"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.histplot(df['N'])"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.5097213691539147"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['N'].skew()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Skewness (0.51 - Moderately Right-Skewed)\n",
"\n",
"A skewness value of 0.51 indicates a slight right (positive) skew.\n",
"This suggests that the distribution is not perfectly symmetrical, with more values concentrated on the lower end and some higher values pulling the distribution to the right.\n"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"count 2200.000000\n",
"mean 50.551818\n",
"std 36.917334\n",
"min 0.000000\n",
"25% 21.000000\n",
"50% 37.000000\n",
"75% 84.250000\n",
"max 140.000000\n",
"Name: N, dtype: float64"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['N'].describe()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Central Tendency & Spread\n",
"\n",
"Mean (50.55) is greater than the Median (37.00), confirming the right-skewness.\n",
"Standard Deviation (36.91) is quite large, indicating a high variation in Nitrogen values."
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.boxplot(df['N'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"No outliers Detected which is positive sign"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\saipr\\AppData\\Local\\Temp\\ipykernel_26556\\1805240145.py:16: UserWarning: No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n",
" plt.legend(title=\"Crop Type\", bbox_to_anchor=(1.05, 1), loc='upper left')\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Set figure size\n",
"plt.figure(figsize=(12, 8))\n",
"\n",
"# KDE plot for Nitrogen (N) feature by label\n",
"sns.kdeplot(data=df, x=\"N\", hue=\"label\", fill=True, common_norm=False, palette=\"tab20\", alpha=0.5)\n",
"\n",
"# Title and labels\n",
"plt.title(\"Nitrogen (N) Distribution Across Different Crops\", fontsize=14)\n",
"plt.xlabel(\"Nitrogen (N)\", fontsize=12)\n",
"plt.ylabel(\"Density\", fontsize=12)\n",
"\n",
"# Show the legend outside for better visibility\n",
"plt.legend(title=\"Crop Type\", bbox_to_anchor=(1.05, 1), loc='upper left')\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"label\n",
"rice 100\n",
"maize 100\n",
"jute 100\n",
"cotton 100\n",
"coconut 100\n",
"papaya 100\n",
"orange 100\n",
"apple 100\n",
"muskmelon 100\n",
"watermelon 100\n",
"grapes 100\n",
"mango 100\n",
"banana 100\n",
"pomegranate 100\n",
"lentil 100\n",
"blackgram 100\n",
"mungbean 100\n",
"mothbeans 100\n",
"pigeonpeas 100\n",
"kidneybeans 100\n",
"chickpea 100\n",
"coffee 100\n",
"Name: count, dtype: int64"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['label'].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"# Define Crop Types\n",
"crop_types = {\n",
" \"rice\": \"Cereal\", \"maize\": \"Cereal\", \n",
" \"lentil\": \"Pulse\", \"blackgram\": \"Pulse\", \"mungbean\": \"Pulse\", \"mothbeans\": \"Pulse\", \"pigeonpeas\": \"Pulse\", \"kidneybeans\": \"Pulse\", \"chickpea\": \"Pulse\",\n",
" \"jute\": \"Fiber Crop\", \"cotton\": \"Fiber Crop\",\n",
" \"coconut\": \"Commercial Crop\", \"coffee\": \"Commercial Crop\",\n",
" \"banana\": \"Fruit\", \"mango\": \"Fruit\", \"apple\": \"Fruit\", \"orange\": \"Fruit\", \"papaya\": \"Fruit\", \"grapes\": \"Fruit\", \"pomegranate\": \"Fruit\", \"muskmelon\": \"Fruit\", \"watermelon\": \"Fruit\"\n",
"}\n",
"\n",
"# Add Crop Type as a New Column\n",
"df[\"Crop Type\"] = df[\"label\"].map(crop_types)\n"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\saipr\\AppData\\Local\\Temp\\ipykernel_26556\\2919795925.py:15: UserWarning: No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n",
" plt.legend(title=\"Crop Type\", bbox_to_anchor=(1.05, 1), loc='upper left')\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"\n",
"plt.figure(figsize=(12, 8))\n",
"\n",
"# KDE Plot with Crop Type Categorization\n",
