차원축소_실습_countries.ipynb

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              "                 country  child_mort  exports  health  imports  income  \\\n",
              "0            Afghanistan        90.2     10.0    7.58     44.9    1610   \n",
              "1                Albania        16.6     28.0    6.55     48.6    9930   \n",
              "2                Algeria        27.3     38.4    4.17     31.4   12900   \n",
              "3                 Angola       119.0     62.3    2.85     42.9    5900   \n",
              "4    Antigua and Barbuda        10.3     45.5    6.03     58.9   19100   \n",
              "..                   ...         ...      ...     ...      ...     ...   \n",
              "162              Vanuatu        29.2     46.6    5.25     52.7    2950   \n",
              "163            Venezuela        17.1     28.5    4.91     17.6   16500   \n",
              "164              Vietnam        23.3     72.0    6.84     80.2    4490   \n",
              "165                Yemen        56.3     30.0    5.18     34.4    4480   \n",
              "166               Zambia        83.1     37.0    5.89     30.9    3280   \n",
              "\n",
              "     inflation  life_expec  total_fer   gdpp  \n",
              "0         9.44        56.2       5.82    553  \n",
              "1         4.49        76.3       1.65   4090  \n",
              "2        16.10        76.5       2.89   4460  \n",
              "3        22.40        60.1       6.16   3530  \n",
              "4         1.44        76.8       2.13  12200  \n",
              "..         ...         ...        ...    ...  \n",
              "162       2.62        63.0       3.50   2970  \n",
              "163      45.90        75.4       2.47  13500  \n",
              "164      12.10        73.1       1.95   1310  \n",
              "165      23.60        67.5       4.67   1310  \n",
              "166      14.00        52.0       5.40   1460  \n",
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              "      <th>country</th>\n",
              "      <th>child_mort</th>\n",
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              "      <td>Afghanistan</td>\n",
              "      <td>90.2</td>\n",
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              "      <th>1</th>\n",
              "      <td>Albania</td>\n",
              "      <td>16.6</td>\n",
              "      <td>28.0</td>\n",
              "      <td>6.55</td>\n",
              "      <td>48.6</td>\n",
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              "      <th>2</th>\n",
              "      <td>Algeria</td>\n",
              "      <td>27.3</td>\n",
              "      <td>38.4</td>\n",
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              "      <th>3</th>\n",
              "      <td>Angola</td>\n",
              "      <td>119.0</td>\n",
              "      <td>62.3</td>\n",
              "      <td>2.85</td>\n",
              "      <td>42.9</td>\n",
              "      <td>5900</td>\n",
              "      <td>22.40</td>\n",
              "      <td>60.1</td>\n",
              "      <td>6.16</td>\n",
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              "      <th>4</th>\n",
              "      <td>Antigua and Barbuda</td>\n",
              "      <td>10.3</td>\n",
              "      <td>45.5</td>\n",
              "      <td>6.03</td>\n",
              "      <td>58.9</td>\n",
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              "      <td>Vanuatu</td>\n",
              "      <td>29.2</td>\n",
              "      <td>46.6</td>\n",
              "      <td>5.25</td>\n",
              "      <td>52.7</td>\n",
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              "      <td>56.3</td>\n",
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              "      <td>34.4</td>\n",
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              "        document.querySelector('#id_1c8ef1d6-09e3-4194-aa3c-a5954529c199 button.colab-df-generate');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('df');\n",
              "      }\n",
              "      })();\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "df",
              "summary": "{\n  \"name\": \"df\",\n  \"rows\": 167,\n  \"fields\": [\n    {\n      \"column\": \"country\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 167,\n        \"samples\": [\n          \"Micronesia, Fed. Sts.\",\n          \"Namibia\",\n          \"Jordan\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"child_mort\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 40.32893145927617,\n        \"min\": 2.6,\n        \"max\": 208.0,\n        \"num_unique_values\": 139,\n        \"samples\": [\n          17.1,\n          36.9,\n          149.