armagh-weather.ipynb

armagh-weather.ipynb

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        "<a href=\"https://colab.research.google.com/gist/cavedave/b9afdce6f73a30145b1ea58d6925b433/armagh-weather.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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      "cell_type": "markdown",
      "source": [
        "## make visualisation of armagh weather"
      ],
      "metadata": {
        "id": "dZHtKFogTEpa"
      }
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    {
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      "source": [
        "import pandas as pd\n",
        "import requests\n",
        "from io import StringIO\n",
        "import re\n",
        "\n",
        "# Step 1: Load the raw text data\n",
        "url = \"https://www.metoffice.gov.uk/pub/data/weather/uk/climate/stationdata/armaghdata.txt\"\n",
        "response = requests.get(url)\n",
        "raw_text = response.text\n",
        "\n",
        "# Step 2: Clean and filter valid data lines\n",
        "lines = raw_text.splitlines()\n",
        "\n",
        "# Keep only lines that start with a 4-digit year and have at least 6 numbers\n",
        "data_lines = []\n",
        "for line in lines:\n",
        "    if re.match(r\"^\\s*\\d{4}\\s+\\d+\\s+\", line):\n",
        "        # Remove asterisk or extra text (like \"Provisional\") at the end\n",
        "        cleaned = re.sub(r\"\\*|Provisional\", \"\", line).strip()\n",
        "        data_lines.append(cleaned)\n",
        "\n",
        "# Step 3: Parse into DataFrame\n",
        "df = pd.read_csv(\n",
        "    StringIO('\\n'.join(data_lines)),\n",
        "    delim_whitespace=True,\n",
        "    names=[\"Year\", \"Month\", \"tmax\", \"tmin\", \"af\", \"rain\", \"sun\"],\n",
        "    na_values=[\"---\"]\n",
        ")\n",
        "\n",
        "# Step 4: Create a date column\n",
        "df[\"date\"] = pd.to_datetime(dict(year=df[\"Year\"], month=df[\"Month\"], day=1))\n",
        "df = df[[\"date\", \"Year\", \"Month\", \"tmax\", \"tmin\", \"af\", \"rain\", \"sun\"]]\n",
        "\n",
        "# Show the cleaned result\n",
        "df.tail()\n"
      ],
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            "<ipython-input-2-e46a208d3bd4>:23: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\\s+'`` instead\n",
            "  df = pd.read_csv(\n"
          ]
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          "data": {
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              "           date  Year  Month  tmax  tmin    af  rain    sun\n",
              "2064 2025-01-01  2025      1   7.4   1.7  12.0  38.8   67.8\n",
              "2065 2025-02-01  2025      2   9.0   3.9   2.0  40.2   68.0\n",
              "2066 2025-03-01  2025      3  12.5   3.9   5.0  17.8  119.0\n",
              "2067 2025-04-01  2025      4  15.8   5.5   1.0  56.6  216.7\n",
              "2068 2025-05-01  2025      5  18.8   7.3   0.0  36.2  280.1"
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            }
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          "metadata": {},
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    {
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      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "plt.figure(figsize=(12, 5))\n",
        "plt.plot(df[\"date\"], df[\"sun\"], color=\"#FDB813\")\n",
        "plt.title(\"Monthly Sunshine Hours in Armagh\")\n",
        "plt.xlabel(\"Year\")\n",
        "plt.ylabel(\"Sunshine Hours\")\n",
        "plt.grid(True, linestyle=\"--\", alpha=0.5)\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.nlargest(5, \"sun\")[[\"date\", \"sun\", \"tmax\", \"rain\"]]\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "2lFRv2iWUgDr",
        "outputId": "29da4a56-5bba-4889-c2d5-d11fcf9d9ffa"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "           date    sun  tmax  rain\n",
              "2068 2025-05-01  280.1  18.8  36.2\n",
              "1049 1940-06-01  256.0  21.4  40.8\n",
              "1157 1949-06-01  252.9  20.5  24.9\n",
              "988  1935-05-01  251.6  15.8  22.2\n",