"sns.kdeplot(data=df, x=\"N\", hue=\"Crop Type\", fill=True, common_norm=False, palette=\"Set2\", alpha=0.5)\n",
"\n",
"# Titles and Labels\n",
"plt.title(\"Nitrogen (N) Distribution Across Different Crop Types\", fontsize=14)\n",
"plt.xlabel(\"Nitrogen (N)\", fontsize=12)\n",
"plt.ylabel(\"Density\", fontsize=12)\n",
"\n",
"# Show legend outside for clarity\n",
"plt.legend(title=\"Crop Type\", bbox_to_anchor=(1.05, 1), loc='upper left')\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There appear to be at least three major clusters:\n",
"Low Nitrogen Requirement (~0 to 50 N): Some crops require very little nitrogen.\n",
"Medium Nitrogen Requirement (~50 to 100 N): A significant number of crops fall within this range.\n",
"High Nitrogen Requirement (~100 to 150+ N): A few crops need high nitrogen levels.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Crop Type Influence on Nitrogen Needs\n",
"\n",
"Different crop types (Cereals, Pulses, Fruits, etc.) show distinct nitrogen requirements:\n",
"\n",
"Cereals (Rice, Maize): Likely fall into medium-to-high nitrogen requirement.\n",
"\n",
"Pulses (Lentil, Chickpea, Blackgram, etc.): Tend to have low-to-moderate nitrogen requirements.\n",
"\n",
"Fruits (Banana, Mango, Apple, etc.): Appear to be spread across low to medium ranges.\n",
"\n",
"Commercial Crops (Coffee, Coconut, Cotton, Jute): Likely have a wider nitrogen requirement range."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"4️⃣ Key Takeaways for Agricultural Decisions\n",
"✔ Efficient Fertilizer Use\n",
"\n",
"Pulses require minimal nitrogen fertilizers due to their nitrogen-fixing ability.\n",
"Cereals and fiber crops need proper nitrogen supplementation for higher yields.\n",
"✔ Crop Rotation Planning\n",
"\n",
"Growing pulses after high-nitrogen-demanding crops can improve soil fertility naturally.\n",
"Fruits and commercial crops should be strategically planted based on their nitrogen requirements.\n",
"✔ Sustainable Agriculture Practices\n",
"\n",
"Excess nitrogen application can lead to environmental concerns (e.g., nitrate leaching).\n",
"Precision farming techniques can optimize nitrogen usage based on these distributions.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"2️⃣ Observing the Nitrogen (N) Distribution\n",
"\n",
"The KDE plot shows clear groupings of nitrogen levels, meaning crops with similar nitrogen requirements cluster together.\n",
"Overlapping distributions suggest that some crop types may have nitrogen needs that vary widely within their category.\n",
"Pulses have distinct lower nitrogen requirements, while fiber crops and cereals have nitrogen needs in the higher range."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"the plot clearly shows that some crops have low nitrogen requirements, while others have high nitrogen requirements, based on the distribution of nitrogen (N) values."
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
N
\n",
"
P
\n",
"
K
\n",
"
temperature
\n",
"
humidity
\n",
"
ph
\n",
"
rainfall
\n",
"
label
\n",
"
Crop Type
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
90
\n",
"
42
\n",
"
43
\n",
"
20.879744
\n",
"
82.002744
\n",
"
6.502985
\n",
"
202.935536
\n",
"
rice
\n",
"
Cereal
\n",
"
\n",
"
\n",
"
1
\n",
"
85
\n",
"
58
\n",
"
41
\n",
"
21.770462
\n",
"
80.319644
\n",
"
7.038096
\n",
"
226.655537
\n",
"
rice
\n",
"
Cereal
\n",
"
\n",
"
\n",
"
2
\n",
"
60
\n",
"
55
\n",
"
44
\n",
"
23.004459
\n",
"
82.320763
\n",
"
7.840207
\n",
"
263.964248
\n",
"
rice
\n",
"
Cereal
\n",
"
\n",
"
\n",
"
3
\n",
"
74
\n",
"
35
\n",
"
40
\n",
"
26.491096
\n",
"
80.158363
\n",
"
6.980401
\n",
"
242.864034
\n",
"
rice
\n",
"
Cereal
\n",
"
\n",
"
\n",
"
4
\n",
"
78
\n",
"
42
\n",
"
42
\n",
"
20.130175
\n",
"
81.604873
\n",
"
7.628473
\n",
"
262.717340
\n",
"
rice
\n",
"
Cereal
\n",
"
\n",
"
\n",
"
...
\n",
"
...
\n",
"
...
\n",
"
...
\n",
"
...
\n",
"
...
\n",
"
...
\n",
"
...
\n",
"
...
\n",
"
...