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"exports\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 27.41201011142416,\n        \"min\": 0.109,\n        \"max\": 200.0,\n        \"num_unique_values\": 147,\n        \"samples\": [\n          28.6,\n          57.8,\n          20.4\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"health\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 2.7468374978890795,\n        \"min\": 1.81,\n        \"max\": 17.9,\n        \"num_unique_values\": 147,\n        \"samples\": [\n          9.54,\n          8.95,\n          3.66\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"imports\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 24.209588976108698,\n        \"min\": 0.0659,\n        \"max\": 174.0,\n        \"num_unique_values\": 151,\n        \"samples\": [\n          79.9,\n          70.7,\n          101.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"income\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 19278,\n        \"min\": 609,\n        \"max\": 125000,\n        \"num_unique_values\": 156,\n        \"samples\": [\n          7710,\n          17400,\n          18300\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"inflation\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 10.570703901430559,\n        \"min\": -4.21,\n        \"max\": 104.0,\n        \"num_unique_values\": 156,\n        \"samples\": [\n          3.8,\n          -3.22,\n          0.238\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"life_expec\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 8.893171908900408,\n        \"min\": 32.1,\n        \"max\": 82.8,\n        \"num_unique_values\": 127,\n        \"samples\": [\n          57.3,\n          81.5,\n          68.2\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"total_fer\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1.5138475432630463,\n        \"min\": 1.15,\n        \"max\": 7.49,\n        \"num_unique_values\": 138,\n        \"samples\": [\n          1.27,\n          3.16,\n          2.33\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"gdpp\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 18328,\n        \"min\": 231,\n        \"max\": 105000,\n        \"num_unique_values\": 157,\n        \"samples\": [\n          10800,\n          4660,\n          22100\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 1
        }
      ],
      "source": [
        "import pandas as pd\n",
        "\n",
        "df = pd.read_csv('country.csv')\n",
        "df"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# 변수 선택하기\n",
        "country = df['country']\n",
        "df2 = df.drop(columns=['country'])"
      ],
      "metadata": {
        "id": "z9MChX6Sz31O"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# 정규화하기\n",
        "df_norm = (df2-df2.mean())/df2.std()"
      ],
      "metadata": {
        "id": "kvS6xLfW0DGs"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# PCA 불러오기\n",
        "from sklearn.decomposition import PCA\n",
        "\n",
        "pca = PCA()\n",
        "pca.fit(df_norm)\n",
        "vector, value = pca.components_, pca.explained_variance_ # 고유벡터, 고유값\n",
        "Z = pca.transform(df_norm) # 주성분에 따라 정사영"
      ],
      "metadata": {
        "id": "vohPfpzt0IjV"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# 주성분 설명력 보기\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "\n",
        "plt.plot(np.cumsum(pca.explained_variance_ratio_)) # 주성분 2개 사용시 60% 정도의 변동성을 설명"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 448
        },
        "id": "skJeGKFR0h8S",
        "outputId": "59a8fc74-c784-4db9-b0fa-45e7698133aa"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[<matplotlib.lines.Line2D at 0x7d4a6389c490>]"
            ]
          },
          "metadata": {},
          "execution_count": 9
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "## 주성분 2개 선택하여 그리기\n",
        "\n",
        "z1 = Z[:,0]\n",
        "z2 = Z[:,1]\n",
        "\n",
        "plt.scatter(z1,z2)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 448
        },
        "id": "oDFkTtX702Ts",
        "outputId": "312c1668-f238-417e-d266-58b177ad6124"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.collections.PathCollection at 0x7d4a617ba410>"
            ]
          },
          "metadata": {},
          "execution_count": 10
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "factor = vector[:2,:] # 각 변수를 증가시킬때 주성분상에서 어떤 방향으로 증가?\n",
        "\n",
        "plt.figure(figsize=(20,12)) # 그림의 크기 조절\n",
        "plt.scatter(z1,z2) # 주성분에 따라 원데이터를 산점도로 표현\n",
        "\n",
        "for i in range(len(Z)): # 국가별 데이터포인트에 국가명을 표시\n",
        "    plt.annotate(country[i], # i번째 국가\n",
        "     (z1[i]+0.1, z2[i]+0.1)) # i번째 국가의 이름이 찍힐 포인트\n",
        "\n",
        "for i in range(9):\n",
        "    plt.annotate(df2.columns[i],xy=(0,0),xytext=(factor[:,i]*5),arrowprops={'lw':1.5, 'arrowstyle':'<-'}, c='r')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 552
        },
        "id": "z6WDNpuB0_uR",
        "outputId": "63a6f4d5-c606-45df-a6e6-844579e05e49"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2000x1200 with 1 Axes>"
            ],
            "image/png": 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}