              "1972 2017-05-01  250.2  18.5  35.6"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-2d10c665-d73e-4186-bbdf-e1117874fdcb\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>date</th>\n",
              "      <th>sun</th>\n",
              "      <th>tmax</th>\n",
              "      <th>rain</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2068</th>\n",
              "      <td>2025-05-01</td>\n",
              "      <td>280.1</td>\n",
              "      <td>18.8</td>\n",
              "      <td>36.2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1049</th>\n",
              "      <td>1940-06-01</td>\n",
              "      <td>256.0</td>\n",
              "      <td>21.4</td>\n",
              "      <td>40.8</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1157</th>\n",
              "      <td>1949-06-01</td>\n",
              "      <td>252.9</td>\n",
              "      <td>20.5</td>\n",
              "      <td>24.9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>988</th>\n",
              "      <td>1935-05-01</td>\n",
              "      <td>251.6</td>\n",
              "      <td>15.8</td>\n",
              "      <td>22.2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1972</th>\n",
              "      <td>2017-05-01</td>\n",
              "      <td>250.2</td>\n",
              "      <td>18.5</td>\n",
              "      <td>35.6</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
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              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-2d10c665-d73e-4186-bbdf-e1117874fdcb');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
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              "        await google.colab.output.renderOutput(dataTable, element);\n",
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              "        docLink.innerHTML = docLinkHtml;\n",
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              "      </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
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              "\n",
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              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
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              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
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              "      border-left-color: var(--fill-color);\n",
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              "    20% {\n",
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              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
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              "    80% {\n",
              "      border-color: transparent;\n",
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              "      border-bottom-color: var(--fill-color);\n",
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              "  }\n",
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              "\n",
              "      <script>\n",
              "        async function quickchart(key) {\n",
              "          const quickchartButtonEl =\n",
              "            document.querySelector('#' + key + ' button');\n",
              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "          try {\n",
              "            const charts = await google.colab.kernel.invokeFunction(\n",
              "                'suggestCharts', [key], {});\n",
              "          } catch (error) {\n",
              "            console.error('Error during call to suggestCharts:', error);\n",