\n",
"
\n",
"
\n",
"
2195
\n",
"
107
\n",
"
34
\n",
"
32
\n",
"
26.774637
\n",
"
66.413269
\n",
"
6.780064
\n",
"
177.774507
\n",
"
coffee
\n",
"
Commercial Crop
\n",
"
\n",
"
\n",
"
2196
\n",
"
99
\n",
"
15
\n",
"
27
\n",
"
27.417112
\n",
"
56.636362
\n",
"
6.086922
\n",
"
127.924610
\n",
"
coffee
\n",
"
Commercial Crop
\n",
"
\n",
"
\n",
"
2197
\n",
"
118
\n",
"
33
\n",
"
30
\n",
"
24.131797
\n",
"
67.225123
\n",
"
6.362608
\n",
"
173.322839
\n",
"
coffee
\n",
"
Commercial Crop
\n",
"
\n",
"
\n",
"
2198
\n",
"
117
\n",
"
32
\n",
"
34
\n",
"
26.272418
\n",
"
52.127394
\n",
"
6.758793
\n",
"
127.175293
\n",
"
coffee
\n",
"
Commercial Crop
\n",
"
\n",
"
\n",
"
2199
\n",
"
104
\n",
"
18
\n",
"
30
\n",
"
23.603016
\n",
"
60.396475
\n",
"
6.779833
\n",
"
140.937041
\n",
"
coffee
\n",
"
Commercial Crop
\n",
"
\n",
" \n",
"
\n",
"
2200 rows × 9 columns
\n",
"
"
],
"text/plain": [
" N P K temperature humidity ph rainfall label \\\n",
"0 90 42 43 20.879744 82.002744 6.502985 202.935536 rice \n",
"1 85 58 41 21.770462 80.319644 7.038096 226.655537 rice \n",
"2 60 55 44 23.004459 82.320763 7.840207 263.964248 rice \n",
"3 74 35 40 26.491096 80.158363 6.980401 242.864034 rice \n",
"4 78 42 42 20.130175 81.604873 7.628473 262.717340 rice \n",
"... ... .. .. ... ... ... ... ... \n",
"2195 107 34 32 26.774637 66.413269 6.780064 177.774507 coffee \n",
"2196 99 15 27 27.417112 56.636362 6.086922 127.924610 coffee \n",
"2197 118 33 30 24.131797 67.225123 6.362608 173.322839 coffee \n",
"2198 117 32 34 26.272418 52.127394 6.758793 127.175293 coffee \n",
"2199 104 18 30 23.603016 60.396475 6.779833 140.937041 coffee \n",
"\n",
" Crop Type \n",
"0 Cereal \n",
"1 Cereal \n",
"2 Cereal \n",
"3 Cereal \n",
"4 Cereal \n",
"... ... \n",
"2195 Commercial Crop \n",
"2196 Commercial Crop \n",
"2197 Commercial Crop \n",
"2198 Commercial Crop \n",
"2199 Commercial Crop \n",
"\n",
"[2200 rows x 9 columns]"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df"
]
},
{
"cell_type": "code",
"execution_count": 102,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Average Potassium Levels by Crop Type:\n",
" Crop Type\n",
"Pulse 26.112857\n",
"Fruit 50.261111\n",
"Commercial Crop 61.590000\n",
"Cereal 78.825000\n",
"Fiber Crop 98.085000\n",
"Name: N, dtype: float64\n"
]
}
],
"source": [
"crop_k_stats_N = df.groupby(\"Crop Type\")[\"N\"].mean().sort_values()\n",
"print(\"Average Potassium Levels by Crop Type:\\n\", crop_k_stats_N)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Key Insights:\n",
"✅ 1. Pulses require the least Nitrogen (~26.11)\n",
"\n",
"Pulses (e.g., lentils, chickpeas, mung beans) fix their own nitrogen through biological nitrogen fixation (BNF).\n",
"This means they require minimal external nitrogen fertilizers, making them more sustainable in crop rotation.\n",
"\n",
"✅ 2. Fruits have moderate Nitrogen needs (~50.26)\n",
"Fruits (e.g., mango, apple, banana) require nitrogen for leaf and fruit growth.\n",
"A balanced NPK ratio is essential for good fruit development.\n",
"\n",
"✅ 3. Commercial Crops require slightly higher Nitrogen (~61.59)\n",
"Crops like coffee and coconut require moderate to high nitrogen levels for consistent yields.\n",
"This supports leaf expansion and overall plant health.\n",
"\n",
"✅ 4. Cereals require more Nitrogen (~78.83)\n",
"Cereal crops (e.g., rice, maize) require high nitrogen levels because they are fast-growing and highly productive.\n",
"Nitrogen fertilizers (e.g., urea) are often applied in multiple stages to maximize yield.\n",
"\n",
"✅ 5. Fiber Crops require the most Nitrogen (~98.09)\n",
"Jute and cotton need high nitrogen to support fiber production and leaf development.\n",
"These crops are nitrogen-demanding, requiring continuous fertilization during the growth phase.\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\saipr\\AppData\\Local\\Temp\\ipykernel_26556\\426631044.py:9: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.barplot(x=crop_k_stats_N.index, y=crop_k_stats_N.values, palette=\"coolwarm\")\n"
]
},
{
"data": {
