihqZ/fetsM7NmopAnr52Ub3pEPNPw4ZiZWSkV8uS13PsctQEGkRxSGlKUiMzMrGQKuffR13PHJXUBflWsgMzMrHTqcpuLpUCPhg7EzMxKr5BzCneQXG0ESRLpB8wpYkxmZlYihZxTmJUzvAV4MCL8i2Yzs91QjUlBUkvg9IgY1UjxmJlZCdV4TiEitgKHSGrwZzJLainpZUmPp+PlkmZKWixpSjHqNDOzmhVy+Oht4DlJjwEfVU6MiF/Ws+5vAwuAfdPxXwC3RcS/SPotcAkwoZ51mJnZTijk6qO3gMfTsm1zXnUmqTNwJnB3Oi6S3z1MTYtMBobXpw4zM9t5Nd06+/6IuBBYFxG3N3C9vwK+x9+TS/u0ni3p+FLg4Griugy4DKBr1651DmDBkc37qtoeCxeUOgQza4Jq6il8UVInYKykAyS1y33VtUJJQ4FVETG7LstHxMSIGBARA8rKyuoahpmZ5VHTOYXfAtNJ7oY6m4a7S+rxwDBJXyO5bca+wO3A/pJapb2FzsCyOq7fzMzqqNqeQkT8OiJ6APdGxKERUZ7zqvNtsyPiBxHROSK6Af8IPJVe8vo0MDItdhHwaF3rMDOzuqn1RHNEfKsxAgG+D3xX0mKScwz3NFK9ZmaWKuSS1KKJiBnAjHT4bZI7sJqZWYnU5YZ4Zma2m3JSMDOzjJOCmZllnBTMzCzjpGBmZhknBTMzyzgpmJlZxknBzMwyTgpmZpZxUjAzs4yTgpmZZZwUzMws46RgZmYZJwUzM8s4KZiZWaakz1Mwa64WHNmj1CGUXI+FC0odguXhnoKZmWWcFMzMLOOkYGZmGScFMzPLOCmYmVnGScHMzDJOCmZmlnFSMDOzjJOCmZllnBTMzCzjpGBmZhknBTMzyzgpmJlZxknBzMwyTgpmZpZxUjAzs0yjJwVJXSQ9Lel1Sa9J+nY6vZ2kf5e0KP17QGPHZmbW3JWip7AF+N8R0RM4FrhCUk/gOmB6RBwOTE/HzcysETV6UoiI5RExJx3eACwADgbOAianxSYDwxs7NjOz5q6k5xQkdQOOBmYCHSJieTprBdChmmUukzRL0qzVq1c3TqBmZs1EyZKCpH2APwNXR8SHufMiIoDIt1xETIyIARExoKysrBEiNTNrPkqSFCTtQZIQHoiIaenklZI6pvM7AqtKEZuZWXNWiquPBNwDLIiIX+bMegy4KB2+CHi0sWMzM2vuWpWgzuOBC4F5kl5Jp/0TcDPwkKRLgHeAc0sQm5lZs9boSSEingVUzexTGjMWMzPbnn/RbGZmGScFMzPLOCmYmVnGScHMzDJOCmZmlnFSMDOzjJOCmZllnBTMzCzjpGBmZhknBTMzyzgpmJlZxknBzMwyTgpmZpZxUjAzs4yTgpmZZZwUzMws46RgZmYZJwUzM8s4KZiZWcZJwczMMk4KZmaWcVIwM7OMk4KZmW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"}}],"execution_count":0},{"cell_type":"code","source":["#Scatter plot\n\nN = 45\nx, y = np.random.rand(2, N)\nc = np.random.randint(1, 5, size=N)\ns = np.random.randint(10, 220, size=N)\n\nfig, ax = plt.subplots()\n\nscatter = ax.scatter(x, y, c=c, s=s)\n\n# produce a legend with the unique colors from the scatter\nlegend1 = ax.legend(*scatter.legend_elements(),\n loc=\"lower left\", title=\"Classes\")\nax.add_artist(legend1)\n\n# produce a legend with a cross section of sizes from the scatter\nhandles, labels = scatter.legend_elements(prop=\"sizes\", alpha=0.6)\nlegend2 = ax.legend(handles, labels, loc=\"upper right\", title=\"Sizes\")\n\nplt.show()"],"metadata":{"application/vnd.databricks.v1+cell":{"title":"","showTitle":false,"inputWidgets":{},"nuid":"4cef727c-d685-404a-b8c4-0aca0ed28059"}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"datasetInfos":[],"data":"data:image/png;base64,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"}}],"execution_count":0},{"cell_type":"code","source":["#Plotting categorical variables\n#You can pass categorical values (i.e. strings) directly as x- or y-values to many plotting functions:\n\n\nimport matplotlib.pyplot as plt\n\ndata = {'apple': 10, 'orange': 15, 'lemon': 5, 'lime': 20}\nnames = list(data.keys())\nvalues = list(data.values())\n\nfig, axs = plt.subplots(1, 3, figsize=(9, 3), sharey=True)\naxs[0].bar(names, values)\naxs[1].scatter(names, values)\naxs[2].plot(names, values)\nfig.suptitle('Categorical Plotting')"],"metadata":{"application/vnd.databricks.v1+cell":{"title":"","showTitle":false,"inputWidgets":{},"nuid":"3d9830a5-e3dd-49cb-8b1e-92c2bcb43790"}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"datasetInfos":[],"data":"
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Out[6]:
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","removedWidgets":[],"addedWidgets":{},"metadata":{"imageDimensions":{"width":540,"height":216}},"type":"image","arguments":{}},"image/png":{"width":540,"height":216}},"output_type":"display_data","data":{"image/png":"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