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              "    </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "summary": "{\n  \"name\": \"df\",\n  \"rows\": 5,\n  \"fields\": [\n    {\n      \"column\": \"date\",\n      \"properties\": {\n        \"dtype\": \"date\",\n        \"min\": \"1935-05-01 00:00:00\",\n        \"max\": \"2025-05-01 00:00:00\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"1940-06-01 00:00:00\",\n          \"2017-05-01 00:00:00\",\n          \"1949-06-01 00:00:00\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"sun\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 12.450823265953153,\n        \"min\": 250.2,\n        \"max\": 280.1,\n        \"num_unique_values\": 5,\n        \"samples\": [\n          256.0,\n          250.2,\n          252.9\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"tmax\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 2.1529050141610977,\n        \"min\": 15.8,\n        \"max\": 21.4,\n        \"num_unique_values\": 5,\n        \"samples\": [\n          21.4,\n          18.5,\n          20.5\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"rain\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 7.9760892673038715,\n        \"min\": 22.2,\n        \"max\": 40.8,\n        \"num_unique_values\": 5,\n        \"samples\": [\n          40.8,\n          35.6,\n          24.9\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Filter for May data\n",
        "may_df = df[df[\"Month\"] == 5]\n",
        "\n",
        "# Plot May sunshine over time\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "plt.figure(figsize=(12, 5))\n",
        "plt.plot(may_df[\"Year\"], may_df[\"sun\"], marker=\"o\", color=\"#FBC02D\", label=\"Sunshine\")\n",
        "plt.title(\"May Sunshine Hours in Armagh\")\n",
        "plt.xlabel(\"Year\")\n",
        "plt.ylabel(\"Sunshine Hours\")\n",
        "plt.grid(True, linestyle=\"--\", alpha=0.5)\n",
        "plt.tight_layout()\n",
        "plt.legend()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 484
        },
        "id": "de8HboqVVEdF",
        "outputId": "c6e5e226-e366-4544-f238-950a4e2e5d74"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Filter for spring (Mar–May) for tmax and rain only (no 1929 cutoff)\n",
        "spring_long = df[df[\"Month\"].isin([3, 4, 5])].copy()\n",
        "\n",
        "# --- Tmax full range ---\n",
        "spring_tmax_long = (\n",
        "    spring_long[~spring_long[\"tmax\"].isna()]\n",
        "    .groupby(\"Year\")\n",
        "    .agg(spring_tmax=(\"tmax\", \"mean\"), month_count=(\"Month\", \"count\"))\n",
        "    .query(\"month_count == 3\")\n",
        "    .reset_index()\n",
        ")\n",
        "\n",
        "# --- Rain full range ---\n",
        "spring_rain_long = (\n",
        "    spring_long[~spring_long[\"rain\"].isna()]\n",
        "    .groupby(\"Year\")\n",
        "    .agg(spring_rain=(\"rain\", \"sum\"), month_count=(\"Month\", \"count\"))\n",
        "    .query(\"month_count == 3\")\n",
        "    .reset_index()\n",
        ")\n"
      ],
      "metadata": {
        "id": "HyLfPHYJXNWw"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "spring_combined = pd.merge(spring_rain_long, spring_sun, on=\"Year\")\n",
        "sns.scatterplot(data=spring_combined, x=\"spring_sun\", y=\"spring_rain\")\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 468
        },
        "id": "tIo8CUkKYarK",
        "outputId": "038d73f5-6614-4334-e439-f3dfd159eac0"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='spring_sun', ylabel='spring_rain'>"
            ]
          },
          "metadata": {},
          "execution_count": 16
        },
        {
          "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": [
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Step 1: Clean and pivot\n",
        "# Ensure tmax is numeric\n",
        "df[\"tmax\"] = pd.to_numeric(df[\"tmax\"], errors=\"coerce\")\n",
        "\n",
        "# Drop rows with missing tmax\n",
        "tmax_df = df.dropna(subset=[\"tmax\"])\n",
        "\n",
        "# Only include years with at least 10 months of data\n",
        "yearly_counts = tmax_df.groupby(\"Year\")[\"Month\"].count()\n",
        "valid_years = yearly_counts[yearly_counts >= 10].index\n",
        "\n",
        "# Pivot to heatmap-friendly format\n",
        "heat_df = tmax_df[tmax_df[\"Year\"].isin(valid_years)]\n",
        "pivot = heat_df.pivot_table(index=\"Year\", columns=\"Month\", values=\"tmax\")\n",
        "\n",
        "# Step 2: Plot\n",
        "plt.figure(figsize=(10, 12))\n",
        "sns.heatmap(\n",
        "    pivot,\n",
        "    cmap=\"coolwarm\",  # blue to red\n",
        "    linewidths=0.1,\n",
        "    linecolor=\"grey\",\n",
        "    cbar_kws={\"label\": \"Mean Max Temperature (°C)\"}\n",