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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"crop_n_stats = df.groupby(\"Crop Type\")[\"N\"].mean().sort_values()\n",
"\n",
"plt.figure(figsize=(10,6))\n",
"sns.barplot(x=crop_k_stats_N.index, y=crop_k_stats_N.values, palette=\"coolwarm\")\n",
"\n",
"plt.xlabel(\"Crop Type\", fontsize=12)\n",
"plt.ylabel(\"Average Nitrogen (N)\", fontsize=12)\n",
"plt.title(\"Average Nitrogen (N) Levels by Crop Type\", fontsize=14)\n",
"plt.xticks(rotation=45)\n",
"plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
"\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\saipr\\AppData\\Local\\Temp\\ipykernel_26556\\1573648725.py:11: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.barplot(x=crop_N_stats.index, y=crop_N_stats.values, palette=\"coolwarm\")\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"crop_N_stats = df.groupby(\"label\")[\"N\"].mean().sort_values()\n",
"\n",
"plt.figure(figsize=(10, 5))\n",
"\n",
"sns.barplot(x=crop_N_stats.index, y=crop_N_stats.values, palette=\"coolwarm\")\n",
"\n",
"plt.xlabel(\"Nitrogen\", fontsize=12)\n",
"plt.ylabel(\"Average Nitrogen\", fontsize=12)\n",
"plt.title(\"Average Nitrogen Levels by each crop\", fontsize=14)\n",
"plt.xticks(rotation=45) \n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Pottasium"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Descriptive Statistics for Phosphorus (P):\n",
"count 2200.000000\n",
"mean 53.362727\n",
"std 32.985883\n",
"min 5.000000\n",
"25% 28.000000\n",
"50% 51.000000\n",
"75% 68.000000\n",
"max 145.000000\n",
"Name: P, dtype: float64\n"
]
}
],
"source": [
"\n",
"print(\"\\nDescriptive Statistics for Phosphorus (P):\")\n",
"print(df[\"P\"].describe())\n"
]
},
{
"cell_type": "code",
"execution_count": 108,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\saipr\\AppData\\Local\\Temp\\ipykernel_26556\\86331456.py:1: UserWarning: \n",
"\n",
"`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
"\n",
"Please adapt your code to use either `displot` (a figure-level function with\n",
"similar flexibility) or `histplot` (an axes-level function for histograms).\n",
"\n",
"For a guide to updating your code to use the new functions, please see\n",
"https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
"\n",
" sns.distplot(df['P'])\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 108,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.distplot(df['P'])"
]
},
{
"cell_type": "code",
"execution_count": 109,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1.0107725431372674"
]
},
"execution_count": 109,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['P'].skew()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"1️⃣ Skewness Analysis\n",
"\n",
"Skewness = 1.01 (Positive Skew) → Right-skewed distribution.\n",
"This means that most crops require lower phosphorus levels, but a few crops demand very high phosphorus, creating a long right tail in the distribution."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\saipr\\AppData\\Local\\Temp\\ipykernel_26556\\3683335688.py:7: UserWarning: No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n",
" plt.legend(title=\"Crop Type\")\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.boxplot(df['humidity'])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\saipr\\AppData\\Local\\Temp\\ipykernel_26556\\606647105.py:11: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.barplot(x=crop_temp_stats.index, y=crop_temp_stats.values, palette=\"coolwarm\")\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"crop_humidity_stats = df.groupby(\"Crop Type\")[\"humidity\"].mean().sort_values()\n",
"\n",
"plt.figure(figsize=(10, 5))\n",
"\n",
"sns.barplot(x=crop_temp_stats.index, y=crop_temp_stats.values, palette=\"coolwarm\")\n",
"\n",
"plt.xlabel(\"Crop Type\", fontsize=12)\n",
"plt.ylabel(\"Avg Humidity\", fontsize=12)\n",
"plt.title(\"Average Humidity Levels by Crop Type\", fontsize=14)\n",
"plt.xticks(rotation=45) \n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\saipr\\AppData\\Local\\Temp\\ipykernel_26556\\3696348485.py:11: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.barplot(x=crop_humidity_stats_Hum1.index, y=crop_humidity_stats_Hum1.values, palette=\"coolwarm\")\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"crop_humidity_stats_Hum1 = df.groupby(\"label\")[\"humidity\"].mean().sort_values()\n",
"\n",
"plt.figure(figsize=(10, 5))\n",
"\n",
"sns.barplot(x=crop_humidity_stats_Hum1.index, y=crop_humidity_stats_Hum1.values, palette=\"coolwarm\")\n",
"\n",
"plt.xlabel(\"Crop\", fontsize=12)\n",
"plt.ylabel(\"Avg Humidity\", fontsize=12)\n",
"plt.title(\"Average Humidity Levels by Crop\", fontsize=14)\n",
"plt.xticks(rotation=45)\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
".\n",
"📌 Additional Observations:\n",
"\n",
"Coconut has the highest humidity requirement (~100%), making it suitable for tropical coastal climates.\n",
"Pulses (like Chickpea, Kidney Beans, and Pigeon Peas) require the least humidity (~20%), meaning they grow well in semi-arid conditions.\n",
"Fruits generally require higher humidity levels compared to cereals and fiber crops.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
":\n",
"📌 Insights from Humidity Data:\n",
"Average humidity requirement: 71.48% (moderate to high).\n",
"\n",
"Min humidity: 14.26% (Chickpea – drought-resistant).\n",
"\n",
"Max humidity: 99.98% (Coconut – tropical crop).\n",
"\n",
"Interquartile Range (IQR):\n",
"\n",
"25th percentile: 60.26%\n",
"\n",
"50th percentile (Median): 80.47%\n",
"\n",
"75th percentile: 89.95%\n",
"\n",
"Skewness: -1.09 (negatively skewed) → More crops require high humidity.\n",
"\n",
"Crop-Specific Humidity Needs:\n",
"Low Humidity Crops (Below 40%) → Chickpea, Kidney Beans, Pigeon Peas.\n",
"\n",
"Moderate Humidity Crops (40% - 80%) → Coffee, Lentil, Maize, Blackgram, Jute, Cotton.\n",
"\n",
"High Humidity Crops (Above 80%) → Coconut, Papaya, Apple, Pomegranate, Orange, Muskmelon, Mungbean, Watermelon.\n",
"\n",
"Fruits need higher humidity than cereals and fiber crops.\n",
"\n",
"Coconut has the highest humidity requirement (~100%).\n",
"Pulses grow well in semi-arid regions (lowest humidity ~20%).\n",
"\n",
"\n",
"\n",
"\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Ph"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"pH is a measure of the acidity or alkalinity of a substance, in this case, soil. It is expressed on a scale from 0 to 14, where:\n",
"\n",
"pH < 7 → Acidic soil (e.g., peat soil, common in high-rainfall areas)\n",
"\n",
"pH = 7 → Neutral soil (ideal for most crops)\n",
"\n",
"pH > 7 → Alkaline soil (e.g., calcareous soil, common in arid regions)\n"
]
},
{
"cell_type": "code",
"execution_count": 141,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"count 2200.000000\n",
"mean 6.469480\n",
"std 0.773938\n",
"min 3.504752\n",
"25% 5.971693\n",
"50% 6.425045\n",
"75% 6.923643\n",
"max 9.935091\n",
"Name: ph, dtype: float64"
]
},
"execution_count": 141,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['ph'].describe()"
]
},
{
"cell_type": "code",
"execution_count": 142,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\saipr\\AppData\\Local\\Temp\\ipykernel_26556\\1475453639.py:1: UserWarning: \n",
"\n",
"`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
"\n",
"Please adapt your code to use either `displot` (a figure-level function with\n",
"similar flexibility) or `histplot` (an axes-level function for histograms).\n",
"\n",
"For a guide to updating your code to use the new functions, please see\n",
"https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
"\n",
" sns.distplot(df['ph'])\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 142,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.distplot(df['ph'])"
]
},
{
"cell_type": "code",
"execution_count": 143,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.2839294375729441"
]
},
"execution_count": 143,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['ph'].skew()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Insights on Soil pH Distribution in Your Dataset\n",
"General pH Range:\n",