        ")\n",
        "\n",
        "plt.title(\"Monthly Mean Max Temperature in Armagh\")\n",
        "plt.xlabel(\"Month\")\n",
        "plt.ylabel(\"Year\")\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "B7UPBTs6ZCHn",
        "outputId": "b787c878-ef0f-48a7-9293-36cfe3d4c9a5"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x1200 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_heat = spring_tmax_long.copy()\n",
        "df_heat[\"Decade\"] = (df_heat[\"Year\"] // 10) * 10\n",
        "df_heat[\"Year_in_decade\"] = df_heat[\"Year\"] % 10\n",
        "\n",
        "# Pivot to decade grid\n",
        "pivot_grid = df_heat.pivot(index=\"Decade\", columns=\"Year_in_decade\", values=\"spring_tmax\")\n",
        "\n",
        "# Plot\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "plt.figure(figsize=(10, 6))\n",
        "sns.heatmap(\n",
        "    pivot_grid,\n",
        "    cmap=\"coolwarm\",\n",
        "    #annot=True,\n",
        "    #fmt=\".1f\",\n",
        "    cbar_kws={\"label\": \"Avg Spring Tmax (°C)\"}\n",
        ")\n",
        "plt.title(\"Avg Spring Tmax by Decade and Year-in-Decade (Armagh)\")\n",
        "plt.xlabel(\"Year in Decade\")\n",
        "plt.ylabel(\"Decade\")\n",
        "plt.tight_layout()\n",
        "plt.show()\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 607
        },
        "id": "yZbCvXwaZgFU",
        "outputId": "1255c49f-88a9-455b-b690-a25a1965cc58"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## all together"
      ],
      "metadata": {
        "id": "UXtX34BydEnB"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Define the function first\n",
        "def build_spring_series(var, func):\n",
        "    return (\n",
        "        spring_df[~spring_df[var].isna()]\n",
        "        .groupby(\"Year\")\n",
        "        .agg(value=(var, func), count=(\"Month\", \"count\"))\n",
        "        .query(\"count == 3\")[[\"value\"]]\n",
        "        .rename(columns={\"value\": var})\n",
        "        .reset_index()\n",
        "    )\n",
        "\n",
        "# Now safely call the function\n",
        "spring_tmax = build_spring_series(\"tmax\", \"mean\")\n",
        "spring_rain = build_spring_series(\"rain\", \"sum\")\n",
        "spring_af   = build_spring_series(\"af\", \"sum\")\n",
        "spring_sun  = (\n",
        "    build_spring_series(\"sun\", \"sum\")\n",
        "    .query(\"Year >= 1929\")\n",
        ")\n",
        "\n"
      ],
      "metadata": {
        "id": "ehq0sHm5dGhi"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Create a filtered version of spring_df for sunshine only\n",
        "spring_df_sun = spring_df[spring_df[\"Year\"] >= 1929].copy()\n",
        "\n",
        "# Then modify the function slightly to accept custom data\n",
        "def build_spring_series_from(data, var, func):\n",
        "    return (\n",
        "        data[~data[var].isna()]\n",
        "        .groupby(\"Year\")\n",
        "        .agg(value=(var, func), count=(\"Month\", \"count\"))\n",
        "        .query(\"count == 3\")[[\"value\"]]\n",
        "        .rename(columns={\"value\": var})\n",
        "        .reset_index()\n",
        "    )\n",
        "\n",
        "# Rebuild all series\n",
        "spring_tmax = build_spring_series(\"tmax\", \"mean\")\n",
        "spring_rain = build_spring_series(\"rain\", \"sum\")\n",
        "spring_af   = build_spring_series(\"af\", \"sum\")\n",
        "spring_sun  = build_spring_series_from(spring_df_sun, \"sun\", \"sum\")\n"
      ],
      "metadata": {
        "id": "_A0q6IGJeFb-"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def plot_series(ax, data, var, label, color, ylabel, annotate_start=False, smooth=False):\n",
        "    ax.plot(data[\"Year\"], data[var], color=color, marker=\"o\", linewidth=1, label=label)\n",
        "\n",
        "    # Add 5-year rolling average if requested\n",
        "    if smooth:\n",
        "        roll = data[var].rolling(window=5, center=True).mean()\n",
        "        ax.plot(data[\"Year\"], roll, color=\"black\", linestyle=\"--\", linewidth=1.5, label=\"5-year avg\")\n",
        "\n",
        "    ax.set_ylabel(ylabel)\n",
        "    ax.grid(True, linestyle=\"--\", alpha=0.3)\n",