"\n",
"The pH values in your dataset range from 3.50 (very acidic) to 9.93 (highly alkaline).\n",
"Most crops grow best in a pH range of 6.0 to 7.5, so some values might indicate challenging soil conditions.\n",
"Central Tendency & Spread:\n",
"\n",
"Mean (Average): 6.47 (slightly acidic, close to the ideal range).\n",
"Median (50% percentile): 6.42 (almost equal to the mean, suggesting a near-normal distribution).\n",
"Standard Deviation (σ): 0.77, indicating moderate variation in soil pH levels.\n",
"Interquartile Range (IQR):\n",
"\n",
"25% (Q1): 5.97 → 25% of the data has pH below this.\n",
"75% (Q3): 6.92 → 75% of the data has pH below this.\n",
"IQR (Q3 - Q1) = 6.92 - 5.97 = 0.95, meaning most soil pH values are concentrated within this narrow range.\n",
"Extreme Values:\n",
"\n",
"Minimum pH: 3.50 (strongly acidic, might be unsuitable for many crops).\n",
"Maximum pH: 9.93 (strongly alkaline, could hinder nutrient absorption).\n",
"Skewness: 0.28 (Slightly Right-Skewed)\n",
"\n",
"Since the skewness is positive (0.28) but close to 0, the distribution is nearly symmetrical with a slight right skew (few high-pH values).\n",
"This suggests that while most soil samples have neutral to slightly acidic pH, a small portion has higher alkalinity.\n"
]
},
{
"cell_type": "code",
"execution_count": 144,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 144,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.boxplot(df['ph'])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\saipr\\AppData\\Local\\Temp\\ipykernel_26556\\3831451267.py:11: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.barplot(x=crop_ph_stats.index, y=crop_ph_stats.values, palette=\"coolwarm\")\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"crop_ph_stats = df.groupby(\"Crop Type\")[\"ph\"].mean().sort_values()\n",
"\n",
"plt.figure(figsize=(10, 5))\n",
"\n",
"sns.barplot(x=crop_ph_stats.index, y=crop_ph_stats.values, palette=\"coolwarm\")\n",
"\n",
"plt.xlabel(\"Crop Type\", fontsize=12)\n",
"plt.ylabel(\"Avg ph\", fontsize=12)\n",
"plt.title(\"Average ph Levels by Crop Type\", fontsize=14)\n",
"plt.xticks(rotation=45) \n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\saipr\\AppData\\Local\\Temp\\ipykernel_26556\\3493542636.py:11: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.barplot(x=crop_ph_stats_ph1.index, y=crop_ph_stats_ph1.values, palette=\"coolwarm\")\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"crop_ph_stats_ph1 = df.groupby(\"label\")[\"ph\"].mean().sort_values()\n",
"\n",
"plt.figure(figsize=(10, 5))\n",
"\n",
"sns.barplot(x=crop_ph_stats_ph1.index, y=crop_ph_stats_ph1.values, palette=\"coolwarm\")\n",
"\n",
"plt.xlabel(\"Crop\", fontsize=12)\n",
"plt.ylabel(\"Avg ph\", fontsize=12)\n",
"plt.title(\"Average ph Levels by Crop\", fontsize=14)\n",
"plt.xticks(rotation=45) \n",
"\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## rainfall"
]
},
{
"cell_type": "code",
"execution_count": 148,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"count 2200.000000\n",
"mean 103.463655\n",
"std 54.958389\n",
"min 20.211267\n",
"25% 64.551686\n",
"50% 94.867624\n",
"75% 124.267508\n",
"max 298.560117\n",
"Name: rainfall, dtype: float64"
]
},
"execution_count": 148,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['rainfall'].describe()"
]
},
{
"cell_type": "code",
"execution_count": 149,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\saipr\\AppData\\Local\\Temp\\ipykernel_26556\\723006679.py:1: UserWarning: \n",
"\n",
"`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
"\n",
"Please adapt your code to use either `displot` (a figure-level function with\n",
"similar flexibility) or `histplot` (an axes-level function for histograms).\n",
"\n",
"For a guide to updating your code to use the new functions, please see\n",
"https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
"\n",
" sns.distplot(x=df['ph'])\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 149,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
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