        "    ax.legend(loc=\"upper left\")\n",
        "\n",
        "    if annotate_start:\n",
        "        start_year = data[\"Year\"].min()\n",
        "        ax.text(start_year - 3, data[var].min() + 10,\n",
        "                f\"Data metoffice by @iamreddave\", color=\"gray\", fontsize=9)\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "eaAqjSmflH-Q"
      },
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "# Ensure numeric types\n",
        "df[\"tmax\"] = pd.to_numeric(df[\"tmax\"], errors=\"coerce\")\n",
        "df[\"af\"] = pd.to_numeric(df[\"af\"], errors=\"coerce\")\n",
        "df[\"rain\"] = pd.to_numeric(df[\"rain\"], errors=\"coerce\")\n",
        "df[\"sun\"] = pd.to_numeric(df[\"sun\"], errors=\"coerce\")\n",
        "\n",
        "# Filter for spring months\n",
        "spring_df = df[df[\"Month\"].isin([3, 4, 5])].copy()\n",
        "\n",
        "# Function to summarize each variable\n",
        "def build_spring_series(var, func, data=spring_df):\n",
        "    return (\n",
        "        data[~data[var].isna()]\n",
        "        .groupby(\"Year\")\n",
        "        .agg(value=(var, func), count=(\"Month\", \"count\"))\n",
        "        .query(\"count == 3\")[[\"value\"]]\n",
        "        .rename(columns={\"value\": var})\n",
        "        .reset_index()\n",
        "    )\n",
        "\n",
        "# Create each spring series\n",
        "spring_tmax = build_spring_series(\"tmax\", \"mean\")\n",
        "spring_rain = build_spring_series(\"rain\", \"sum\")\n",
        "spring_af   = build_spring_series(\"af\", \"sum\")\n",
        "spring_sun  = build_spring_series(\"sun\", \"sum\")\n",
        "\n",
        "# Plot\n",
        "fig, axes = plt.subplots(4, 1, figsize=(12, 10), sharex=False)\n",
        "\n",
        "fig.text(0.2, 0.00,\n",
        "         \"May 2025 was the warmest and sunniest May on record at Armagh.\\nApril 2025 also ranked among the top 3 for both metrics.\",\n",
        "         ha='center', fontsize=10, color=\"gray\")\n",
        "\n",
        "\n",
        "\n",
        "def plot_series(ax, data, var, label, color, ylabel, annotate_start=False, smooth=False):\n",
        "    ax.plot(data[\"Year\"], data[var], color=color, marker=\"o\", linewidth=1, label=label)\n",
        "\n",
        "    # Add 5-year rolling average line if requested\n",
        "    if smooth:\n",
        "        roll = data[var].rolling(window=5, center=True).mean()\n",
        "        ax.plot(data[\"Year\"], roll, color=\"black\", linestyle=\"--\", linewidth=1.5, label=\"5-year avg\")\n",
        "\n",
        "    ax.set_ylabel(ylabel)\n",
        "    ax.grid(True, linestyle=\"--\", alpha=0.3)\n",
        "    ax.legend(loc=\"upper left\")\n",
        "\n",
        "    if annotate_start:\n",
        "        start_year = data[\"Year\"].min()\n",
        "        ax.text(start_year - 3, data[var].min() + 10,\n",
        "                f\"Data metoffice by @iamreddave\", color=\"gray\", fontsize=9)\n",
        "\n",
        "\n",
        "plot_series(axes[0], spring_tmax, \"tmax\", \"Mean Daily Maximum Temperature\", \"#EF6C00\", \"°C\", smooth=True)\n",
        "\n",
        "#plot_series(axes[0], spring_tmax, \"tmax\", \"Mean Daily Maximum Temperature\", \"#EF6C00\", \"°C\")\n",
        "plot_series(axes[1], spring_rain, \"rain\", \"Spring Rainfall\", \"#64B5F6\", \"mm\")\n",
        "plot_series(axes[2], spring_af, \"af\", \"Spring Frost Days\", \"#546E7A\", \"Days\")\n",
        "plot_series(axes[3], spring_sun, \"sun\", \"Spring Sunshine Hours\", \"#FFC107\", \"Hours\", annotate_start=True)\n",
        "\n",
        "\n",
        "axes[-1].set_xlabel(\"Year\")\n",
        "fig.suptitle(\"Spring Climate Variables in Armagh (Mar, Apr, May)\", fontsize=20)\n",
        "#fig.subplots_adjust(left=0.28)\n",
        "fig.tight_layout(rect=[0, 0, 1, 1.00])\n",
        "plt.savefig(\"spring_climate_armagh.png\", dpi=300, bbox_inches=\"tight\")\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 965
        },
        "id": "vqckWH7sf9Gp",
        "outputId": "e24dc8fe-6927-4732-a79d-60c39c560492"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x1000 with 4 Axes>"
            ],